Exploratory Data Analysis of AI Jobs Market (2025

").css({position:"absolute",width:t.outerWidth(),height:t.outerHeight()}).appendTo(t.parent()).offset(t.offset())[0]})},_unblockFrames:function(){this.iframeBlocks&&(this.iframeBlocks.remove(),delete this.iframeBlocks)},_allowInteraction:function(t){return!!V(t.target).closest(".ui-dialog").length||!!V(t.target).closest(".ui-datepicker").length},_createOverlay:function(){var i,s;this.options.modal&&(i=V.fn.jquery.substring(0,4),s=!0,this._delay(function(){s=!1}),this.document.data("ui-dialog-overlays")||this.document.on("focusin.ui-dialog",function(t){var e;s||((e=this._trackingInstances()[0])._allowInteraction(t)||(t.preventDefault(),e._focusTabbable(),"3.4."!==i&&"3.5."!==i||e._delay(e._restoreTabbableFocus)))}.bind(this)),this.overlay=V("

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"),this._addClass(this.helper,"ui-selectable-helper")},_destroy:function(){this.selectees.removeData("selectable-item"),this._mouseDestroy()},_mouseStart:function(i){var s=this,t=this.options;this.opos=[i.pageX,i.pageY],this.elementPos=V(this.element[0]).offset(),this.options.disabled||(this.selectees=V(t.filter,this.element[0]),this._trigger("start",i),V(t.appendTo).append(this.helper),this.helper.css({left:i.pageX,top:i.pageY,width:0,height:0}),t.autoRefresh&&this.refresh(),this.selectees.filter(".ui-selected").each(function(){var t=V.data(this,"selectable-item");t.startselected=!0,i.metaKey||i.ctrlKey||(s._removeClass(t.$element,"ui-selected"),t.selected=!1,s._addClass(t.$element,"ui-unselecting"),t.unselecting=!0,s._trigger("unselecting",i,{unselecting:t.element}))}),V(i.target).parents().addBack().each(function(){var t,e=V.data(this,"selectable-item");if(e)return t=!i.metaKey&&!i.ctrlKey||!e.$element.hasClass("ui-selected"),s._removeClass(e.$element,t?"ui-unselecting":"ui-selected")._addClass(e.$element,t?"ui-selecting":"ui-unselecting"),e.unselecting=!t,e.selecting=t,(e.selected=t)?s._trigger("selecting",i,{selecting:e.element}):s._trigger("unselecting",i,{unselecting:e.element}),!1}))},_mouseDrag:function(s){if(this.dragged=!0,!this.options.disabled){var t,n=this,o=this.options,a=this.opos[0],r=this.opos[1],l=s.pageX,h=s.pageY;return ll||i.righth||i.bottoma&&i.rightr&&i.bottom",options:{appendTo:null,classes:{"ui-selectmenu-button-open":"ui-corner-top","ui-selectmenu-button-closed":"ui-corner-all"},disabled:null,icons:{button:"ui-icon-triangle-1-s"},position:{my:"left top",at:"left bottom",collision:"none"},width:!1,change:null,close:null,focus:null,open:null,select:null},_create:function(){var t=this.element.uniqueId().attr("id");this.ids={element:t,button:t+"-button",menu:t+"-menu"},this._drawButton(),this._drawMenu(),this._bindFormResetHandler(),this._rendered=!1,this.menuItems=V()},_drawButton:function(){var t,e=this,i=this._parseOption(this.element.find("option:selected"),this.element[0].selectedIndex);this.labels=this.element.labels().attr("for",this.ids.button),this._on(this.labels,{click:function(t){this.button.trigger("focus"),t.preventDefault()}}),this.element.hide(),this.button=V("",{tabindex:this.options.disabled?-1:0,id:this.ids.button,role:"combobox","aria-expanded":"false","aria-autocomplete":"list","aria-owns":this.ids.menu,"aria-haspopup":"true",title:this.element.attr("title")}).insertAfter(this.element),this._addClass(this.button,"ui-selectmenu-button ui-selectmenu-button-closed","ui-button ui-widget"),t=V("").appendTo(this.button),this._addClass(t,"ui-selectmenu-icon","ui-icon "+this.options.icons.button),this.buttonItem=this._renderButtonItem(i).appendTo(this.button),!1!==this.options.width&&this._resizeButton(),this._on(this.button,this._buttonEvents),this.button.one("focusin",function(){e._rendered||e._refreshMenu()})},_drawMenu:function(){var i=this;this.menu=V("

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t=this.element.find("option");this.menu.empty(),this._parseOptions(t),this._renderMenu(this.menu,this.items),this.menuInstance.refresh(),this.menuItems=this.menu.find("li").not(".ui-selectmenu-optgroup").find(".ui-menu-item-wrapper"),this._rendered=!0,t.length&&(t=this._getSelectedItem(),this.menuInstance.focus(null,t),this._setAria(t.data("ui-selectmenu-item")),this._setOption("disabled",this.element.prop("disabled")))},open:function(t){this.options.disabled||(this._rendered?(this._removeClass(this.menu.find(".ui-state-active"),null,"ui-state-active"),this.menuInstance.focus(null,this._getSelectedItem())):this._refreshMenu(),this.menuItems.length&&(this.isOpen=!0,this._toggleAttr(),this._resizeMenu(),this._position(),this._on(this.document,this._documentClick),this._trigger("open",t)))},_position:function(){this.menuWrap.position(V.extend({of:this.button},this.options.position))},close:function(t){this.isOpen&&(this.isOpen=!1,this._toggleAttr(),this.range=null,this._off(this.document),this._trigger("close",t))},widget:function(){return this.button},menuWidget:function(){return this.menu},_renderButtonItem:function(t){var e=V("");return this._setText(e,t.label),this._addClass(e,"ui-selectmenu-text"),e},_renderMenu:function(s,t){var n=this,o="";V.each(t,function(t,e){var i;e.optgroup!==o&&(i=V("",{text:e.optgroup}),n._addClass(i,"ui-selectmenu-optgroup","ui-menu-divider"+(e.element.parent("optgroup").prop("disabled")?" ui-state-disabled":"")),i.appendTo(s),o=e.optgroup),n._renderItemData(s,e)})},_renderItemData:function(t,e){return this._renderItem(t,e).data("ui-selectmenu-item",e)},_renderItem:function(t,e){var i=V(""),s=V("",{title:e.element.attr("title")});return e.disabled&&this._addClass(i,null,"ui-state-disabled"),this._setText(s,e.label),i.append(s).appendTo(t)},_setText:function(t,e){e?t.text(e):t.html(" ")},_move:function(t,e){var i,s=".ui-menu-item";this.isOpen?i=this.menuItems.eq(this.focusIndex).parent("li"):(i=this.menuItems.eq(this.element[0].selectedIndex).parent("li"),s+=":not(.ui-state-disabled)"),(s="first"===t||"last"===t?i["first"===t?"prevAll":"nextAll"](s).eq(-1):i[t+"All"](s).eq(0)).length&&this.menuInstance.focus(e,s)},_getSelectedItem:function(){return this.menuItems.eq(this.element[0].selectedIndex).parent("li")},_toggle:function(t){this[this.isOpen?"close":"open"](t)},_setSelection:function(){var t;this.range&&(window.getSelection?((t=window.getSelection()).removeAllRanges(),t.addRange(this.range)):this.range.select(),this.button.trigger("focus"))},_documentClick:{mousedown:function(t){this.isOpen&&(V(t.target).closest(".ui-selectmenu-menu, #"+V.escapeSelector(this.ids.button)).length||this.close(t))}},_buttonEvents:{mousedown:function(){var t;window.getSelection?(t=window.getSelection()).rangeCount&&(this.range=t.getRangeAt(0)):this.range=document.selection.createRange()},click:function(t){this._setSelection(),this._toggle(t)},keydown:function(t){var e=!0;switch(t.keyCode){case V.ui.keyCode.TAB:case V.ui.keyCode.ESCAPE:this.close(t),e=!1;break;case V.ui.keyCode.ENTER:this.isOpen&&this._selectFocusedItem(t);break;case V.ui.keyCode.UP:t.altKey?this._toggle(t):this._move("prev",t);break;case V.ui.keyCode.DOWN:t.altKey?this._toggle(t):this._move("next",t);break;case V.ui.keyCode.SPACE:this.isOpen?this._selectFocusedItem(t):this._toggle(t);break;case V.ui.keyCode.LEFT:this._move("prev",t);break;case V.ui.keyCode.RIGHT:this._move("next",t);break;case V.ui.keyCode.HOME:case V.ui.keyCode.PAGE_UP:this._move("first",t);break;case V.ui.keyCode.END:case V.ui.keyCode.PAGE_DOWN:this._move("last",t);break;default:this.menu.trigger(t),e=!1}e&&t.preventDefault()}},_selectFocusedItem:function(t){var e=this.menuItems.eq(this.focusIndex).parent("li");e.hasClass("ui-state-disabled")||this._select(e.data("ui-selectmenu-item"),t)},_select:function(t,e){var i=this.element[0].selectedIndex;this.element[0].selectedIndex=t.index,this.buttonItem.replaceWith(this.buttonItem=this._renderButtonItem(t)),this._setAria(t),this._trigger("select",e,{item:t}),t.index!==i&&this._trigger("change",e,{item:t}),this.close(e)},_setAria:function(t){t=this.menuItems.eq(t.index).attr("id");this.button.attr({"aria-labelledby":t,"aria-activedescendant":t}),this.menu.attr("aria-activedescendant",t)},_setOption:function(t,e){var i;"icons"===t&&(i=this.button.find("span.ui-icon"),this._removeClass(i,null,this.options.icons.button)._addClass(i,null,e.button)),this._super(t,e),"appendTo"===t&&this.menuWrap.appendTo(this._appendTo()),"width"===t&&this._resizeButton()},_setOptionDisabled:function(t){this._super(t),this.menuInstance.option("disabled",t),this.button.attr("aria-disabled",t),this._toggleClass(this.button,null,"ui-state-disabled",t),this.element.prop("disabled",t),t?(this.button.attr("tabindex",-1),this.close()):this.button.attr("tabindex",0)},_appendTo:function(){var t=this.options.appendTo;return t=!(t=!(t=t&&(t.jquery||t.nodeType?V(t):this.document.find(t).eq(0)))||!t[0]?this.element.closest(".ui-front, dialog"):t).length?this.document[0].body:t},_toggleAttr:function(){this.button.attr("aria-expanded",this.isOpen),this._removeClass(this.button,"ui-selectmenu-button-"+(this.isOpen?"closed":"open"))._addClass(this.button,"ui-selectmenu-button-"+(this.isOpen?"open":"closed"))._toggleClass(this.menuWrap,"ui-selectmenu-open",null,this.isOpen),this.menu.attr("aria-hidden",!this.isOpen)},_resizeButton:function(){var t=this.options.width;!1!==t?(null===t&&(t=this.element.show().outerWidth(),this.element.hide()),this.button.outerWidth(t)):this.button.css("width","")},_resizeMenu:function(){this.menu.outerWidth(Math.max(this.button.outerWidth(),this.menu.width("").outerWidth()+1))},_getCreateOptions:function(){var t=this._super();return t.disabled=this.element.prop("disabled"),t},_parseOptions:function(t){var i=this,s=[];t.each(function(t,e){e.hidden||s.push(i._parseOption(V(e),t))}),this.items=s},_parseOption:function(t,e){var i=t.parent("optgroup");return{element:t,index:e,value:t.val(),label:t.text(),optgroup:i.attr("label")||"",disabled:i.prop("disabled")||t.prop("disabled")}},_destroy:function(){this._unbindFormResetHandler(),this.menuWrap.remove(),this.button.remove(),this.element.show(),this.element.removeUniqueId(),this.labels.attr("for",this.ids.element)}}]),V.widget("ui.slider",V.ui.mouse,{version:"1.13.2",widgetEventPrefix:"slide",options:{animate:!1,classes:{"ui-slider":"ui-corner-all","ui-slider-handle":"ui-corner-all","ui-slider-range":"ui-corner-all ui-widget-header"},distance:0,max:100,min:0,orientation:"horizontal",range:!1,step:1,value:0,values:null,change:null,slide:null,start:null,stop:null},numPages:5,_create:function(){this._keySliding=!1,this._mouseSliding=!1,this._animateOff=!0,this._handleIndex=null,this._detectOrientation(),this._mouseInit(),this._calculateNewMax(),this._addClass("ui-slider ui-slider-"+this.orientation,"ui-widget ui-widget-content"),this._refresh(),this._animateOff=!1},_refresh:function(){this._createRange(),this._createHandles(),this._setupEvents(),this._refreshValue()},_createHandles:function(){var t,e=this.options,i=this.element.find(".ui-slider-handle"),s=[],n=e.values&&e.values.length||1;for(i.length>n&&(i.slice(n).remove(),i=i.slice(0,n)),t=i.length;t");this.handles=i.add(V(s.join("")).appendTo(this.element)),this._addClass(this.handles,"ui-slider-handle","ui-state-default"),this.handle=this.handles.eq(0),this.handles.each(function(t){V(this).data("ui-slider-handle-index",t).attr("tabIndex",0)})},_createRange:function(){var t=this.options;t.range?(!0===t.range&&(t.values?t.values.length&&2!==t.values.length?t.values=[t.values[0],t.values[0]]:Array.isArray(t.values)&&(t.values=t.values.slice(0)):t.values=[this._valueMin(),this._valueMin()]),this.range&&this.range.length?(this._removeClass(this.range,"ui-slider-range-min ui-slider-range-max"),this.range.css({left:"",bottom:""})):(this.range=V("").appendTo(this.element),this._addClass(this.range,"ui-slider-range")),"min"!==t.range&&"max"!==t.range||this._addClass(this.range,"ui-slider-range-"+t.range)):(this.range&&this.range.remove(),this.range=null)},_setupEvents:function(){this._off(this.handles),this._on(this.handles,this._handleEvents),this._hoverable(this.handles),this._focusable(this.handles)},_destroy:function(){this.handles.remove(),this.range&&this.range.remove(),this._mouseDestroy()},_mouseCapture:function(t){var i,s,n,o,e,a,r=this,l=this.options;return!l.disabled&&(this.elementSize={width:this.element.outerWidth(),height:this.element.outerHeight()},this.elementOffset=this.element.offset(),a={x:t.pageX,y:t.pageY},i=this._normValueFromMouse(a),s=this._valueMax()-this._valueMin()+1,this.handles.each(function(t){var e=Math.abs(i-r.values(t));(e=this._valueMax())return this._valueMax();var e=0=e&&(t+=0this.options.max&&(t-=i),this.max=parseFloat(t.toFixed(this._precision()))},_precision:function(){var t=this._precisionOf(this.options.step);return t=null!==this.options.min?Math.max(t,this._precisionOf(this.options.min)):t},_precisionOf:function(t){var e=t.toString(),t=e.indexOf(".");return-1===t?0:e.length-t-1},_valueMin:function(){return this.options.min},_valueMax:function(){return this.max},_refreshRange:function(t){"vertical"===t&&this.range.css({width:"",left:""}),"horizontal"===t&&this.range.css({height:"",bottom:""})},_refreshValue:function(){var e,i,t,s,n,o=this.options.range,a=this.options,r=this,l=!this._animateOff&&a.animate,h={};this._hasMultipleValues()?this.handles.each(function(t){i=(r.values(t)-r._valueMin())/(r._valueMax()-r._valueMin())*100,h["horizontal"===r.orientation?"left":"bottom"]=i+"%",V(this).stop(1,1)[l?"animate":"css"](h,a.animate),!0===r.options.range&&("horizontal"===r.orientation?(0===t&&r.range.stop(1,1)[l?"animate":"css"]({left:i+"%"},a.animate),1===t&&r.range[l?"animate":"css"]({width:i-e+"%"},{queue:!1,duration:a.animate})):(0===t&&r.range.stop(1,1)[l?"animate":"css"]({bottom:i+"%"},a.animate),1===t&&r.range[l?"animate":"css"]({height:i-e+"%"},{queue:!1,duration:a.animate}))),e=i}):(t=this.value(),s=this._valueMin(),n=this._valueMax(),i=n!==s?(t-s)/(n-s)*100:0,h["horizontal"===this.orientation?"left":"bottom"]=i+"%",this.handle.stop(1,1)[l?"animate":"css"](h,a.animate),"min"===o&&"horizontal"===this.orientation&&this.range.stop(1,1)[l?"animate":"css"]({width:i+"%"},a.animate),"max"===o&&"horizontal"===this.orientation&&this.range.stop(1,1)[l?"animate":"css"]({width:100-i+"%"},a.animate),"min"===o&&"vertical"===this.orientation&&this.range.stop(1,1)[l?"animate":"css"]({height:i+"%"},a.animate),"max"===o&&"vertical"===this.orientation&&this.range.stop(1,1)[l?"animate":"css"]({height:100-i+"%"},a.animate))},_handleEvents:{keydown:function(t){var e,i,s,n=V(t.target).data("ui-slider-handle-index");switch(t.keyCode){case V.ui.keyCode.HOME:case V.ui.keyCode.END:case V.ui.keyCode.PAGE_UP:case V.ui.keyCode.PAGE_DOWN:case V.ui.keyCode.UP:case V.ui.keyCode.RIGHT:case V.ui.keyCode.DOWN:case V.ui.keyCode.LEFT:if(t.preventDefault(),!this._keySliding&&(this._keySliding=!0,this._addClass(V(t.target),null,"ui-state-active"),!1===this._start(t,n)))return}switch(s=this.options.step,e=i=this._hasMultipleValues()?this.values(n):this.value(),t.keyCode){case V.ui.keyCode.HOME:i=this._valueMin();break;case V.ui.keyCode.END:i=this._valueMax();break;case V.ui.keyCode.PAGE_UP:i=this._trimAlignValue(e+(this._valueMax()-this._valueMin())/this.numPages);break;case V.ui.keyCode.PAGE_DOWN:i=this._trimAlignValue(e-(this._valueMax()-this._valueMin())/this.numPages);break;case V.ui.keyCode.UP:case V.ui.keyCode.RIGHT:if(e===this._valueMax())return;i=this._trimAlignValue(e+s);break;case V.ui.keyCode.DOWN:case V.ui.keyCode.LEFT:if(e===this._valueMin())return;i=this._trimAlignValue(e-s)}this._slide(t,n,i)},keyup:function(t){var e=V(t.target).data("ui-slider-handle-index");this._keySliding&&(this._keySliding=!1,this._stop(t,e),this._change(t,e),this._removeClass(V(t.target),null,"ui-state-active"))}}}),V.widget("ui.sortable",V.ui.mouse,{version:"1.13.2",widgetEventPrefix:"sort",ready:!1,options:{appendTo:"parent",axis:!1,connectWith:!1,containment:!1,cursor:"auto",cursorAt:!1,dropOnEmpty:!0,forcePlaceholderSize:!1,forceHelperSize:!1,grid:!1,handle:!1,helper:"original",items:"> *",opacity:!1,placeholder:!1,revert:!1,scroll:!0,scrollSensitivity:20,scrollSpeed:20,scope:"default",tolerance:"intersect",zIndex:1e3,activate:null,beforeStop:null,change:null,deactivate:null,out:null,over:null,receive:null,remove:null,sort:null,start:null,stop:null,update:null},_isOverAxis:function(t,e,i){return e<=t&&t*{ cursor: "+o.cursor+" !important; }").appendTo(n)),o.zIndex&&(this.helper.css("zIndex")&&(this._storedZIndex=this.helper.css("zIndex")),this.helper.css("zIndex",o.zIndex)),o.opacity&&(this.helper.css("opacity")&&(this._storedOpacity=this.helper.css("opacity")),this.helper.css("opacity",o.opacity)),this.scrollParent[0]!==this.document[0]&&"HTML"!==this.scrollParent[0].tagName&&(this.overflowOffset=this.scrollParent.offset()),this._trigger("start",t,this._uiHash()),this._preserveHelperProportions||this._cacheHelperProportions(),!i)for(s=this.containers.length-1;0<=s;s--)this.containers[s]._trigger("activate",t,this._uiHash(this));return V.ui.ddmanager&&(V.ui.ddmanager.current=this),V.ui.ddmanager&&!o.dropBehaviour&&V.ui.ddmanager.prepareOffsets(this,t),this.dragging=!0,this._addClass(this.helper,"ui-sortable-helper"),this.helper.parent().is(this.appendTo)||(this.helper.detach().appendTo(this.appendTo),this.offset.parent=this._getParentOffset()),this.position=this.originalPosition=this._generatePosition(t),this.originalPageX=t.pageX,this.originalPageY=t.pageY,this.lastPositionAbs=this.positionAbs=this._convertPositionTo("absolute"),this._mouseDrag(t),!0},_scroll:function(t){var e=this.options,i=!1;return this.scrollParent[0]!==this.document[0]&&"HTML"!==this.scrollParent[0].tagName?(this.overflowOffset.top+this.scrollParent[0].offsetHeight-t.pageYt[this.floating?"width":"height"]?h&&c:o",i.document[0]);return i._addClass(t,"ui-sortable-placeholder",s||i.currentItem[0].className)._removeClass(t,"ui-sortable-helper"),"tbody"===n?i._createTrPlaceholder(i.currentItem.find("tr").eq(0),V("",i.document[0]).appendTo(t)):"tr"===n?i._createTrPlaceholder(i.currentItem,t):"img"===n&&t.attr("src",i.currentItem.attr("src")),s||t.css("visibility","hidden"),t},update:function(t,e){s&&!o.forcePlaceholderSize||(e.height()&&(!o.forcePlaceholderSize||"tbody"!==n&&"tr"!==n)||e.height(i.currentItem.innerHeight()-parseInt(i.currentItem.css("paddingTop")||0,10)-parseInt(i.currentItem.css("paddingBottom")||0,10)),e.width()||e.width(i.currentItem.innerWidth()-parseInt(i.currentItem.css("paddingLeft")||0,10)-parseInt(i.currentItem.css("paddingRight")||0,10)))}}),i.placeholder=V(o.placeholder.element.call(i.element,i.currentItem)),i.currentItem.after(i.placeholder),o.placeholder.update(i,i.placeholder)},_createTrPlaceholder:function(t,e){var i=this;t.children().each(function(){V(" ",i.document[0]).attr("colspan",V(this).attr("colspan")||1).appendTo(e)})},_contactContainers:function(t){for(var e,i,s,n,o,a,r,l,h,c=null,u=null,d=this.containers.length-1;0<=d;d--)V.contains(this.currentItem[0],this.containers[d].element[0])||(this._intersectsWith(this.containers[d].containerCache)?c&&V.contains(this.containers[d].element[0],c.element[0])||(c=this.containers[d],u=d):this.containers[d].containerCache.over&&(this.containers[d]._trigger("out",t,this._uiHash(this)),this.containers[d].containerCache.over=0));if(c)if(1===this.containers.length)this.containers[u].containerCache.over||(this.containers[u]._trigger("over",t,this._uiHash(this)),this.containers[u].containerCache.over=1);else{for(i=1e4,s=null,n=(l=c.floating||this._isFloating(this.currentItem))?"left":"top",o=l?"width":"height",h=l?"pageX":"pageY",e=this.items.length-1;0<=e;e--)V.contains(this.containers[u].element[0],this.items[e].item[0])&&this.items[e].item[0]!==this.currentItem[0]&&(a=this.items[e].item.offset()[n],r=!1,t[h]-a>this.items[e][o]/2&&(r=!0),Math.abs(t[h]-a)this.containment[2]&&(i=this.containment[2]+this.offset.click.left),t.pageY-this.offset.click.top>this.containment[3]&&(s=this.containment[3]+this.offset.click.top)),e.grid&&(t=this.originalPageY+Math.round((s-this.originalPageY)/e.grid[1])*e.grid[1],s=!this.containment||t-this.offset.click.top>=this.containment[1]&&t-this.offset.click.top<=this.containment[3]?t:t-this.offset.click.top>=this.containment[1]?t-e.grid[1]:t+e.grid[1],t=this.originalPageX+Math.round((i-this.originalPageX)/e.grid[0])*e.grid[0],i=!this.containment||t-this.offset.click.left>=this.containment[0]&&t-this.offset.click.left<=this.containment[2]?t:t-this.offset.click.left>=this.containment[0]?t-e.grid[0]:t+e.grid[0])),{top:s-this.offset.click.top-this.offset.relative.top-this.offset.parent.top+("fixed"===this.cssPosition?-this.scrollParent.scrollTop():o?0:n.scrollTop()),left:i-this.offset.click.left-this.offset.relative.left-this.offset.parent.left+("fixed"===this.cssPosition?-this.scrollParent.scrollLeft():o?0:n.scrollLeft())}},_rearrange:function(t,e,i,s){i?i[0].appendChild(this.placeholder[0]):e.item[0].parentNode.insertBefore(this.placeholder[0],"down"===this.direction?e.item[0]:e.item[0].nextSibling),this.counter=this.counter?++this.counter:1;var n=this.counter;this._delay(function(){n===this.counter&&this.refreshPositions(!s)})},_clear:function(t,e){this.reverting=!1;var i,s=[];if(!this._noFinalSort&&this.currentItem.parent().length&&this.placeholder.before(this.currentItem),this._noFinalSort=null,this.helper[0]===this.currentItem[0]){for(i in this._storedCSS)"auto"!==this._storedCSS[i]&&"static"!==this._storedCSS[i]||(this._storedCSS[i]="");this.currentItem.css(this._storedCSS),this._removeClass(this.currentItem,"ui-sortable-helper")}else this.currentItem.show();function n(e,i,s){return function(t){s._trigger(e,t,i._uiHash(i))}}for(this.fromOutside&&!e&&s.push(function(t){this._trigger("receive",t,this._uiHash(this.fromOutside))}),!this.fromOutside&&this.domPosition.prev===this.currentItem.prev().not(".ui-sortable-helper")[0]&&this.domPosition.parent===this.currentItem.parent()[0]||e||s.push(function(t){this._trigger("update",t,this._uiHash())}),this!==this.currentContainer&&(e||(s.push(function(t){this._trigger("remove",t,this._uiHash())}),s.push(function(e){return function(t){e._trigger("receive",t,this._uiHash(this))}}.call(this,this.currentContainer)),s.push(function(e){return function(t){e._trigger("update",t,this._uiHash(this))}}.call(this,this.currentContainer)))),i=this.containers.length-1;0<=i;i--)e||s.push(n("deactivate",this,this.containers[i])),this.containers[i].containerCache.over&&(s.push(n("out",this,this.containers[i])),this.containers[i].containerCache.over=0);if(this.storedCursor&&(this.document.find("body").css("cursor",this.storedCursor),this.storedStylesheet.remove()),this._storedOpacity&&this.helper.css("opacity",this._storedOpacity),this._storedZIndex&&this.helper.css("zIndex","auto"===this._storedZIndex?"":this._storedZIndex),this.dragging=!1,e||this._trigger("beforeStop",t,this._uiHash()),this.placeholder[0].parentNode.removeChild(this.placeholder[0]),this.cancelHelperRemoval||(this.helper[0]!==this.currentItem[0]&&this.helper.remove(),this.helper=null),!e){for(i=0;i",widgetEventPrefix:"spin",options:{classes:{"ui-spinner":"ui-corner-all","ui-spinner-down":"ui-corner-br","ui-spinner-up":"ui-corner-tr"},culture:null,icons:{down:"ui-icon-triangle-1-s",up:"ui-icon-triangle-1-n"},incremental:!0,max:null,min:null,numberFormat:null,page:10,step:1,change:null,spin:null,start:null,stop:null},_create:function(){this._setOption("max",this.options.max),this._setOption("min",this.options.min),this._setOption("step",this.options.step),""!==this.value()&&this._value(this.element.val(),!0),this._draw(),this._on(this._events),this._refresh(),this._on(this.window,{beforeunload:function(){this.element.removeAttr("autocomplete")}})},_getCreateOptions:function(){var s=this._super(),n=this.element;return V.each(["min","max","step"],function(t,e){var i=n.attr(e);null!=i&&i.length&&(s[e]=i)}),s},_events:{keydown:function(t){this._start(t)&&this._keydown(t)&&t.preventDefault()},keyup:"_stop",focus:function(){this.previous=this.element.val()},blur:function(t){this.cancelBlur?delete this.cancelBlur:(this._stop(),this._refresh(),this.previous!==this.element.val()&&this._trigger("change",t))},mousewheel:function(t,e){var i=V.ui.safeActiveElement(this.document[0]);if(this.element[0]===i&&e){if(!this.spinning&&!this._start(t))return!1;this._spin((0").parent().append("")},_draw:function(){this._enhance(),this._addClass(this.uiSpinner,"ui-spinner","ui-widget ui-widget-content"),this._addClass("ui-spinner-input"),this.element.attr("role","spinbutton"),this.buttons=this.uiSpinner.children("a").attr("tabIndex",-1).attr("aria-hidden",!0).button({classes:{"ui-button":""}}),this._removeClass(this.buttons,"ui-corner-all"),this._addClass(this.buttons.first(),"ui-spinner-button ui-spinner-up"),this._addClass(this.buttons.last(),"ui-spinner-button ui-spinner-down"),this.buttons.first().button({icon:this.options.icons.up,showLabel:!1}),this.buttons.last().button({icon:this.options.icons.down,showLabel:!1}),this.buttons.height()>Math.ceil(.5*this.uiSpinner.height())&&0e.max?e.max:null!==e.min&&t"},_buttonHtml:function(){return""}});var ct;V.ui.spinner;V.widget("ui.tabs",{version:"1.13.2",delay:300,options:{active:null,classes:{"ui-tabs":"ui-corner-all","ui-tabs-nav":"ui-corner-all","ui-tabs-panel":"ui-corner-bottom","ui-tabs-tab":"ui-corner-top"},collapsible:!1,event:"click",heightStyle:"content",hide:null,show:null,activate:null,beforeActivate:null,beforeLoad:null,load:null},_isLocal:(ct=/#.*$/,function(t){var e=t.href.replace(ct,""),i=location.href.replace(ct,"");try{e=decodeURIComponent(e)}catch(t){}try{i=decodeURIComponent(i)}catch(t){}return 1?@\[\]\^`{|}~]/g,"\\$&"):""},refresh:function(){var t=this.options,e=this.tablist.children(":has(a[href])");t.disabled=V.map(e.filter(".ui-state-disabled"),function(t){return 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l=this,t=this.tabs,e=this.anchors,i=this.panels;this.tablist=this._getList().attr("role","tablist"),this._addClass(this.tablist,"ui-tabs-nav","ui-helper-reset ui-helper-clearfix ui-widget-header"),this.tablist.on("mousedown"+this.eventNamespace,"> li",function(t){V(this).is(".ui-state-disabled")&&t.preventDefault()}).on("focus"+this.eventNamespace,".ui-tabs-anchor",function(){V(this).closest("li").is(".ui-state-disabled")&&this.blur()}),this.tabs=this.tablist.find("> li:has(a[href])").attr({role:"tab",tabIndex:-1}),this._addClass(this.tabs,"ui-tabs-tab","ui-state-default"),this.anchors=this.tabs.map(function(){return V("a",this)[0]}).attr({tabIndex:-1}),this._addClass(this.anchors,"ui-tabs-anchor"),this.panels=V(),this.anchors.each(function(t,e){var i,s,n,o=V(e).uniqueId().attr("id"),a=V(e).closest("li"),r=a.attr("aria-controls");l._isLocal(e)?(n=(i=e.hash).substring(1),s=l.element.find(l._sanitizeSelector(i))):(n=a.attr("aria-controls")||V({}).uniqueId()[0].id,(s=l.element.find(i="#"+n)).length||(s=l._createPanel(n)).insertAfter(l.panels[t-1]||l.tablist),s.attr("aria-live","polite")),s.length&&(l.panels=l.panels.add(s)),r&&a.data("ui-tabs-aria-controls",r),a.attr({"aria-controls":n,"aria-labelledby":o}),s.attr("aria-labelledby",o)}),this.panels.attr("role","tabpanel"),this._addClass(this.panels,"ui-tabs-panel","ui-widget-content"),t&&(this._off(t.not(this.tabs)),this._off(e.not(this.anchors)),this._off(i.not(this.panels)))},_getList:function(){return this.tablist||this.element.find("ol, ul").eq(0)},_createPanel:function(t){return V("").attr("id",t).data("ui-tabs-destroy",!0)},_setOptionDisabled:function(t){var e,i;for(Array.isArray(t)&&(t.length?t.length===this.anchors.length&&(t=!0):t=!1),i=0;e=this.tabs[i];i++)e=V(e),!0===t||-1!==V.inArray(i,t)?(e.attr("aria-disabled","true"),this._addClass(e,null,"ui-state-disabled")):(e.removeAttr("aria-disabled"),this._removeClass(e,null,"ui-state-disabled"));this.options.disabled=t,this._toggleClass(this.widget(),this.widgetFullName+"-disabled",null,!0===t)},_setupEvents:function(t){var i={};t&&V.each(t.split(" "),function(t,e){i[e]="_eventHandler"}),this._off(this.anchors.add(this.tabs).add(this.panels)),this._on(!0,this.anchors,{click:function(t){t.preventDefault()}}),this._on(this.anchors,i),this._on(this.tabs,{keydown:"_tabKeydown"}),this._on(this.panels,{keydown:"_panelKeydown"}),this._focusable(this.tabs),this._hoverable(this.tabs)},_setupHeightStyle:function(t){var i,e=this.element.parent();"fill"===t?(i=e.height(),i-=this.element.outerHeight()-this.element.height(),this.element.siblings(":visible").each(function(){var t=V(this),e=t.css("position");"absolute"!==e&&"fixed"!==e&&(i-=t.outerHeight(!0))}),this.element.children().not(this.panels).each(function(){i-=V(this).outerHeight(!0)}),this.panels.each(function(){V(this).height(Math.max(0,i-V(this).innerHeight()+V(this).height()))}).css("overflow","auto")):"auto"===t&&(i=0,this.panels.each(function(){i=Math.max(i,V(this).height("").height())}).height(i))},_eventHandler:function(t){var e=this.options,i=this.active,s=V(t.currentTarget).closest("li"),n=s[0]===i[0],o=n&&e.collapsible,a=o?V():this._getPanelForTab(s),r=i.length?this._getPanelForTab(i):V(),i={oldTab:i,oldPanel:r,newTab:o?V():s,newPanel:a};t.preventDefault(),s.hasClass("ui-state-disabled")||s.hasClass("ui-tabs-loading")||this.running||n&&!e.collapsible||!1===this._trigger("beforeActivate",t,i)||(e.active=!o&&this.tabs.index(s),this.active=n?V():s,this.xhr&&this.xhr.abort(),r.length||a.length||V.error("jQuery UI Tabs: Mismatching fragment 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t=this._findActive(t);t[0]!==this.active[0]&&(t=(t=!t.length?this.active:t).find(".ui-tabs-anchor")[0],this._eventHandler({target:t,currentTarget:t,preventDefault:V.noop}))},_findActive:function(t){return!1===t?V():this.tabs.eq(t)},_getIndex:function(t){return t="string"==typeof t?this.anchors.index(this.anchors.filter("[href$='"+V.escapeSelector(t)+"']")):t},_destroy:function(){this.xhr&&this.xhr.abort(),this.tablist.removeAttr("role").off(this.eventNamespace),this.anchors.removeAttr("role tabIndex").removeUniqueId(),this.tabs.add(this.panels).each(function(){V.data(this,"ui-tabs-destroy")?V(this).remove():V(this).removeAttr("role tabIndex aria-live aria-busy aria-selected aria-labelledby aria-hidden aria-expanded")}),this.tabs.each(function(){var t=V(this),e=t.data("ui-tabs-aria-controls");e?t.attr("aria-controls",e).removeData("ui-tabs-aria-controls"):t.removeAttr("aria-controls")}),this.panels.show(),"content"!==this.options.heightStyle&&this.panels.css("height","")},enable:function(i){var t=this.options.disabled;!1!==t&&(t=void 0!==i&&(i=this._getIndex(i),Array.isArray(t)?V.map(t,function(t){return t!==i?t:null}):V.map(this.tabs,function(t,e){return e!==i?e:null})),this._setOptionDisabled(t))},disable:function(t){var e=this.options.disabled;if(!0!==e){if(void 0===t)e=!0;else{if(t=this._getIndex(t),-1!==V.inArray(t,e))return;e=Array.isArray(e)?V.merge([t],e).sort():[t]}this._setOptionDisabled(e)}},load:function(t,s){t=this._getIndex(t);function n(t,e){"abort"===e&&o.panels.stop(!1,!0),o._removeClass(i,"ui-tabs-loading"),a.removeAttr("aria-busy"),t===o.xhr&&delete o.xhr}var o=this,i=this.tabs.eq(t),t=i.find(".ui-tabs-anchor"),a=this._getPanelForTab(i),r={tab:i,panel:a};this._isLocal(t[0])||(this.xhr=V.ajax(this._ajaxSettings(t,s,r)),this.xhr&&"canceled"!==this.xhr.statusText&&(this._addClass(i,"ui-tabs-loading"),a.attr("aria-busy","true"),this.xhr.done(function(t,e,i){setTimeout(function(){a.html(t),o._trigger("load",s,r),n(i,e)},1)}).fail(function(t,e){setTimeout(function(){n(t,e)},1)})))},_ajaxSettings:function(t,i,s){var n=this;return{url:t.attr("href").replace(/#.*$/,""),beforeSend:function(t,e){return n._trigger("beforeLoad",i,V.extend({jqXHR:t,ajaxSettings:e},s))}}},_getPanelForTab:function(t){t=V(t).attr("aria-controls");return this.element.find(this._sanitizeSelector("#"+t))}}),!1!==V.uiBackCompat&&V.widget("ui.tabs",V.ui.tabs,{_processTabs:function(){this._superApply(arguments),this._addClass(this.tabs,"ui-tab")}});V.ui.tabs;V.widget("ui.tooltip",{version:"1.13.2",options:{classes:{"ui-tooltip":"ui-corner-all ui-widget-shadow"},content:function(){var t=V(this).attr("title");return V("").text(t).html()},hide:!0,items:"[title]:not([disabled])",position:{my:"left top+15",at:"left bottom",collision:"flipfit flip"},show:!0,track:!1,close:null,open:null},_addDescribedBy:function(t,e){var i=(t.attr("aria-describedby")||"").split(/\s+/);i.push(e),t.data("ui-tooltip-id",e).attr("aria-describedby",String.prototype.trim.call(i.join(" ")))},_removeDescribedBy:function(t){var e=t.data("ui-tooltip-id"),i=(t.attr("aria-describedby")||"").split(/\s+/),e=V.inArray(e,i);-1!==e&&i.splice(e,1),t.removeData("ui-tooltip-id"),(i=String.prototype.trim.call(i.join(" ")))?t.attr("aria-describedby",i):t.removeAttr("aria-describedby")},_create:function(){this._on({mouseover:"open",focusin:"open"}),this.tooltips={},this.parents={},this.liveRegion=V("").attr({role:"log","aria-live":"assertive","aria-relevant":"additions"}).appendTo(this.document[0].body),this._addClass(this.liveRegion,null,"ui-helper-hidden-accessible"),this.disabledTitles=V([])},_setOption:function(t,e){var i=this;this._super(t,e),"content"===t&&V.each(this.tooltips,function(t,e){i._updateContent(e.element)})},_setOptionDisabled:function(t){this[t?"_disable":"_enable"]()},_disable:function(){var s=this;V.each(this.tooltips,function(t,e){var i=V.Event("blur");i.target=i.currentTarget=e.element[0],s.close(i,!0)}),this.disabledTitles=this.disabledTitles.add(this.element.find(this.options.items).addBack().filter(function(){var t=V(this);if(t.is("[title]"))return t.data("ui-tooltip-title",t.attr("title")).removeAttr("title")}))},_enable:function(){this.disabledTitles.each(function(){var 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i=V.Event("blur"),e=e.element;i.target=i.currentTarget=e[0],s.close(i,!0),V("#"+t).remove(),e.data("ui-tooltip-title")&&(e.attr("title")||e.attr("title",e.data("ui-tooltip-title")),e.removeData("ui-tooltip-title"))}),this.liveRegion.remove()}}),!1!==V.uiBackCompat&&V.widget("ui.tooltip",V.ui.tooltip,{options:{tooltipClass:null},_tooltip:function(){var t=this._superApply(arguments);return this.options.tooltipClass&&t.tooltip.addClass(this.options.tooltipClass),t}});V.ui.tooltip}); .tocify-subheader .tocify-subheader { .tocify-subheader .tocify-subheader .tocify-subheader { .tocify-subheader .tocify-subheader .tocify-subheader .tocify-subheader { > a, .tocify .nav-list .nav-header { a, .tocify .list-group-item { Tocify - v1.9.1 - 2013-10-22 ko.com/jquery.tocify.js/ (c) 2013 Greg Franko; Licensed MIT */ Function Expression (IIFE) [Ben Alman Blog Post](http://benalman.com/news/2010/11/immediately-invoked-function-expression/) that calls another IIFE that contains all of the plugin logic.  I used this pattern so that anyone viewing this code would not have to scroll to the bottom of the page to view the local parameters that were passed to the main IIFE. 5 Strict Mode: [John Resig Blog Post](http://ejohn.org/blog/ecmascript-5-strict-mode-json-and-more/) the second IIFE and locally passes in the global jQuery, window, and document objects window, document); passes in `jQuery`, the `window` object, the `document` object, and an `undefined` variable.  The `jQuery`, `window` and `document` objects are passed in locally, to improve performance, since javascript first searches for a variable match within the local variables set before searching the global variables set.  All of the global variables are also passed in locally to be minifier friendly. `undefined` can be passed in locally, because it is not a reserved word in JavaScript. window, document, undefined) { 5 Strict Mode: [John Resig Blog Post](http://ejohn.org/blog/ecmascript-5-strict-mode-json-and-more/) = "tocify-focus", = "tocify-hover", = "." + hideTocClassName, = "tocify-header", = "." + headerClassName, = "tocify-subheader", = "." + subheaderClassName, = "tocify-extend-page", = "." + extendPageClassName; the jQueryUI Widget Factory Method options will be used as defaults Accepts String: Any jQuery selector container element that holds all of the elements used to generate the table of contents Accepts String: Any jQuery selector selector to any element that would be matched by selectors that you wish to be ignored Accepts an Array of Strings: Any jQuery selectors element's used to generate the table of contents.  The order is very important since it will determine the table of content's nesting structure Accepts a boolean: true or false to determine if elements should be shown and hidden Accepts String: "none", "fadeIn", "show", or "slideDown" to display any of the table of contents nested items Accepts Number (milliseconds) or String: "slow", "medium", or "fast" time duration of the show animation Accepts String: "none", "fadeOut", "hide", or "slideUp" to hide any of the table of contents nested items Accepts Number (milliseconds) or String: "slow", "medium", or "fast" time duration of the hide animation Accepts a boolean: true or false if a jQuery animation should be used to scroll to specific table of contents items on the page Accepts Number (milliseconds) or String: "slow", "medium", or "fast" time duration of the smoothScroll animation Accepts Number (pixels) amount of space between the top of page and the selected table of contents item after the page has been scrolled Accepts a boolean: true or false if table of contents nested items should be shown and hidden while scrolling Accepts a boolean: true or false if table of contents nested items should be highlighted (set to a different color) while scrolling Accepts a number offset distance in pixels to trigger the next active table of contents item Accepts a string: "bootstrap", "jqueryui", or "none" if Twitter Bootstrap, jQueryUI, or Tocify classes should be added to the table of contents Accepts a boolean: true or false a user scrolls to the bottom of the page and the page is not tall enough to scroll to the last table of contents item, then the page height is increased Accepts a number: pixels close to the bottom of the page a user must scroll before the page is extended Accepts a boolean: true or false a hash to the page url to maintain history Accepts a boolean: true or false a hash to the page url, to maintain history, when scrolling to a TOC item How the hash value (the anchor segment of the URL, following the character) will be generated. (default) - #CompressesEverythingTogether - #looks-like-a-nice-url-and-is-easily-readable element){} - Your own hash generation function that accepts the text as an and returns the hash value. Accepts a boolean: true or false the first TOC item as active if no other TOC item is active. Constructs the plugin.  Only called once. array that keeps track of all TOC items (Helps to recognize if there are duplicate TOC item strings) the HTML for the dynamic table of contents CSS classes to the newly generated table of contents HTML if (prop.toLowerCase().indexOf("webkit") !== -1) { jQuery event handlers to the newly generated table of contents to the Window load event to make sure the correct scrollTop is calculated function() { Once all animations on the page are complete, this callback function will be called body").promise().done(function() { self.extendPageScroll = false; Generates the HTML for the dynamic table of contents the plugin context in the self variable All of the HTML tags found within the context provided (i.e. body) that match the top level jQuery selector above Instantiated variable that will store the top level newly created unordered list DOM element = self.options.ignoreSelector; the element to start the toc with all the top level selectors = this.options.selectors.replace(/ /g, "").split(","); the first set that have at least one non-ignored element i = 0; i < selectors.length; i++) { foundSelectors = $(this.options.context).find(selectors[i]); (var s = 0; s < foundSelectors.length; s++) { (!$(foundSelectors[s]).is(ignoreSelector)) { firstElem = foundSelectors; .addClass(hideTocClassName); ddClass(tocClassName); through each top level selector (function(index) { the element matches the ignoreSelector then we skip it ($(this).is(ignoreSelector)) { Creates an unordered list HTML element and adds a dynamic ID and standard class name headerClassName + index, Appends a top level list item HTML element to the previously created HTML header _nestElements($(this), index)); Add the created unordered list element to the HTML element calling the plugin Finds all of the HTML tags between the header and subheader elements Until(this.nodeName.toLowerCase()).each(function() { If there are no nested subheader elemements ($(this).find(self.options.selectors).length === 0) { // Loops through all of the subheader elements $(this).filter(self.options.selectors).each(function() { //If the element matches the ignoreSelector then we skip it if ($(this).is(ignoreSelector)) { self._appendSubheaders.call(this, self, ul); If there are nested subheader elements // Loops through all of the subheader elements $(this).find(self.options.selectors).each(function() { //If the element matches the ignoreSelector then we skip it if ($(this).is(ignoreSelector)) { self._appendSubheaders.call(this, self, ul); function(pageload) { = window.location.hash.substring(1), = self.element.find('li[data-unique="' + hash + '"]'); Removes highlighting from all of the list item's + self.focusClass).removeClass(self.focusClass); Highlights the current list item that was clicked s(self.focusClass); Triggers the click event on the currently focused TOC item Removes highlighting from all of the list item's + self.focusClass).removeClass(self.focusClass); (!hash.length && pageload && self.options.highlightDefault) { Highlights the first TOC item if no other items are highlighted nt.find(itemClass).first().addClass(self.focusClass); Helps create the table of contents list by appending nested list items function(self, index) { $.grep(this.items, function(item) { there is already a duplicate TOC item Adds the current TOC item text and index (for slight randomization) to the internal array ush(self.text() + index); there not a duplicate TOC item Adds the current TOC item text to the internal array = this._generateHashValue(arr, self, index); a list item HTML element to the last unordered list HTML element found within the HTML element calling the plugin Sets a common class name to the list item !== "bootstrap3") { an HTML anchor tag before the currently traversed HTML element Sets a name attribute on the anchor tag to the text of the currently traversed HTML element (also making sure that all whitespace is replaced with an underscore) Generates the hash value that will be used to refer to each item. function(arr, self, index) { = this.options.hashGenerator; === "pretty") { = self.text().toLowerCase().replace(/\s/g, "-"); (hashValue.indexOf("--") > -1) { = hashValue.replace(/--/g, "-"); (hashValue.indexOf(":-") > -1) { = hashValue.replace(/:-/g, "-"); if (typeof hashGeneratorOption === "function") { = hashGeneratorOption(self.text(), self); = self.text().replace(/\s/g, ""); Helps create the table of contents list by appending subheader elements function(self, ul) { = $(this).index(self.options.selectors), Finds the previous header DOM element = $(self.options.selectors).eq(index - 1), = +$(this).prop("tagName").charAt(1), = +previousHeader.prop("tagName").charAt(1), the current header DOM element is smaller than the previous header DOM element or the first subheader < previousTagName) { Selects the last unordered list HTML found within the HTML element calling the plugin .find(subheaderClass + "[data-tag=" + currentTagName + "]").last().append(self._nestElements($(this), index)); the current header DOM element is the same type of header(eg. h4) as the previous header DOM element if (currentTagName === previousTagName) { Class).last().after(self._nestElements($(this), index)); Selects the last unordered list HTML found within the HTML element calling the plugin Appends an unorderedList HTML element to the dynamic `unorderedList` variable and sets a common class name subheaderClassName, Appends a list item HTML element to the last unordered list HTML element found within the HTML element calling the plugin _nestElements($(this), index)); Adds jQuery event handlers to the newly generated table of contents the plugin context in the self variable Instantiates a new variable that will be used to hold a specific element's context Instantiates a new variable that will be used to determine the smoothScroll animation time duration delegation that looks for any clicks on list item elements inside of the HTML element calling the plugin n("click.tocify", "li", function(event) { = $(this).attr("data-unique"); Removes highlighting from all of the list item's + self.focusClass).removeClass(self.focusClass); Highlights the current list item that was clicked lass(self.focusClass); If the showAndHide option is true (self.options.showAndHide) { elem = $('li[data-unique="' + $(this).attr("data-unique") + '"]'); and Mouseleave event handlers for the list item's within the HTML element calling the plugin function() { Adds a hover CSS class to the current list item dClass(self.hoverClass); Makes sure the cursor is set to the pointer icon "pointer"); function() { (self.options.theme !== "bootstrap") { // Removes the hover CSS class from the current list item $(this).removeClass(self.hoverClass); attach handler if needed (expensive in IE) || self.options.highlightOnScroll || self.options.scrollHistory || self.options.showAndHideOnScroll) { Window scroll event handler ("scroll.tocify", function() { Once all animations on the page are complete, this callback function will be called body").promise().done(function() { // Stores how far the user has scrolled var winScrollTop = $(window).scrollTop(), // Stores the height of the window winHeight = $(window).height(), // Stores the height of the document docHeight = $(document).height(), scrollHeight = $("body")[0].scrollHeight, // Instantiates a variable that will be used to hold a selected HTML element if (self.options.extendPage) { // If the user has scrolled to the bottom of the page and the last toc item is not focused if ((self.webkit && winScrollTop >= scrollHeight - winHeight - self.options.extendPageOffset) || (!self.webkit && winHeight + winScrollTop > docHeight - self.options.extendPageOffset)) { if (!$(extendPageClass).length) { lastElem = $('div[data-unique="' + $(itemClass).last().attr("data-unique") + '"]'); if (!lastElem.length) return; // Gets the top offset of the page header that is linked to the last toc item lastElemOffset = lastElem.offset().top; // Appends a div to the bottom of the page and sets the height to the difference of the window scrollTop and the last element's position top offset $(self.options.context).append($("", { "class": extendPageClassName, "height": Math.abs(lastElemOffset - winScrollTop) + "px", "data-unique": extendPageClassName if (self.extendPageScroll) { currentElem = self.element.find('li.' + self.focusClass); self._scrollTo($('div[data-unique="' + currentElem.attr("data-unique") + '"]')); // The zero timeout ensures the following code is run after the scroll events // Stores the distance to the closest anchor var closestAnchorDistance = null, // Stores the index of the closest anchor closestAnchorIdx = null, // Keeps a reference to all anchors anchors = $(self.options.context).find("div[data-unique]"), // Determines the index of the closest anchor anchors.each(function(idx) { var distance = Math.abs(($(this).next().length ? $(this).next() : $(this)).offset().top - winScrollTop - self.options.highlightOffset); if (closestAnchorDistance == null || distance < closestAnchorDistance) { closestAnchorDistance = distance; closestAnchorIdx = idx; anchorText = $(anchors[closestAnchorIdx]).attr("data-unique"); // Stores the list item HTML element that corresponds to the currently traversed anchor tag elem = $('li[data-unique="' + anchorText + '"]'); // If the `highlightOnScroll` option is true and a next element is found if (self.options.highlightOnScroll && elem.length) { // Removes highlighting from all of the list item's self.element.find("." + self.focusClass).removeClass(self.focusClass); // Highlights the corresponding list item elem.addClass(self.focusClass); if (self.options.scrollHistory) { if (window.location.hash !== "#" + anchorText) { window.location.replace("#" + anchorText); // If the `showAndHideOnScroll` option is true if (self.options.showAndHideOnScroll && self.options.showAndHide) { self._triggerShow(elem, true); Opens the current sub-header the plugin context in the `self` variable the sub-header is not already visible If the current element does not have any nested subheaders, is not a header, and its parent is not visible (!elem.find(subheaderClass).length && !elem.parent().is(headerClass) && !elem.parent().is(":visible")) { Sets the current element to all of the subheaders within the current header = elem.parents(subheaderClass).add(elem); If the current element does not have any nested subheaders and is not a header if (!elem.children(subheaderClass).length && !elem.parent().is(headerClass)) { Sets the current element to the closest subheader = elem.closest(subheaderClass); what jQuery effect to use (self.options.showEffect) { //Uses the jQuery `show` special effect elem.show(self.options.showEffectSpeed); //Uses the jQuery `slideDown` special effect elem.slideDown(self.options.showEffectSpeed); //Uses the jQuery `fadeIn` special effect elem.fadeIn(self.options.showEffectSpeed); //If none of the above options were passed, then a `jQueryUI show effect` is expected the current subheader parent element is a header t().is(headerClass)) { Hides all non-active sub-headers subheaderClass).not(elem)); the current subheader parent element is not a header Hides all non-active sub-headers subheaderClass).not(elem.closest(headerClass).find(subheaderClass).not(elem.siblings()))); Closes the current sub-header the plugin context in the `self` variable what jQuery effect to use (self.options.hideEffect) { Uses the jQuery `hide` special effect self.options.hideEffectSpeed); Uses the jQuery `slideUp` special effect Up(self.options.hideEffectSpeed); Uses the jQuery `fadeOut` special effect ut(self.options.hideEffectSpeed); If none of the above options were passed, then a `jqueryUI hide effect` is expected Determines what elements get shown on scroll and click function(elem, scroll) { the current element's parent is a header element or the next element is a nested subheader element t().is(headerClass) || elem.next().is(subheaderClass)) { Shows the next sub-header element em.next(subheaderClass), scroll); the current element's parent is a subheader element if (elem.parent().is(subheaderClass)) { Shows the parent sub-header element scroll); Adds CSS classes to the newly generated table of contents HTML the user wants a jqueryUI theme === "jqueryui") { = "ui-state-default"; = "ui-state-hover"; the default styling to the dropdown list .addClass("ui-widget").find(".toc-title").addClass("ui-widget-header").end().find("li").addClass("ui-widget-content"); the user wants a twitterBootstrap theme if (this.options.theme === "bootstrap") { .find(headerClass + "," + subheaderClass).addClass("nav nav-list"); the user wants a twitterBootstrap theme if (this.options.theme === "bootstrap3") { .find(headerClass + "," + subheaderClass).addClass("list-group"); .find(itemClass).addClass("list-group-item"); a user does not want a prebuilt theme Adds more neutral classes (instead of jqueryui) = tocFocusClassName; = tocHoverClassName; Sets a single Tocify option after the plugin is invoked the jQueryUI Widget Factory setOption method type._setOption.apply(this, arguments); Sets a single or multiple Tocify options after the plugin is invoked the jQueryUI Widget Factory setOptions method type._setOptions.apply(this, arguments); Scrolls to a specific element = self.options.smoothScroll || 0, = self.options.scrollTo, = $('div[data-unique="' + elem.attr("data-unique") + '"]'); all animations on the page are complete, this callback function will be called body").promise().done(function() { Animates the html and body element scrolltops Sets the jQuery `scrollTop` to the top offset of the HTML div tag that matches the current list item's `data-unique` tag currentDiv.offset().top - ($.isFunction(scrollTo) ? scrollTo.call() : scrollTo) + "px" Sets the smoothScroll animation time duration to the smoothScrollSpeed option Ruben Arslan to activate parent tabs too ter.com/2014/03/persisting-the-tab-state-in-bootstrap/ = function() { tab corresponding with the hash in the URL, or the first tab = function() { = hash ? 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1.2 What are the summary statistics of salary?

mean(df$annual_salary_usd)

## [1] 195349.6

median(df$annual_salary_usd)

## [1] 180000

min(df$annual_salary_usd)

## [1] 90000

max(df$annual_salary_usd)

## [1] 374400

Answer: The summary shows central tendency (mean, median) and spread (min, max). It variation across jobs with different ranges and central values.

1.3 How many missing values are present in each column?

colSums(is.na(df))

##                job_id             job_title          job_category 
##                     0                     0                     0 
##      experience_level   years_of_experience    education_required 
##                     0                     0                     0 
##     annual_salary_usd        salary_min_usd        salary_max_usd 
##                     0                     0                     0 
##                  city               country           remote_work 
##                     0                     0                     0 
##          company_size              industry       required_skills 
##                     0                     0                     0 
## ai_salary_premium_pct          demand_score demand_growth_yoy_pct 
##                     0                     0                     0 
##     benefits_score_10          posting_year         posting_month 
##                     0                     0                     0 
##             is_senior    is_remote_friendly           is_llm_role 
##                     0                     0                     0 
##           salary_tier 
##                     0

Answer: Missing values (NA) are counted to identify incomplete data.

DATA MANIPULATION & TRANSFORMATION

2 Level 2: DATA MANIPULATION & TRANSFORMATION

2.1 Which records have salary above the overall average?

avg_salary <- mean(df$annual_salary_usd)

df %>%
  filter(annual_salary_usd > avg_salary)

##        job_id                job_title     job_category experience_level
## 1   AIJOB0001       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 2   AIJOB0003             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 3   AIJOB0005       AI Product Manager          Product   Lead (10+ yrs)
## 4   AIJOB0007     AI Security Engineer         Security    Mid (3-5 yrs)
## 5   AIJOB0008       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 6   AIJOB0015       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 7   AIJOB0019     AI Security Engineer         Security Senior (6-9 yrs)
## 8   AIJOB0021   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 9   AIJOB0022           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 10  AIJOB0023      AI Business Analyst         Business   Lead (10+ yrs)
## 11  AIJOB0024             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 12  AIJOB0028              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 13  AIJOB0029      AI Business Analyst         Business   Lead (10+ yrs)
## 14  AIJOB0030        AI Ethics Officer       Governance Senior (6-9 yrs)
## 15  AIJOB0031             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 16  AIJOB0032    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 17  AIJOB0035       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 18  AIJOB0036              AI Engineer   AI Engineering   Lead (10+ yrs)
## 19  AIJOB0039           Data Scientist     Data Science   Lead (10+ yrs)
## 20  AIJOB0040   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 21  AIJOB0044       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 22  AIJOB0045    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 23  AIJOB0049 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 24  AIJOB0050       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 25  AIJOB0052       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 26  AIJOB0056   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 27  AIJOB0064   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 28  AIJOB0066   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 29  AIJOB0068    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 30  AIJOB0076       AI Product Manager          Product   Lead (10+ yrs)
## 31  AIJOB0077    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 32  AIJOB0079   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 33  AIJOB0081    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 34  AIJOB0084       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 35  AIJOB0085   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 36  AIJOB0087           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 37  AIJOB0089    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 38  AIJOB0090       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 39  AIJOB0092   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 40  AIJOB0094             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 41  AIJOB0096       AI Product Manager          Product   Lead (10+ yrs)
## 42  AIJOB0097             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 43  AIJOB0099   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 44  AIJOB0100     AI Security Engineer         Security   Lead (10+ yrs)
## 45  AIJOB0101       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 46  AIJOB0102    AI Compliance Manager       Governance   Lead (10+ yrs)
## 47  AIJOB0105       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 48  AIJOB0106       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 49  AIJOB0107   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 50  AIJOB0108   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 51  AIJOB0109 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 52  AIJOB0111           Data Scientist     Data Science    Mid (3-5 yrs)
## 53  AIJOB0112       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 54  AIJOB0115             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 55  AIJOB0116          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 56  AIJOB0119           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 57  AIJOB0120   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 58  AIJOB0126             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 59  AIJOB0127             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 60  AIJOB0128     AI Security Engineer         Security  Entry (0-2 yrs)
## 61  AIJOB0131             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 62  AIJOB0132      AI Business Analyst         Business   Lead (10+ yrs)
## 63  AIJOB0138              ML Engineer   AI Engineering Senior (6-9 yrs)
## 64  AIJOB0139   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 65  AIJOB0140 Computer Vision Engineer   AI Engineering    Mid (3-5 yrs)
## 66  AIJOB0143       AI Product Manager          Product   Lead (10+ yrs)
## 67  AIJOB0148    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 68  AIJOB0149             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 69  AIJOB0150 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 70  AIJOB0151              ML Engineer   AI Engineering Senior (6-9 yrs)
## 71  AIJOB0152    AI Infrastructure Eng   Infrastructure  Entry (0-2 yrs)
## 72  AIJOB0153   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 73  AIJOB0154       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 74  AIJOB0157       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 75  AIJOB0159             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 76  AIJOB0160             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 77  AIJOB0164    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 78  AIJOB0166   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 79  AIJOB0168           Data Scientist     Data Science Senior (6-9 yrs)
## 80  AIJOB0172   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 81  AIJOB0175   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 82  AIJOB0176       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 83  AIJOB0179 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 84  AIJOB0180             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 85  AIJOB0182     AI Security Engineer         Security   Lead (10+ yrs)
## 86  AIJOB0184           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 87  AIJOB0189             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 88  AIJOB0190       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 89  AIJOB0192   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 90  AIJOB0193             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 91  AIJOB0194       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 92  AIJOB0196             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 93  AIJOB0197   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 94  AIJOB0198   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 95  AIJOB0199      AI Business Analyst         Business Senior (6-9 yrs)
## 96  AIJOB0201             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 97  AIJOB0208       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 98  AIJOB0211             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 99  AIJOB0212              ML Engineer   AI Engineering   Lead (10+ yrs)
## 100 AIJOB0216       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 101 AIJOB0217   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 102 AIJOB0218              ML Engineer   AI Engineering   Lead (10+ yrs)
## 103 AIJOB0219       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 104 AIJOB0227 Computer Vision Engineer   AI Engineering    Mid (3-5 yrs)
## 105 AIJOB0229   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 106 AIJOB0230             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 107 AIJOB0231       AI Product Manager          Product Senior (6-9 yrs)
## 108 AIJOB0232              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 109 AIJOB0233      AI Business Analyst         Business Senior (6-9 yrs)
## 110 AIJOB0241     AI Security Engineer         Security    Mid (3-5 yrs)
## 111 AIJOB0245   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 112 AIJOB0246           Data Scientist     Data Science   Lead (10+ yrs)
## 113 AIJOB0249           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 114 AIJOB0251       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 115 AIJOB0252   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 116 AIJOB0253              ML Engineer   AI Engineering   Lead (10+ yrs)
## 117 AIJOB0255             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 118 AIJOB0256   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 119 AIJOB0263             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 120 AIJOB0266           Data Scientist     Data Science  Entry (0-2 yrs)
## 121 AIJOB0278              AI Engineer   AI Engineering    Mid (3-5 yrs)
## 122 AIJOB0280             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 123 AIJOB0283    AI Research Scientist         Research   Lead (10+ yrs)
## 124 AIJOB0285       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 125 AIJOB0287       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 126 AIJOB0295   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 127 AIJOB0297 Computer Vision Engineer   AI Engineering    Mid (3-5 yrs)
## 128 AIJOB0299   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 129 AIJOB0300   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 130 AIJOB0301   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 131 AIJOB0302   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 132 AIJOB0303   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 133 AIJOB0304   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 134 AIJOB0309           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 135 AIJOB0310          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 136 AIJOB0317    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 137 AIJOB0319   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 138 AIJOB0322        AI Ethics Officer       Governance   Lead (10+ yrs)
## 139 AIJOB0324   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 140 AIJOB0329       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 141 AIJOB0330       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 142 AIJOB0334   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 143 AIJOB0335   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 144 AIJOB0336              AI Engineer   AI Engineering   Lead (10+ yrs)
## 145 AIJOB0337       AI Product Manager          Product    Mid (3-5 yrs)
## 146 AIJOB0338             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 147 AIJOB0341       AI Product Manager          Product Senior (6-9 yrs)
## 148 AIJOB0342    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 149 AIJOB0343   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 150 AIJOB0346       AI Product Manager          Product   Lead (10+ yrs)
## 151 AIJOB0347       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 152 AIJOB0352             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 153 AIJOB0353   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 154 AIJOB0355           Data Scientist     Data Science Senior (6-9 yrs)
## 155 AIJOB0356    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 156 AIJOB0357   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 157 AIJOB0358 Computer Vision Engineer   AI Engineering  Entry (0-2 yrs)
## 158 AIJOB0365       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 159 AIJOB0367           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 160 AIJOB0368          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 161 AIJOB0373           Data Scientist     Data Science    Mid (3-5 yrs)
## 162 AIJOB0374              ML Engineer   AI Engineering Senior (6-9 yrs)
## 163 AIJOB0375   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 164 AIJOB0382       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 165 AIJOB0383             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 166 AIJOB0384     AI Security Engineer         Security   Lead (10+ yrs)
## 167 AIJOB0385    AI Compliance Manager       Governance   Lead (10+ yrs)
## 168 AIJOB0386        AI Ethics Officer       Governance Senior (6-9 yrs)
## 169 AIJOB0388           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 170 AIJOB0392             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 171 AIJOB0394   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 172 AIJOB0396              AI Engineer   AI Engineering Senior (6-9 yrs)
## 173 AIJOB0397   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 174 AIJOB0398   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 175 AIJOB0399   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 176 AIJOB0400   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 177 AIJOB0401    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 178 AIJOB0402   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 179 AIJOB0403   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 180 AIJOB0404   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 181 AIJOB0405       Senior ML Engineer   AI Engineering  Entry (0-2 yrs)
## 182 AIJOB0407          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 183 AIJOB0410    AI Compliance Manager       Governance Senior (6-9 yrs)
## 184 AIJOB0413           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 185 AIJOB0414              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 186 AIJOB0415       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 187 AIJOB0416   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 188 AIJOB0418    AI Research Scientist         Research   Lead (10+ yrs)
## 189 AIJOB0419 Computer Vision Engineer   AI Engineering  Entry (0-2 yrs)
## 190 AIJOB0420             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 191 AIJOB0421       AI Product Manager          Product  Entry (0-2 yrs)
## 192 AIJOB0422     AI Security Engineer         Security   Lead (10+ yrs)
## 193 AIJOB0423    AI Research Scientist         Research Senior (6-9 yrs)
## 194 AIJOB0424   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 195 AIJOB0426    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 196 AIJOB0427             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 197 AIJOB0428             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 198 AIJOB0429   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 199 AIJOB0431    AI Research Scientist         Research   Lead (10+ yrs)
## 200 AIJOB0438       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 201 AIJOB0439              ML Engineer   AI Engineering   Lead (10+ yrs)
## 202 AIJOB0443             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 203 AIJOB0447          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 204 AIJOB0449   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 205 AIJOB0456    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 206 AIJOB0460       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 207 AIJOB0467       Senior ML Engineer   AI Engineering  Entry (0-2 yrs)
## 208 AIJOB0468     AI Security Engineer         Security   Lead (10+ yrs)
## 209 AIJOB0469       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 210 AIJOB0470           Data Scientist     Data Science Senior (6-9 yrs)
## 211 AIJOB0471 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 212 AIJOB0473   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 213 AIJOB0474      AI Business Analyst         Business   Lead (10+ yrs)
## 214 AIJOB0475   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 215 AIJOB0480   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 216 AIJOB0481 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 217 AIJOB0482       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 218 AIJOB0485   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 219 AIJOB0487             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 220 AIJOB0489    AI Research Scientist         Research Senior (6-9 yrs)
## 221 AIJOB0490    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 222 AIJOB0491       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 223 AIJOB0492   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 224 AIJOB0493             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 225 AIJOB0494    AI Research Scientist         Research Senior (6-9 yrs)
## 226 AIJOB0497   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 227 AIJOB0499             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 228 AIJOB0500       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 229 AIJOB0502    AI Compliance Manager       Governance Senior (6-9 yrs)
## 230 AIJOB0505   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 231 AIJOB0506           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 232 AIJOB0508       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 233 AIJOB0509   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 234 AIJOB0510           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 235 AIJOB0511             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 236 AIJOB0513   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 237 AIJOB0515              ML Engineer   AI Engineering   Lead (10+ yrs)
## 238 AIJOB0521           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 239 AIJOB0528           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 240 AIJOB0529   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 241 AIJOB0532              ML Engineer   AI Engineering   Lead (10+ yrs)
## 242 AIJOB0534             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 243 AIJOB0536       AI Product Manager          Product   Lead (10+ yrs)
## 244 AIJOB0537      AI Business Analyst         Business Senior (6-9 yrs)
## 245 AIJOB0540    AI Research Scientist         Research Senior (6-9 yrs)
## 246 AIJOB0543    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 247 AIJOB0544    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 248 AIJOB0545   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 249 AIJOB0546     AI Security Engineer         Security    Mid (3-5 yrs)
## 250 AIJOB0548              ML Engineer   AI Engineering Senior (6-9 yrs)
## 251 AIJOB0553             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 252 AIJOB0555             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 253 AIJOB0556        AI Ethics Officer       Governance   Lead (10+ yrs)
## 254 AIJOB0562   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 255 AIJOB0564              AI Engineer   AI Engineering   Lead (10+ yrs)
## 256 AIJOB0568 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 257 AIJOB0569   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 258 AIJOB0570       AI Product Manager          Product   Lead (10+ yrs)
## 259 AIJOB0574             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 260 AIJOB0577          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 261 AIJOB0581          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 262 AIJOB0585    AI Compliance Manager       Governance   Lead (10+ yrs)
## 263 AIJOB0587           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 264 AIJOB0590        AI Ethics Officer       Governance   Lead (10+ yrs)
## 265 AIJOB0594             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 266 AIJOB0595             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 267 AIJOB0596   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 268 AIJOB0598      AI Business Analyst         Business   Lead (10+ yrs)
## 269 AIJOB0599       AI Product Manager          Product Senior (6-9 yrs)
## 270 AIJOB0602              AI Engineer   AI Engineering   Lead (10+ yrs)
## 271 AIJOB0603   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 272 AIJOB0605 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 273 AIJOB0606    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 274 AIJOB0608          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 275 AIJOB0610           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 276 AIJOB0612   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 277 AIJOB0613       AI Product Manager          Product    Mid (3-5 yrs)
## 278 AIJOB0615          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 279 AIJOB0616             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 280 AIJOB0617             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 281 AIJOB0619             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 282 AIJOB0621     AI Security Engineer         Security    Mid (3-5 yrs)
## 283 AIJOB0622   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 284 AIJOB0624             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 285 AIJOB0625           Data Scientist     Data Science   Lead (10+ yrs)
## 286 AIJOB0628    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 287 AIJOB0629   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 288 AIJOB0632    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 289 AIJOB0633             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 290 AIJOB0637       AI Product Manager          Product  Entry (0-2 yrs)
## 291 AIJOB0647           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 292 AIJOB0648       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 293 AIJOB0651   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 294 AIJOB0655    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 295 AIJOB0656   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 296 AIJOB0661 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 297 AIJOB0669   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 298 AIJOB0672   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 299 AIJOB0673 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 300 AIJOB0674        AI Ethics Officer       Governance Senior (6-9 yrs)
## 301 AIJOB0677           Data Scientist     Data Science   Lead (10+ yrs)
## 302 AIJOB0679    AI Infrastructure Eng   Infrastructure  Entry (0-2 yrs)
## 303 AIJOB0680       AI Product Manager          Product   Lead (10+ yrs)
## 304 AIJOB0681     AI Security Engineer         Security    Mid (3-5 yrs)
## 305 AIJOB0682              AI Engineer   AI Engineering   Lead (10+ yrs)
## 306 AIJOB0684              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 307 AIJOB0685       AI Agent Developer   AI Engineering  Entry (0-2 yrs)
## 308 AIJOB0687   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 309 AIJOB0688       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 310 AIJOB0689    AI Compliance Manager       Governance   Lead (10+ yrs)
## 311 AIJOB0690   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 312 AIJOB0691       AI Product Manager          Product   Lead (10+ yrs)
## 313 AIJOB0694    AI Compliance Manager       Governance Senior (6-9 yrs)
## 314 AIJOB0698          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 315 AIJOB0700             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 316 AIJOB0703    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 317 AIJOB0706    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 318 AIJOB0710             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 319 AIJOB0712             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 320 AIJOB0713       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 321 AIJOB0715    AI Research Scientist         Research   Lead (10+ yrs)
## 322 AIJOB0716    AI Research Scientist         Research    Mid (3-5 yrs)
## 323 AIJOB0717 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 324 AIJOB0718     AI Security Engineer         Security Senior (6-9 yrs)
## 325 AIJOB0720        AI Ethics Officer       Governance   Lead (10+ yrs)
## 326 AIJOB0721             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 327 AIJOB0723       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 328 AIJOB0724    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 329 AIJOB0725   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 330 AIJOB0731    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 331 AIJOB0732           Data Scientist     Data Science   Lead (10+ yrs)
## 332 AIJOB0733       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 333 AIJOB0735    AI Compliance Manager       Governance Senior (6-9 yrs)
## 334 AIJOB0738 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 335 AIJOB0739   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 336 AIJOB0741       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 337 AIJOB0742              AI Engineer   AI Engineering   Lead (10+ yrs)
## 338 AIJOB0743   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 339 AIJOB0747       Senior ML Engineer   AI Engineering  Entry (0-2 yrs)
## 340 AIJOB0750   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 341 AIJOB0751       AI Product Manager          Product Senior (6-9 yrs)
## 342 AIJOB0752   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 343 AIJOB0754 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 344 AIJOB0758       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 345 AIJOB0762   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 346 AIJOB0763     AI Security Engineer         Security    Mid (3-5 yrs)
## 347 AIJOB0768       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 348 AIJOB0770             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 349 AIJOB0771          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 350 AIJOB0775       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 351 AIJOB0777       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 352 AIJOB0779       Senior ML Engineer   AI Engineering  Entry (0-2 yrs)
## 353 AIJOB0781    AI Compliance Manager       Governance Senior (6-9 yrs)
## 354 AIJOB0784             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 355 AIJOB0788   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 356 AIJOB0795              ML Engineer   AI Engineering Senior (6-9 yrs)
## 357 AIJOB0796       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 358 AIJOB0800   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 359 AIJOB0801       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 360 AIJOB0802             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 361 AIJOB0803   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 362 AIJOB0804    AI Research Scientist         Research    Mid (3-5 yrs)
## 363 AIJOB0806             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 364 AIJOB0814    AI Research Scientist         Research Senior (6-9 yrs)
## 365 AIJOB0815   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 366 AIJOB0816       Senior ML Engineer   AI Engineering  Entry (0-2 yrs)
## 367 AIJOB0817       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 368 AIJOB0820    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 369 AIJOB0821             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 370 AIJOB0824       AI Product Manager          Product  Entry (0-2 yrs)
## 371 AIJOB0827    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 372 AIJOB0832             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 373 AIJOB0834   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 374 AIJOB0835       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 375 AIJOB0838              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 376 AIJOB0842       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 377 AIJOB0843   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 378 AIJOB0844       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 379 AIJOB0847   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 380 AIJOB0848             RAG Engineer   AI Engineering    Mid (3-5 yrs)
## 381 AIJOB0851   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 382 AIJOB0854             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 383 AIJOB0855           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 384 AIJOB0858    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 385 AIJOB0860 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 386 AIJOB0862              ML Engineer   AI Engineering Senior (6-9 yrs)
## 387 AIJOB0864       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 388 AIJOB0870     AI Security Engineer         Security   Lead (10+ yrs)
## 389 AIJOB0871             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 390 AIJOB0872   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 391 AIJOB0875       AI Agent Developer   AI Engineering  Entry (0-2 yrs)
## 392 AIJOB0876   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 393 AIJOB0877       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 394 AIJOB0878       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 395 AIJOB0882   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 396 AIJOB0885   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 397 AIJOB0888           Data Scientist     Data Science   Lead (10+ yrs)
## 398 AIJOB0890   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 399 AIJOB0894   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 400 AIJOB0895   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 401 AIJOB0898    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 402 AIJOB0901             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 403 AIJOB0904     AI Security Engineer         Security Senior (6-9 yrs)
## 404 AIJOB0910             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 405 AIJOB0911   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 406 AIJOB0917    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 407 AIJOB0925       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 408 AIJOB0926    AI Compliance Manager       Governance Senior (6-9 yrs)
## 409 AIJOB0932             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 410 AIJOB0933           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 411 AIJOB0936   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 412 AIJOB0938              ML Engineer   AI Engineering   Lead (10+ yrs)
## 413 AIJOB0939       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 414 AIJOB0940   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 415 AIJOB0941       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 416 AIJOB0942             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 417 AIJOB0943   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 418 AIJOB0944   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 419 AIJOB0945       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 420 AIJOB0951    AI Research Scientist         Research   Lead (10+ yrs)
## 421 AIJOB0953   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 422 AIJOB0955    AI Research Scientist         Research Senior (6-9 yrs)
## 423 AIJOB0959             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 424 AIJOB0966    AI Research Scientist         Research  Entry (0-2 yrs)
## 425 AIJOB0967   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 426 AIJOB0968             RAG Engineer   AI Engineering    Mid (3-5 yrs)
## 427 AIJOB0969           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 428 AIJOB0973              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 429 AIJOB0974   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 430 AIJOB0975           Data Scientist     Data Science Senior (6-9 yrs)
## 431 AIJOB0976             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 432 AIJOB0977 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 433 AIJOB0980             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 434 AIJOB0981    AI Compliance Manager       Governance   Lead (10+ yrs)
## 435 AIJOB0983    AI Research Scientist         Research   Lead (10+ yrs)
## 436 AIJOB0984              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 437 AIJOB0985             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 438 AIJOB0987    AI Research Scientist         Research   Lead (10+ yrs)
## 439 AIJOB0988       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 440 AIJOB0990              AI Engineer   AI Engineering    Mid (3-5 yrs)
## 441 AIJOB0993       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 442 AIJOB0999    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 443 AIJOB1000   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 444 AIJOB1005             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 445 AIJOB1009   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 446 AIJOB1010   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 447 AIJOB1011   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 448 AIJOB1016    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 449 AIJOB1018    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 450 AIJOB1020    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 451 AIJOB1024       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 452 AIJOB1027     AI Security Engineer         Security   Lead (10+ yrs)
## 453 AIJOB1036              ML Engineer   AI Engineering   Lead (10+ yrs)
## 454 AIJOB1039       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 455 AIJOB1044       AI Product Manager          Product   Lead (10+ yrs)
## 456 AIJOB1047             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 457 AIJOB1050              AI Engineer   AI Engineering    Mid (3-5 yrs)
## 458 AIJOB1051   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 459 AIJOB1052   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 460 AIJOB1054    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 461 AIJOB1055   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 462 AIJOB1061           Data Scientist     Data Science   Lead (10+ yrs)
## 463 AIJOB1064    AI Compliance Manager       Governance   Lead (10+ yrs)
## 464 AIJOB1066       AI Product Manager          Product   Lead (10+ yrs)
## 465 AIJOB1069   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 466 AIJOB1072   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 467 AIJOB1077       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 468 AIJOB1080              AI Engineer   AI Engineering   Lead (10+ yrs)
## 469 AIJOB1082   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 470 AIJOB1089           Data Scientist     Data Science   Lead (10+ yrs)
## 471 AIJOB1091   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 472 AIJOB1094          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 473 AIJOB1096   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 474 AIJOB1101       AI Product Manager          Product Senior (6-9 yrs)
## 475 AIJOB1104       AI Product Manager          Product   Lead (10+ yrs)
## 476 AIJOB1106             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 477 AIJOB1107    AI Research Scientist         Research  Entry (0-2 yrs)
## 478 AIJOB1108   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 479 AIJOB1111       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 480 AIJOB1113   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 481 AIJOB1115    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 482 AIJOB1117       Data Engineer (AI) Data Engineering    Mid (3-5 yrs)
## 483 AIJOB1120 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 484 AIJOB1121             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 485 AIJOB1122             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 486 AIJOB1127   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 487 AIJOB1129              AI Engineer   AI Engineering   Lead (10+ yrs)
## 488 AIJOB1135       AI Product Manager          Product   Lead (10+ yrs)
## 489 AIJOB1136     AI Security Engineer         Security   Lead (10+ yrs)
## 490 AIJOB1141             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 491 AIJOB1142       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 492 AIJOB1145    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 493 AIJOB1146       AI Product Manager          Product   Lead (10+ yrs)
## 494 AIJOB1148     AI Security Engineer         Security   Lead (10+ yrs)
## 495 AIJOB1150              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 496 AIJOB1163             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 497 AIJOB1165              AI Engineer   AI Engineering Senior (6-9 yrs)
## 498 AIJOB1166       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 499 AIJOB1169           Data Scientist     Data Science   Lead (10+ yrs)
## 500 AIJOB1170    AI Research Scientist         Research   Lead (10+ yrs)
## 501 AIJOB1172       AI Product Manager          Product    Mid (3-5 yrs)
## 502 AIJOB1175   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 503 AIJOB1176     AI Security Engineer         Security   Lead (10+ yrs)
## 504 AIJOB1177             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 505 AIJOB1179   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 506 AIJOB1181             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 507 AIJOB1182              AI Engineer   AI Engineering Senior (6-9 yrs)
## 508 AIJOB1184   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 509 AIJOB1188       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 510 AIJOB1189           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 511 AIJOB1193             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 512 AIJOB1194              ML Engineer   AI Engineering Senior (6-9 yrs)
## 513 AIJOB1196              AI Engineer   AI Engineering   Lead (10+ yrs)
## 514 AIJOB1197           Data Scientist     Data Science Senior (6-9 yrs)
## 515 AIJOB1198             RAG Engineer   AI Engineering    Mid (3-5 yrs)
## 516 AIJOB1202              ML Engineer   AI Engineering   Lead (10+ yrs)
## 517 AIJOB1205       AI Product Manager          Product Senior (6-9 yrs)
## 518 AIJOB1208             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 519 AIJOB1210              AI Engineer   AI Engineering Senior (6-9 yrs)
## 520 AIJOB1215       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 521 AIJOB1216          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 522 AIJOB1221   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 523 AIJOB1222    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 524 AIJOB1225              AI Engineer   AI Engineering   Lead (10+ yrs)
## 525 AIJOB1226       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 526 AIJOB1233        AI Ethics Officer       Governance   Lead (10+ yrs)
## 527 AIJOB1236   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 528 AIJOB1239           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 529 AIJOB1240   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 530 AIJOB1242    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 531 AIJOB1243              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 532 AIJOB1245              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 533 AIJOB1247   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 534 AIJOB1249   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 535 AIJOB1250             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 536 AIJOB1251   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 537 AIJOB1253   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 538 AIJOB1254       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 539 AIJOB1256   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 540 AIJOB1258             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 541 AIJOB1259       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 542 AIJOB1260    AI Compliance Manager       Governance Senior (6-9 yrs)
## 543 AIJOB1264             RAG Engineer   AI Engineering    Mid (3-5 yrs)
## 544 AIJOB1265   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 545 AIJOB1266             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 546 AIJOB1274             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 547 AIJOB1281       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 548 AIJOB1283       AI Product Manager          Product Senior (6-9 yrs)
## 549 AIJOB1287             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 550 AIJOB1293    AI Research Scientist         Research Senior (6-9 yrs)
## 551 AIJOB1294          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 552 AIJOB1296             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 553 AIJOB1299       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 554 AIJOB1301   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 555 AIJOB1307    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 556 AIJOB1312       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 557 AIJOB1316   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 558 AIJOB1317       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 559 AIJOB1318       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 560 AIJOB1321 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 561 AIJOB1323           Data Scientist     Data Science   Lead (10+ yrs)
## 562 AIJOB1324           Data Scientist     Data Science Senior (6-9 yrs)
## 563 AIJOB1327        AI Ethics Officer       Governance   Lead (10+ yrs)
## 564 AIJOB1328             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 565 AIJOB1329 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 566 AIJOB1330             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 567 AIJOB1336   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 568 AIJOB1337       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 569 AIJOB1339   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 570 AIJOB1340   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 571 AIJOB1342     AI Security Engineer         Security   Lead (10+ yrs)
## 572 AIJOB1343             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 573 AIJOB1344             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 574 AIJOB1346             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 575 AIJOB1349   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 576 AIJOB1353    AI Compliance Manager       Governance   Lead (10+ yrs)
## 577 AIJOB1355       AI Product Manager          Product   Lead (10+ yrs)
## 578 AIJOB1361      AI Business Analyst         Business   Lead (10+ yrs)
## 579 AIJOB1363       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 580 AIJOB1364      AI Business Analyst         Business   Lead (10+ yrs)
## 581 AIJOB1366   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 582 AIJOB1368             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 583 AIJOB1371   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 584 AIJOB1373   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 585 AIJOB1374   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 586 AIJOB1376       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 587 AIJOB1378             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 588 AIJOB1383          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 589 AIJOB1385       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 590 AIJOB1388           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 591 AIJOB1391           MLOps Engineer    ML Operations  Entry (0-2 yrs)
## 592 AIJOB1393       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 593 AIJOB1394    AI Research Scientist         Research    Mid (3-5 yrs)
## 594 AIJOB1398              ML Engineer   AI Engineering   Lead (10+ yrs)
## 595 AIJOB1399             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 596 AIJOB1401       Data Engineer (AI) Data Engineering    Mid (3-5 yrs)
## 597 AIJOB1403    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 598 AIJOB1408             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 599 AIJOB1409     AI Security Engineer         Security    Mid (3-5 yrs)
## 600 AIJOB1411              AI Engineer   AI Engineering Senior (6-9 yrs)
## 601 AIJOB1413       AI Product Manager          Product   Lead (10+ yrs)
## 602 AIJOB1417              ML Engineer   AI Engineering   Lead (10+ yrs)
## 603 AIJOB1418           Data Scientist     Data Science    Mid (3-5 yrs)
## 604 AIJOB1420   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 605 AIJOB1427             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 606 AIJOB1428    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 607 AIJOB1431    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 608 AIJOB1432   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 609 AIJOB1433       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 610 AIJOB1434   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 611 AIJOB1437    AI Research Scientist         Research   Lead (10+ yrs)
## 612 AIJOB1438              AI Engineer   AI Engineering   Lead (10+ yrs)
## 613 AIJOB1439 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 614 AIJOB1440   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 615 AIJOB1442     AI Security Engineer         Security    Mid (3-5 yrs)
## 616 AIJOB1450   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 617 AIJOB1452   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 618 AIJOB1454             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 619 AIJOB1458          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 620 AIJOB1460        AI Ethics Officer       Governance   Lead (10+ yrs)
## 621 AIJOB1463    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 622 AIJOB1470    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 623 AIJOB1471     AI Security Engineer         Security    Mid (3-5 yrs)
## 624 AIJOB1472              AI Engineer   AI Engineering   Lead (10+ yrs)
## 625 AIJOB1474             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 626 AIJOB1475             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 627 AIJOB1480             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 628 AIJOB1482       AI Product Manager          Product   Lead (10+ yrs)
## 629 AIJOB1486   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 630 AIJOB1488             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 631 AIJOB1489    AI Infrastructure Eng   Infrastructure  Entry (0-2 yrs)
## 632 AIJOB1492    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 633 AIJOB1493          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 634 AIJOB1494    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 635 AIJOB1496   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 636 AIJOB1500     AI Security Engineer         Security   Lead (10+ yrs)
## 637 AIJOB1501              AI Engineer   AI Engineering   Lead (10+ yrs)
## 638 AIJOB1512              ML Engineer   AI Engineering   Lead (10+ yrs)
## 639 AIJOB1516              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 640 AIJOB1519     AI Security Engineer         Security    Mid (3-5 yrs)
## 641 AIJOB1521   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 642 AIJOB1522   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 643 AIJOB1523   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 644 AIJOB1529       AI Product Manager          Product   Lead (10+ yrs)
## 645 AIJOB1534   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 646 AIJOB1535             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 647 AIJOB1539              AI Engineer   AI Engineering   Lead (10+ yrs)
## 648 AIJOB1541       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 649 AIJOB1542              AI Engineer   AI Engineering   Lead (10+ yrs)
## 650 AIJOB1543             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 651 AIJOB1544       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 652 AIJOB1545    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 653 AIJOB1547             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 654 AIJOB1548 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 655 AIJOB1549   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 656 AIJOB1551   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 657 AIJOB1552           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 658 AIJOB1556              ML Engineer   AI Engineering   Lead (10+ yrs)
## 659 AIJOB1557   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 660 AIJOB1558    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 661 AIJOB1562   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 662 AIJOB1563    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 663 AIJOB1564    AI Research Scientist         Research  Entry (0-2 yrs)
## 664 AIJOB1565             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 665 AIJOB1566   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 666 AIJOB1567    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 667 AIJOB1568   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 668 AIJOB1569   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 669 AIJOB1571       AI Product Manager          Product  Entry (0-2 yrs)
## 670 AIJOB1572   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 671 AIJOB1573              AI Engineer   AI Engineering   Lead (10+ yrs)
## 672 AIJOB1574    AI Compliance Manager       Governance Senior (6-9 yrs)
## 673 AIJOB1575 Computer Vision Engineer   AI Engineering    Mid (3-5 yrs)
## 674 AIJOB1577              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 675 AIJOB1579              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 676 AIJOB1581   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 677 AIJOB1583           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 678 AIJOB1587    AI Research Scientist         Research  Entry (0-2 yrs)
## 679 AIJOB1588       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 680 AIJOB1592              AI Engineer   AI Engineering   Lead (10+ yrs)
## 681 AIJOB1598       AI Product Manager          Product   Lead (10+ yrs)
## 682 AIJOB1605   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 683 AIJOB1606           Data Scientist     Data Science Senior (6-9 yrs)
## 684 AIJOB1612   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 685 AIJOB1614          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 686 AIJOB1620 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 687 AIJOB1621             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 688 AIJOB1624           MLOps Engineer    ML Operations  Entry (0-2 yrs)
## 689 AIJOB1628              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 690 AIJOB1629             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 691 AIJOB1630       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 692 AIJOB1631   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 693 AIJOB1632             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 694 AIJOB1633    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 695 AIJOB1636             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 696 AIJOB1638   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 697 AIJOB1640   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 698 AIJOB1645       Data Engineer (AI) Data Engineering    Mid (3-5 yrs)
## 699 AIJOB1647   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 700 AIJOB1651   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 701 AIJOB1653       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 702 AIJOB1654    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 703 AIJOB1656           Data Scientist     Data Science  Entry (0-2 yrs)
## 704 AIJOB1657   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 705 AIJOB1658 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 706 AIJOB1659   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 707 AIJOB1662             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 708 AIJOB1664    AI Research Scientist         Research   Lead (10+ yrs)
## 709 AIJOB1666             RAG Engineer   AI Engineering    Mid (3-5 yrs)
## 710 AIJOB1667   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 711 AIJOB1668       AI Product Manager          Product  Entry (0-2 yrs)
## 712 AIJOB1670   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 713 AIJOB1672   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 714 AIJOB1673       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 715 AIJOB1675    AI Research Scientist         Research    Mid (3-5 yrs)
## 716 AIJOB1676           Data Scientist     Data Science Senior (6-9 yrs)
## 717 AIJOB1679   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 718 AIJOB1682       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 719 AIJOB1683             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 720 AIJOB1684   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 721 AIJOB1686        AI Ethics Officer       Governance   Lead (10+ yrs)
## 722 AIJOB1688     AI Security Engineer         Security    Mid (3-5 yrs)
## 723 AIJOB1689       AI Product Manager          Product Senior (6-9 yrs)
## 724 AIJOB1690     AI Security Engineer         Security   Lead (10+ yrs)
## 725 AIJOB1692             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 726 AIJOB1696    AI Compliance Manager       Governance Senior (6-9 yrs)
## 727 AIJOB1697       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 728 AIJOB1698       AI Product Manager          Product Senior (6-9 yrs)
## 729 AIJOB1704   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 730 AIJOB1706       AI Product Manager          Product   Lead (10+ yrs)
## 731 AIJOB1707             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 732 AIJOB1708             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 733 AIJOB1709       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 734 AIJOB1713           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 735 AIJOB1714        AI Ethics Officer       Governance   Lead (10+ yrs)
## 736 AIJOB1716     AI Security Engineer         Security  Entry (0-2 yrs)
## 737 AIJOB1717             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 738 AIJOB1719           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 739 AIJOB1721       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 740 AIJOB1724           Data Scientist     Data Science   Lead (10+ yrs)
## 741 AIJOB1729             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 742 AIJOB1732    AI Research Scientist         Research   Lead (10+ yrs)
## 743 AIJOB1736        AI Ethics Officer       Governance   Lead (10+ yrs)
## 744 AIJOB1737       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 745 AIJOB1740       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 746 AIJOB1742   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 747 AIJOB1743    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 748 AIJOB1748       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 749 AIJOB1749             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 750 AIJOB1750             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 751 AIJOB1753   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 752 AIJOB1754     AI Security Engineer         Security   Lead (10+ yrs)
## 753 AIJOB1757             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 754 AIJOB1758       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 755 AIJOB1759          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 756 AIJOB1760              ML Engineer   AI Engineering   Lead (10+ yrs)
## 757 AIJOB1761    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 758 AIJOB1766              AI Engineer   AI Engineering   Lead (10+ yrs)
## 759 AIJOB1767       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 760 AIJOB1768          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 761 AIJOB1769        AI Ethics Officer       Governance   Lead (10+ yrs)
## 762 AIJOB1772     AI Security Engineer         Security   Lead (10+ yrs)
## 763 AIJOB1774             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 764 AIJOB1775       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 765 AIJOB1776              AI Engineer   AI Engineering   Lead (10+ yrs)
## 766 AIJOB1777    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 767 AIJOB1778       AI Product Manager          Product   Lead (10+ yrs)
## 768 AIJOB1780    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 769 AIJOB1781       AI Product Manager          Product Senior (6-9 yrs)
## 770 AIJOB1782       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 771 AIJOB1784       AI Product Manager          Product   Lead (10+ yrs)
## 772 AIJOB1786   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 773 AIJOB1787             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 774 AIJOB1788             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 775 AIJOB1789    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 776 AIJOB1792   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 777 AIJOB1793       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 778 AIJOB1794   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 779 AIJOB1796             RAG Engineer   AI Engineering    Mid (3-5 yrs)
## 780 AIJOB1801   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 781 AIJOB1802   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 782 AIJOB1803          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 783 AIJOB1804   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 784 AIJOB1805    AI Research Scientist         Research    Mid (3-5 yrs)
## 785 AIJOB1806             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 786 AIJOB1809             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 787 AIJOB1810             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 788 AIJOB1813   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 789 AIJOB1823              AI Engineer   AI Engineering   Lead (10+ yrs)
## 790 AIJOB1825 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 791 AIJOB1827       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 792 AIJOB1830   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 793 AIJOB1832       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 794 AIJOB1833   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 795 AIJOB1835   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 796 AIJOB1836   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 797 AIJOB1842          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 798 AIJOB1849              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 799 AIJOB1850             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 800 AIJOB1853    AI Research Scientist         Research   Lead (10+ yrs)
## 801 AIJOB1854             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 802 AIJOB1855    AI Research Scientist         Research   Lead (10+ yrs)
## 803 AIJOB1856     AI Security Engineer         Security   Lead (10+ yrs)
## 804 AIJOB1857             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 805 AIJOB1858           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 806 AIJOB1860   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 807 AIJOB1865             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 808 AIJOB1869    AI Research Scientist         Research  Entry (0-2 yrs)
## 809 AIJOB1873             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 810 AIJOB1876       AI Product Manager          Product Senior (6-9 yrs)
## 811 AIJOB1879             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 812 AIJOB1880             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 813 AIJOB1883       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 814 AIJOB1884   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 815 AIJOB1888          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 816 AIJOB1889       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 817 AIJOB1890              AI Engineer   AI Engineering   Lead (10+ yrs)
## 818 AIJOB1891             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 819 AIJOB1893 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 820 AIJOB1895   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 821 AIJOB1897   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 822 AIJOB1900             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 823 AIJOB1903   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 824 AIJOB1908       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 825 AIJOB1909             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 826 AIJOB1913    AI Research Scientist         Research   Lead (10+ yrs)
## 827 AIJOB1916   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 828 AIJOB1922   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 829 AIJOB1925           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 830 AIJOB1926   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 831 AIJOB1928   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 832 AIJOB1929    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 833 AIJOB1930   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 834 AIJOB1932             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 835 AIJOB1933    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 836 AIJOB1939       AI Product Manager          Product   Lead (10+ yrs)
## 837 AIJOB1942             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 838 AIJOB1943             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 839 AIJOB1945     AI Security Engineer         Security    Mid (3-5 yrs)
## 840 AIJOB1951   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 841 AIJOB1954       AI Product Manager          Product   Lead (10+ yrs)
## 842 AIJOB1958       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 843 AIJOB1961       AI Product Manager          Product   Lead (10+ yrs)
## 844 AIJOB1962    AI Infrastructure Eng   Infrastructure  Entry (0-2 yrs)
## 845 AIJOB1963             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 846 AIJOB1970      AI Business Analyst         Business   Lead (10+ yrs)
## 847 AIJOB1973           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 848 AIJOB1975   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 849 AIJOB1977     AI Security Engineer         Security  Entry (0-2 yrs)
## 850 AIJOB1982       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 851 AIJOB1983       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 852 AIJOB1989       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 853 AIJOB1995   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 854 AIJOB1999    AI Research Scientist         Research Senior (6-9 yrs)
## 855 AIJOB2001   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 856 AIJOB2002      AI Business Analyst         Business Senior (6-9 yrs)
## 857 AIJOB2003       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 858 AIJOB2004   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 859 AIJOB2005             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 860 AIJOB2006   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 861 AIJOB2007   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 862 AIJOB2008    AI Research Scientist         Research    Mid (3-5 yrs)
## 863 AIJOB2010   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 864 AIJOB2012       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 865 AIJOB2013   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 866 AIJOB2015   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 867 AIJOB2025   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 868 AIJOB2026   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 869 AIJOB2027   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 870 AIJOB2029   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 871 AIJOB2031       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 872 AIJOB2039      AI Business Analyst         Business   Lead (10+ yrs)
## 873 AIJOB2042             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 874 AIJOB2046       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 875 AIJOB2048   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 876 AIJOB2054    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 877 AIJOB2055             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 878 AIJOB2062              AI Engineer   AI Engineering   Lead (10+ yrs)
## 879 AIJOB2064   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 880 AIJOB2066   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 881 AIJOB2067              AI Engineer   AI Engineering   Lead (10+ yrs)
## 882 AIJOB2069   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 883 AIJOB2070              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 884 AIJOB2071   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 885 AIJOB2072          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 886 AIJOB2074 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 887 AIJOB2076    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 888 AIJOB2082             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 889 AIJOB2085    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 890 AIJOB2086   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 891 AIJOB2087    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 892 AIJOB2088   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 893 AIJOB2089              ML Engineer   AI Engineering   Lead (10+ yrs)
## 894 AIJOB2092   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 895 AIJOB2095           Data Scientist     Data Science Senior (6-9 yrs)
## 896 AIJOB2096       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 897 AIJOB2098    AI Research Scientist         Research   Lead (10+ yrs)
## 898 AIJOB2099           Data Scientist     Data Science   Lead (10+ yrs)
## 899 AIJOB2100   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
##     years_of_experience   education_required annual_salary_usd salary_min_usd
## 1                     7             Master's            239000         155000
## 2                     4          Associate's            360000         160000
## 3                     5 Bootcamp/Self-taught            283000         140000
## 4                     5             Master's            197000         140000
## 5                     7             Master's            221000         180000
## 6                     3           Bachelor's            209000         155000
## 7                     7           Bachelor's            228000         140000
## 8                     3 Bootcamp/Self-taught            329000         160000
## 9                     9           Bachelor's            272000         130000
## 10                    7 Bootcamp/Self-taught            201000          95000
## 11                    3          Associate's            230000         145000
## 12                    6           Bachelor's            224000         120000
## 13                    3 Bootcamp/Self-taught            216000          95000
## 14                   10 Bootcamp/Self-taught            208000         110000
## 15                    8                  PhD            348000         145000
## 16                    4           Bachelor's            285000         140000
## 17                    8          Associate's            223000         180000
## 18                    4                  PhD            221000         100000
## 19                    5 Bootcamp/Self-taught            198000         138000
## 20                    6 Bootcamp/Self-taught            238000         141000
## 21                    6          Associate's            272000         180000
## 22                    3                  PhD            275000         140000
## 23                    4           Bachelor's            234000         145000
## 24                    6           Bachelor's            240000         130000
## 25                    2                  PhD            257000         155000
## 26                    8             Master's            354000         150000
## 27                   10           Bachelor's            222000         141000
## 28                    3          Associate's            247000         141000
## 29                    8                  PhD            324000         140000
## 30                    4          Associate's            258000         140000
## 31                    3           Bachelor's            248000         140000
## 32                    7 Bootcamp/Self-taught            244000         160000
## 33                    9           Bachelor's            196000         140000
## 34                   11             Master's            374400         180000
## 35                    8                  PhD            253000         141000
## 36                    9                  PhD            312000         130000
## 37                    9             Master's            244000         157000
## 38                    6                  PhD            348000         155000
## 39                    5             Master's            360000         160000
## 40                    9             Master's            295000         145000
## 41                    7             Master's            281000         140000
## 42                    2           Bachelor's            283000         160000
## 43                    4             Master's            252000         125000
## 44                   10             Master's            233000         140000
## 45                    7 Bootcamp/Self-taught            214000         180000
## 46                    9          Associate's            240000         100000
## 47                    4 Bootcamp/Self-taught            261000         155000
## 48                    3           Bachelor's            323000         155000
## 49                    6             Master's            298000         141000
## 50                    6           Bachelor's            253000         141000
## 51                    8             Master's            336000         145000
## 52                    6             Master's            217000         138000
## 53                    5          Associate's            281000         180000
## 54                    2             Master's            360000         160000
## 55                    3           Bachelor's            231000          90000
## 56                    9                  PhD            270000         130000
## 57                    4             Master's            257000         160000
## 58                    7 Bootcamp/Self-taught            336000         145000
## 59                    5 Bootcamp/Self-taught            327000         160000
## 60                    8                  PhD            248000         140000
## 61                    4 Bootcamp/Self-taught            232000         160000
## 62                    8                  PhD            216000          95000
## 63                    9          Associate's            241000         120000
## 64                    3             Master's            354000         160000
## 65                    4                  PhD            219000         145000
## 66                    6           Bachelor's            312000         140000
## 67                    9           Bachelor's            261600         157000
## 68                    3 Bootcamp/Self-taught            238000         160000
## 69                    6             Master's            238000         145000
## 70                    5          Associate's            313000         120000
## 71                    7                  PhD            217000         140000
## 72                    5                  PhD            197000         141000
## 73                    3             Master's            214000         155000
## 74                    7           Bachelor's            373000         180000
## 75                    2                  PhD            344000         160000
## 76                    5          Associate's            293000         160000
## 77                    6                  PhD            229000         157000
## 78                   10                  PhD            336000         180000
## 79                    6          Associate's            234000         138000
## 80                    8           Bachelor's            231000         180000
## 81                    3           Bachelor's            314000         141000
## 82                    4           Bachelor's            348000         155000
## 83                    9             Master's            253000         145000
## 84                    5             Master's            206000         160000
## 85                    4 Bootcamp/Self-taught            302000         140000
## 86                    4           Bachelor's            205000         130000
## 87                    7             Master's            234000         145000
## 88                    3             Master's            247000         155000
## 89                    9                  PhD            237000         160000
## 90                    8           Bachelor's            299000         160000
## 91                   11           Bachelor's            328000         180000
## 92                    3             Master's            248000         160000
## 93                    3          Associate's            203000         150000
## 94                    6             Master's            209000         160000
## 95                    3                  PhD            216000          95000
## 96                    6             Master's            318000         160000
## 97                    7                  PhD            348000         155000
## 98                    3           Bachelor's            336000         145000
## 99                    7           Bachelor's            279000         120000
## 100                   7             Master's            264000         130000
## 101                   9          Associate's            221000         160000
## 102                   4             Master's            257000         120000
## 103                   8             Master's            264000         130000
## 104                   7          Associate's            208000         145000
## 105                  12             Master's            199000         180000
## 106                   6           Bachelor's            326000         145000
## 107                  10          Associate's            223000         140000
## 108                   5          Associate's            198000         120000
## 109                   4                  PhD            216000          95000
## 110                   6                  PhD            242000         140000
## 111                   3           Bachelor's            217000         125000
## 112                   6             Master's            234000         138000
## 113                   7             Master's            235000         130000
## 114                   3 Bootcamp/Self-taught            213000         130000
## 115                  12           Bachelor's            329000         180000
## 116                   7 Bootcamp/Self-taught            307000         120000
## 117                   4           Bachelor's            336000         145000
## 118                  10           Bachelor's            324000         141000
## 119                   4                  PhD            263000         160000
## 120                   6             Master's            225000         138000
## 121                   7          Associate's            205000         100000
## 122                   5             Master's            263000         160000
## 123                   8           Bachelor's            209000         115000
## 124                   4                  PhD            348000         155000
## 125                   3             Master's            203000         130000
## 126                   6             Master's            226000         150000
## 127                   6             Master's            270000         145000
## 128                   6                  PhD            310000         180000
## 129                   4           Bachelor's            354000         150000
## 130                   9                  PhD            229000         141000
## 131                   4           Bachelor's            304000         160000
## 132                   3 Bootcamp/Self-taught            211000         125000
## 133                  10                  PhD            259000         180000
## 134                   7             Master's            312000         130000
## 135                   2          Associate's            240000          90000
## 136                   8                  PhD            239000         157000
## 137                   4 Bootcamp/Self-taught            214000         150000
## 138                   6          Associate's            247000         110000
## 139                   5 Bootcamp/Self-taught            247000         125000
## 140                   7             Master's            280000         155000
## 141                   4                  PhD            348000         155000
## 142                   8          Associate's            248000         160000
## 143                  13                  PhD            199000         180000
## 144                   3             Master's            243000         100000
## 145                   8                  PhD            199000         140000
## 146                   3             Master's            216000         145000
## 147                  10          Associate's            204000         140000
## 148                  10             Master's            261600         157000
## 149                   2           Bachelor's            273000         150000
## 150                   9                  PhD            312000         140000
## 151                   9 Bootcamp/Self-taught            269000         180000
## 152                   2 Bootcamp/Self-taught            250000         145000
## 153                   3             Master's            324000         141000
## 154                   2 Bootcamp/Self-taught            234000         138000
## 155                   7                  PhD            261600         157000
## 156                   5                  PhD            234000         125000
## 157                  10           Bachelor's            213000         145000
## 158                  12             Master's            360000         180000
## 159                   5           Bachelor's            261000         130000
## 160                   3          Associate's            206000          90000
## 161                   5                  PhD            201000         138000
## 162                  10             Master's            317000         120000
## 163                   8             Master's            271000         150000
## 164                  11           Bachelor's            292000         180000
## 165                   7                  PhD            201000         160000
## 166                  10 Bootcamp/Self-taught            201000         140000
## 167                   7                  PhD            240000         100000
## 168                   9          Associate's            204000         110000
## 169                   7             Master's            203000         130000
## 170                   8 Bootcamp/Self-taught            330000         160000
## 171                   7                  PhD            235000         160000
## 172                   7             Master's            211000         100000
## 173                   8             Master's            215000         141000
## 174                   3           Bachelor's            231000         160000
## 175                   7             Master's            270000         141000
## 176                  13           Bachelor's            209000         180000
## 177                   7                  PhD            250000         140000
## 178                  12 Bootcamp/Self-taught            349000         180000
## 179                   6             Master's            324000         180000
## 180                   9           Bachelor's            254000         160000
## 181                   8           Bachelor's            245000         180000
## 182                   5           Bachelor's            230000          90000
## 183                   3                  PhD            234000         100000
## 184                   8           Bachelor's            285000         130000
## 185                   7             Master's            244000         120000
## 186                   6             Master's            329000         155000
## 187                   4 Bootcamp/Self-taught            225000         125000
## 188                   5 Bootcamp/Self-taught            275000         115000
## 189                   3           Bachelor's            232000         145000
## 190                   7           Bachelor's            255000         145000
## 191                   5                  PhD            227000         140000
## 192                  10           Bachelor's            280000         140000
## 193                  11             Master's            218000         115000
## 194                   2             Master's            353000         150000
## 195                   8                  PhD            324000         140000
## 196                   5 Bootcamp/Self-taught            284000         145000
## 197                   2          Associate's            251000         160000
## 198                   3             Master's            360000         160000
## 199                   5                  PhD            291000         115000
## 200                   4 Bootcamp/Self-taught            217000         155000
## 201                   9           Bachelor's            336000         120000
## 202                   5                  PhD            318000         145000
## 203                   4           Bachelor's            240000          90000
## 204                   8                  PhD            264000         125000
## 205                   6 Bootcamp/Self-taught            208000         157000
## 206                   8                  PhD            264000         130000
## 207                   8                  PhD            283000         180000
## 208                   4                  PhD            312000         140000
## 209                   3             Master's            241000         155000
## 210                   8          Associate's            222000         138000
## 211                  10             Master's            336000         145000
## 212                  12           Bachelor's            227000         180000
## 213                   4           Bachelor's            216000          95000
## 214                   6                  PhD            269000         180000
## 215                   7             Master's            208000         160000
## 216                   9             Master's            203000         145000
## 217                   5             Master's            266000         155000
## 218                  10           Bachelor's            196000         141000
## 219                   4                  PhD            300000         145000
## 220                  12          Associate's            297000         115000
## 221                   5 Bootcamp/Self-taught            222000         140000
## 222                   2                  PhD            253000         155000
## 223                  14           Bachelor's            276000         180000
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## 724                   4                  PhD            312000         140000
## 725                   2          Associate's            200000         160000
## 726                   3                  PhD            234000         100000
## 727                   8             Master's            227000         180000
## 728                   6          Associate's            252000         140000
## 729                   5                  PhD            360000         160000
## 730                  10 Bootcamp/Self-taught            235000         140000
## 731                   5 Bootcamp/Self-taught            284000         145000
## 732                   6           Bachelor's            326000         145000
## 733                   4                  PhD            348000         155000
## 734                   7           Bachelor's            208000         130000
## 735                  11                  PhD            252000         110000
## 736                   8                  PhD            248000         140000
## 737                   7                  PhD            237000         145000
## 738                   9                  PhD            270000         130000
## 739                   5          Associate's            213000         180000
## 740                   2             Master's            200000         138000
## 741                   7                  PhD            202000         145000
## 742                   7 Bootcamp/Self-taught            232000         115000
## 743                   6          Associate's            247000         110000
## 744                   6             Master's            345000         180000
## 745                  12          Associate's            274000         180000
## 746                   6 Bootcamp/Self-taught            238000         141000
## 747                   6                  PhD            230000         140000
## 748                   5          Associate's            213000         130000
## 749                   3             Master's            216000         145000
## 750                   3          Associate's            243000         160000
## 751                   7 Bootcamp/Self-taught            209000         150000
## 752                   3 Bootcamp/Self-taught            208000         140000
## 753                   5           Bachelor's            222000         145000
## 754                   6           Bachelor's            240000         130000
## 755                   4          Associate's            240000          90000
## 756                  10 Bootcamp/Self-taught            200000         120000
## 757                   9             Master's            261600         157000
## 758                   8                  PhD            246000         100000
## 759                   8             Master's            264000         130000
## 760                   4           Bachelor's            240000          90000
## 761                  11                  PhD            252000         110000
## 762                   7 Bootcamp/Self-taught            312000         140000
## 763                   4             Master's            340000         160000
## 764                   6          Associate's            272000         180000
## 765                   8                  PhD            222000         100000
## 766                  11 Bootcamp/Self-taught            200000         157000
## 767                   5 Bootcamp/Self-taught            283000         140000
## 768                   4 Bootcamp/Self-taught            230000         140000
## 769                  10 Bootcamp/Self-taught            197000         140000
## 770                   8 Bootcamp/Self-taught            264000         130000
## 771                   6          Associate's            211000         140000
## 772                   8             Master's            215000         141000
## 773                   4             Master's            340000         160000
## 774                   7 Bootcamp/Self-taught            336000         145000
## 775                   7 Bootcamp/Self-taught            324000         140000
## 776                   6                  PhD            269000         180000
## 777                  11             Master's            374400         180000
## 778                  13           Bachelor's            209000         180000
## 779                   3                  PhD            287000         145000
## 780                   5                  PhD            260000         125000
## 781                   3 Bootcamp/Self-taught            227000         141000
## 782                   5                  PhD            240000          90000
## 783                   9          Associate's            214000         160000
## 784                  10                  PhD            273000         115000
## 785                   2                  PhD            344000         160000
## 786                   7                  PhD            202000         145000
## 787                   8 Bootcamp/Self-taught            330000         160000
## 788                   3             Master's            221000         160000
## 789                   8                  PhD            222000         100000
## 790                   8             Master's            212000         145000
## 791                   3 Bootcamp/Self-taught            348000         155000
## 792                  10                  PhD            336000         180000
## 793                  12             Master's            360000         180000
## 794                   6 Bootcamp/Self-taught            209000         150000
## 795                   8          Associate's            232000         150000
## 796                  13           Bachelor's            209000         180000
## 797                   5                  PhD            240000          90000
## 798                  10                  PhD            235000         120000
## 799                   2           Bachelor's            283000         160000
## 800                  12                  PhD            217000         115000
## 801                   8             Master's            231000         160000
## 802                   5                  PhD            291000         115000
## 803                  10             Master's            233000         140000
## 804                   5 Bootcamp/Self-taught            327000         160000
## 805                   4             Master's            259000         130000
## 806                   9          Associate's            221000         160000
## 807                   6           Bachelor's            326000         145000
## 808                   5                  PhD            262000         115000
## 809                   5             Master's            301000         160000
## 810                  10 Bootcamp/Self-taught            196000         140000
## 811                   2                  PhD            344000         160000
## 812                   4                  PhD            348000         145000
## 813                   3 Bootcamp/Self-taught            261000         155000
## 814                   6                  PhD            269000         180000
## 815                   4           Bachelor's            240000          90000
## 816                   9 Bootcamp/Self-taught            316000         180000
## 817                   7             Master's            296000         100000
## 818                   8             Master's            231000         160000
## 819                   7                  PhD            336000         145000
## 820                   5                  PhD            260000         125000
## 821                   3           Bachelor's            265000         125000
## 822                   3                  PhD            307000         160000
## 823                   6           Bachelor's            267000         150000
## 824                  12 Bootcamp/Self-taught            307000         180000
## 825                   6             Master's            260000         160000
## 826                  12                  PhD            217000         115000
## 827                   6                  PhD            255000         180000
## 828                   2             Master's            353000         150000
## 829                   7           Bachelor's            208000         130000
## 830                   6             Master's            246000         125000
## 831                   5                  PhD            354000         150000
## 832                   7          Associate's            241000         140000
## 833                   8          Associate's            221000         150000
## 834                   7             Master's            348000         145000
## 835                  10             Master's            261600         157000
## 836                   7             Master's            254000         140000
## 837                   4 Bootcamp/Self-taught            336000         145000
## 838                   7             Master's            348000         145000
## 839                   6                  PhD            242000         140000
## 840                   3             Master's            360000         160000
## 841                   4          Associate's            258000         140000
## 842                   9             Master's            374400         180000
## 843                   7          Associate's            303000         140000
## 844                   6                  PhD            220000         140000
## 845                   7 Bootcamp/Self-taught            293000         145000
## 846                   8                  PhD            216000          95000
## 847                   3                  PhD            233000         130000
## 848                   6             Master's            324000         180000
## 849                   8                  PhD            248000         140000
## 850                  12          Associate's            224000         180000
## 851                   7 Bootcamp/Self-taught            291000         155000
## 852                   8             Master's            264000         130000
## 853                   9             Master's            324000         141000
## 854                  12          Associate's            297000         115000
## 855                   5                  PhD            354000         150000
## 856                   4                  PhD            216000          95000
## 857                   7          Associate's            212000         155000
## 858                   5 Bootcamp/Self-taught            204000         141000
## 859                   3                  PhD            258000         145000
## 860                   9             Master's            324000         141000
## 861                   5 Bootcamp/Self-taught            204000         141000
## 862                   8                  PhD            224000         115000
## 863                   3 Bootcamp/Self-taught            227000         141000
## 864                  12 Bootcamp/Self-taught            307000         180000
## 865                   4             Master's            340000         150000
## 866                   4           Bachelor's            253000         150000
## 867                   5                  PhD            234000         160000
## 868                   3          Associate's            206000         160000
## 869                   6                  PhD            310000         180000
## 870                   7 Bootcamp/Self-taught            323000         160000
## 871                  11             Master's            226000         180000
## 872                   3 Bootcamp/Self-taught            216000          95000
## 873                   8                  PhD            360000         160000
## 874                   3             Master's            203000         130000
## 875                   7             Master's            302000         160000
## 876                  10             Master's            261600         157000
## 877                   3           Bachelor's            336000         145000
## 878                   3                  PhD            204000         100000
## 879                   7             Master's            324000         141000
## 880                   6           Bachelor's            253000         141000
## 881                   2             Master's            296000         100000
## 882                   6                  PhD            354000         150000
## 883                   5          Associate's            198000         120000
## 884                   4           Bachelor's            228000         150000
## 885                   3           Bachelor's            206000          90000
## 886                   8             Master's            336000         145000
## 887                   8           Bachelor's            233000         157000
## 888                   7 Bootcamp/Self-taught            226000         160000
## 889                   7                  PhD            261600         157000
## 890                   6 Bootcamp/Self-taught            215000         180000
## 891                   6 Bootcamp/Self-taught            208000         157000
## 892                  13 Bootcamp/Self-taught            349000         180000
## 893                   9           Bachelor's            336000         120000
## 894                   8          Associate's            221000         150000
## 895                   8           Bachelor's            203000         138000
## 896                   3                  PhD            215000         155000
## 897                   7           Bachelor's            220000         115000
## 898                   4                  PhD            234000         138000
## 899                   4          Associate's            206000         141000
##     salary_max_usd          city     country  remote_work        company_size
## 1           290000        Boston         USA      On-site      Startup (1-50)
## 2           300000       Seattle         USA Fully Remote   Big Tech (FAANG+)
## 3           260000   Los Angeles         USA Fully Remote  Enterprise (5000+)
## 4           260000        Boston         USA Fully Remote Mid-size (501-5000)
## 5           312000        Remote      Global Fully Remote      Startup (1-50)
## 6           290000         Dubai         UAE       Hybrid      Startup (1-50)
## 7           260000        Sydney   Australia       Hybrid   Big Tech (FAANG+)
## 8           300000       Chicago         USA      On-site   Big Tech (FAANG+)
## 9           260000         Dubai         UAE      On-site   Big Tech (FAANG+)
## 10          180000   Los Angeles         USA      On-site  Enterprise (5000+)
## 11          280000       Toronto      Canada Fully Remote  Enterprise (5000+)
## 12          280000 San Francisco         USA       Hybrid        SME (51-500)
## 13          180000 San Francisco         USA       Hybrid Mid-size (501-5000)
## 14          210000        Boston         USA       Hybrid  Enterprise (5000+)
## 15          290000        Zurich Switzerland      On-site   Big Tech (FAANG+)
## 16          270000        Remote      Global       Hybrid  Enterprise (5000+)
## 17          312000        London          UK       Hybrid      Startup (1-50)
## 18          250000     Amsterdam Netherlands       Hybrid  Enterprise (5000+)
## 19          195000       Chicago         USA Fully Remote Mid-size (501-5000)
## 20          270000         Dubai         UAE       Hybrid Mid-size (501-5000)
## 21          312000        Remote      Global       Hybrid Mid-size (501-5000)
## 22          270000        Boston         USA       Hybrid  Enterprise (5000+)
## 23          280000        Remote      Global      On-site Mid-size (501-5000)
## 24          220000        Boston         USA      On-site        SME (51-500)
## 25          290000     Singapore   Singapore      On-site      Startup (1-50)
## 26          295000   Los Angeles         USA Fully Remote  Enterprise (5000+)
## 27          270000       Chicago         USA       Hybrid   Big Tech (FAANG+)
## 28          270000       Toronto      Canada       Hybrid   Big Tech (FAANG+)
## 29          270000       Seattle         USA      On-site Mid-size (501-5000)
## 30          260000         Paris      France Fully Remote   Big Tech (FAANG+)
## 31          270000        Remote      Global       Hybrid Mid-size (501-5000)
## 32          300000        Zurich Switzerland      On-site Mid-size (501-5000)
## 33          270000       Chicago         USA      On-site Mid-size (501-5000)
## 34          312000      New York         USA       Hybrid   Big Tech (FAANG+)
## 35          270000       Toronto      Canada       Hybrid   Big Tech (FAANG+)
## 36          260000        Remote      Global       Hybrid   Big Tech (FAANG+)
## 37          218000       Toronto      Canada       Hybrid   Big Tech (FAANG+)
## 38          290000 San Francisco         USA      On-site   Big Tech (FAANG+)
## 39          300000        Berlin     Germany       Hybrid   Big Tech (FAANG+)
## 40          290000      New York         USA       Hybrid   Big Tech (FAANG+)
## 41          260000         Paris      France Fully Remote  Enterprise (5000+)
## 42          300000     Amsterdam Netherlands      On-site   Big Tech (FAANG+)
## 43          240000        Remote      Global       Hybrid   Big Tech (FAANG+)
## 44          260000        Zurich Switzerland      On-site      Startup (1-50)
## 45          312000        Remote      Global      On-site      Startup (1-50)
## 46          200000 San Francisco         USA Fully Remote Mid-size (501-5000)
## 47          290000        Sydney   Australia       Hybrid   Big Tech (FAANG+)
## 48          290000       Seattle         USA Fully Remote  Enterprise (5000+)
## 49          270000   Los Angeles         USA       Hybrid      Startup (1-50)
## 50          270000     Singapore   Singapore      On-site Mid-size (501-5000)
## 51          280000        Remote      Global Fully Remote  Enterprise (5000+)
## 52          195000        Boston         USA      On-site   Big Tech (FAANG+)
## 53          312000        Sydney   Australia Fully Remote  Enterprise (5000+)
## 54          300000       Seattle         USA      On-site   Big Tech (FAANG+)
## 55          200000        Zurich Switzerland       Hybrid   Big Tech (FAANG+)
## 56          260000        Remote      Global      On-site   Big Tech (FAANG+)
## 57          300000        Remote      Global      On-site        SME (51-500)
## 58          280000        Austin         USA Fully Remote   Big Tech (FAANG+)
## 59          300000         Tokyo       Japan       Hybrid   Big Tech (FAANG+)
## 60          260000        Boston         USA Fully Remote   Big Tech (FAANG+)
## 61          300000         Dubai         UAE Fully Remote Mid-size (501-5000)
## 62          180000        Austin         USA       Hybrid   Big Tech (FAANG+)
## 63          280000        Sydney   Australia Fully Remote   Big Tech (FAANG+)
## 64          300000       Seattle         USA Fully Remote Mid-size (501-5000)
## 65          280000       Chicago         USA       Hybrid Mid-size (501-5000)
## 66          260000       Seattle         USA      On-site   Big Tech (FAANG+)
## 67          218000   Los Angeles         USA      On-site  Enterprise (5000+)
## 68          300000        Remote      Global       Hybrid      Startup (1-50)
## 69          280000        Sydney   Australia       Hybrid        SME (51-500)
## 70          280000        Remote      Global Fully Remote   Big Tech (FAANG+)
## 71          270000     Singapore   Singapore      On-site   Big Tech (FAANG+)
## 72          270000        Austin         USA       Hybrid Mid-size (501-5000)
## 73          290000       Toronto      Canada      On-site        SME (51-500)
## 74          312000       Toronto      Canada       Hybrid   Big Tech (FAANG+)
## 75          300000       Chicago         USA       Hybrid Mid-size (501-5000)
## 76          300000         Dubai         UAE Fully Remote  Enterprise (5000+)
## 77          218000         Paris      France       Hybrid  Enterprise (5000+)
## 78          320000       Chicago         USA Fully Remote  Enterprise (5000+)
## 79          195000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 80          320000        Austin         USA Fully Remote Mid-size (501-5000)
## 81          270000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 82          290000 San Francisco         USA      On-site Mid-size (501-5000)
## 83          280000       Seattle         USA      On-site Mid-size (501-5000)
## 84          300000     Singapore   Singapore       Hybrid   Big Tech (FAANG+)
## 85          260000        London          UK Fully Remote   Big Tech (FAANG+)
## 86          260000         Tokyo       Japan      On-site   Big Tech (FAANG+)
## 87          280000         Tokyo       Japan Fully Remote        SME (51-500)
## 88          290000     Singapore   Singapore       Hybrid   Big Tech (FAANG+)
## 89          300000       Toronto      Canada       Hybrid Mid-size (501-5000)
## 90          300000        Berlin     Germany      On-site   Big Tech (FAANG+)
## 91          312000   Los Angeles         USA      On-site        SME (51-500)
## 92          300000        Sydney   Australia      On-site      Startup (1-50)
## 93          295000     Singapore   Singapore Fully Remote        SME (51-500)
## 94          300000       Seattle         USA      On-site Mid-size (501-5000)
## 95          180000        Austin         USA       Hybrid   Big Tech (FAANG+)
## 96          300000        London          UK      On-site   Big Tech (FAANG+)
## 97          290000     Amsterdam Netherlands Fully Remote   Big Tech (FAANG+)
## 98          280000      New York         USA       Hybrid        SME (51-500)
## 99          280000       Chicago         USA      On-site  Enterprise (5000+)
## 100         220000   Los Angeles         USA      On-site   Big Tech (FAANG+)
## 101         300000        Remote      Global       Hybrid   Big Tech (FAANG+)
## 102         280000         Dubai         UAE Fully Remote Mid-size (501-5000)
## 103         220000       Chicago         USA       Hybrid  Enterprise (5000+)
## 104         280000       Seattle         USA       Hybrid  Enterprise (5000+)
## 105         320000      New York         USA Fully Remote Mid-size (501-5000)
## 106         290000      New York         USA       Hybrid        SME (51-500)
## 107         260000 San Francisco         USA      On-site        SME (51-500)
## 108         280000      New York         USA Fully Remote Mid-size (501-5000)
## 109         180000       Chicago         USA       Hybrid   Big Tech (FAANG+)
## 110         260000      New York         USA       Hybrid Mid-size (501-5000)
## 111         240000        Remote      Global Fully Remote   Big Tech (FAANG+)
## 112         195000 San Francisco         USA Fully Remote Mid-size (501-5000)
## 113         260000         Dubai         UAE Fully Remote        SME (51-500)
## 114         220000       Chicago         USA      On-site  Enterprise (5000+)
## 115         320000        London          UK       Hybrid  Enterprise (5000+)
## 116         280000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 117         280000       Chicago         USA       Hybrid  Enterprise (5000+)
## 118         270000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 119         300000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 120         195000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 121         250000        Boston         USA       Hybrid   Big Tech (FAANG+)
## 122         300000        Sydney   Australia Fully Remote  Enterprise (5000+)
## 123         280000        Berlin     Germany       Hybrid Mid-size (501-5000)
## 124         290000 San Francisco         USA       Hybrid      Startup (1-50)
## 125         220000        Remote      Global       Hybrid      Startup (1-50)
## 126         295000     Amsterdam Netherlands Fully Remote        SME (51-500)
## 127         280000 San Francisco         USA Fully Remote  Enterprise (5000+)
## 128         320000        Austin         USA Fully Remote  Enterprise (5000+)
## 129         295000      New York         USA       Hybrid   Big Tech (FAANG+)
## 130         270000        London          UK       Hybrid Mid-size (501-5000)
## 131         300000       Seattle         USA      On-site        SME (51-500)
## 132         240000        Austin         USA       Hybrid  Enterprise (5000+)
## 133         320000         Paris      France       Hybrid   Big Tech (FAANG+)
## 134         260000       Chicago         USA Fully Remote  Enterprise (5000+)
## 135         200000       Chicago         USA       Hybrid   Big Tech (FAANG+)
## 136         218000        Berlin     Germany Fully Remote   Big Tech (FAANG+)
## 137         295000      New York         USA Fully Remote      Startup (1-50)
## 138         210000 San Francisco         USA       Hybrid        SME (51-500)
## 139         240000         Tokyo       Japan      On-site   Big Tech (FAANG+)
## 140         290000         Dubai         UAE      On-site        SME (51-500)
## 141         290000   Los Angeles         USA Fully Remote  Enterprise (5000+)
## 142         300000      New York         USA       Hybrid        SME (51-500)
## 143         320000       Toronto      Canada      On-site  Enterprise (5000+)
## 144         250000      New York         USA Fully Remote        SME (51-500)
## 145         260000        Zurich Switzerland Fully Remote  Enterprise (5000+)
## 146         280000        London          UK      On-site      Startup (1-50)
## 147         260000        London          UK      On-site  Enterprise (5000+)
## 148         218000       Seattle         USA       Hybrid Mid-size (501-5000)
## 149         295000        Remote      Global      On-site        SME (51-500)
## 150         260000      New York         USA Fully Remote   Big Tech (FAANG+)
## 151         312000 San Francisco         USA      On-site        SME (51-500)
## 152         280000        Remote      Global      On-site Mid-size (501-5000)
## 153         270000       Seattle         USA       Hybrid Mid-size (501-5000)
## 154         195000        Remote      Global       Hybrid   Big Tech (FAANG+)
## 155         218000         Paris      France       Hybrid  Enterprise (5000+)
## 156         240000      New York         USA       Hybrid      Startup (1-50)
## 157         280000        Austin         USA Fully Remote   Big Tech (FAANG+)
## 158         312000       Seattle         USA       Hybrid      Startup (1-50)
## 159         260000      New York         USA      On-site   Big Tech (FAANG+)
## 160         200000        Remote      Global Fully Remote   Big Tech (FAANG+)
## 161         195000        London          UK Fully Remote   Big Tech (FAANG+)
## 162         280000 San Francisco         USA Fully Remote  Enterprise (5000+)
## 163         295000         Tokyo       Japan      On-site Mid-size (501-5000)
## 164         312000        Austin         USA       Hybrid      Startup (1-50)
## 165         300000        Zurich Switzerland       Hybrid  Enterprise (5000+)
## 166         260000        Berlin     Germany       Hybrid Mid-size (501-5000)
## 167         200000        Austin         USA      On-site        SME (51-500)
## 168         210000        Zurich Switzerland Fully Remote   Big Tech (FAANG+)
## 169         260000       Chicago         USA      On-site        SME (51-500)
## 170         300000   Los Angeles         USA      On-site Mid-size (501-5000)
## 171         300000       Toronto      Canada Fully Remote Mid-size (501-5000)
## 172         250000        Remote      Global       Hybrid Mid-size (501-5000)
## 173         270000        Sydney   Australia      On-site      Startup (1-50)
## 174         300000         Dubai         UAE       Hybrid      Startup (1-50)
## 175         270000         Paris      France      On-site  Enterprise (5000+)
## 176         320000        Zurich Switzerland Fully Remote   Big Tech (FAANG+)
## 177         270000      New York         USA       Hybrid        SME (51-500)
## 178         320000 San Francisco         USA       Hybrid      Startup (1-50)
## 179         320000        Austin         USA Fully Remote  Enterprise (5000+)
## 180         300000         Tokyo       Japan      On-site        SME (51-500)
## 181         312000 San Francisco         USA      On-site  Enterprise (5000+)
## 182         200000         Paris      France       Hybrid   Big Tech (FAANG+)
## 183         200000 San Francisco         USA      On-site        SME (51-500)
## 184         260000        Sydney   Australia Fully Remote   Big Tech (FAANG+)
## 185         280000        Boston         USA       Hybrid  Enterprise (5000+)
## 186         290000        Austin         USA Fully Remote Mid-size (501-5000)
## 187         240000        Sydney   Australia      On-site   Big Tech (FAANG+)
## 188         280000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 189         280000 San Francisco         USA Fully Remote   Big Tech (FAANG+)
## 190         280000      New York         USA       Hybrid Mid-size (501-5000)
## 191         260000 San Francisco         USA       Hybrid Mid-size (501-5000)
## 192         260000      New York         USA      On-site        SME (51-500)
## 193         280000       Toronto      Canada Fully Remote  Enterprise (5000+)
## 194         295000        Sydney   Australia Fully Remote   Big Tech (FAANG+)
## 195         270000      New York         USA Fully Remote   Big Tech (FAANG+)
## 196         290000      New York         USA       Hybrid        SME (51-500)
## 197         300000        Boston         USA Fully Remote        SME (51-500)
## 198         300000        Austin         USA Fully Remote  Enterprise (5000+)
## 199         280000        Sydney   Australia       Hybrid  Enterprise (5000+)
## 200         290000     Singapore   Singapore Fully Remote        SME (51-500)
## 201         280000       Seattle         USA Fully Remote Mid-size (501-5000)
## 202         290000        Remote      Global Fully Remote  Enterprise (5000+)
## 203         200000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 204         240000        Austin         USA       Hybrid Mid-size (501-5000)
## 205         218000 San Francisco         USA      On-site   Big Tech (FAANG+)
## 206         220000        Boston         USA       Hybrid Mid-size (501-5000)
## 207         312000   Los Angeles         USA      On-site   Big Tech (FAANG+)
## 208         260000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 209         290000       Seattle         USA      On-site        SME (51-500)
## 210         195000 San Francisco         USA      On-site        SME (51-500)
## 211         280000        Remote      Global       Hybrid Mid-size (501-5000)
## 212         320000        Boston         USA       Hybrid      Startup (1-50)
## 213         180000      New York         USA       Hybrid   Big Tech (FAANG+)
## 214         320000     Amsterdam Netherlands Fully Remote   Big Tech (FAANG+)
## 215         300000         Paris      France Fully Remote  Enterprise (5000+)
## 216         280000        Berlin     Germany      On-site Mid-size (501-5000)
## 217         290000        Sydney   Australia Fully Remote      Startup (1-50)
## 218         270000        Sydney   Australia       Hybrid      Startup (1-50)
## 219         290000       Seattle         USA       Hybrid        SME (51-500)
## 220         280000      New York         USA      On-site   Big Tech (FAANG+)
## 221         270000 San Francisco         USA       Hybrid Mid-size (501-5000)
## 222         290000     Amsterdam Netherlands       Hybrid  Enterprise (5000+)
## 223         320000         Paris      France       Hybrid        SME (51-500)
## 224         280000      New York         USA Fully Remote  Enterprise (5000+)
## 225         280000       Seattle         USA       Hybrid        SME (51-500)
## 226         320000        Austin         USA       Hybrid   Big Tech (FAANG+)
## 227         300000     Amsterdam Netherlands      On-site        SME (51-500)
## 228         312000         Tokyo       Japan       Hybrid      Startup (1-50)
## 229         200000 San Francisco         USA Fully Remote   Big Tech (FAANG+)
## 230         300000         Tokyo       Japan       Hybrid  Enterprise (5000+)
## 231         260000        Boston         USA       Hybrid      Startup (1-50)
## 232         290000        Sydney   Australia       Hybrid  Enterprise (5000+)
## 233         240000       Chicago         USA      On-site  Enterprise (5000+)
## 234         260000        London          UK       Hybrid   Big Tech (FAANG+)
## 235         280000        Boston         USA       Hybrid Mid-size (501-5000)
## 236         240000        Berlin     Germany       Hybrid   Big Tech (FAANG+)
## 237         280000     Singapore   Singapore       Hybrid        SME (51-500)
## 238         260000       Seattle         USA       Hybrid   Big Tech (FAANG+)
## 239         260000      New York         USA Fully Remote   Big Tech (FAANG+)
## 240         300000         Paris      France Fully Remote   Big Tech (FAANG+)
## 241         280000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 242         280000 San Francisco         USA Fully Remote        SME (51-500)
## 243         260000        Boston         USA Fully Remote        SME (51-500)
## 244         180000        Austin         USA       Hybrid   Big Tech (FAANG+)
## 245         280000         Dubai         UAE      On-site   Big Tech (FAANG+)
## 246         270000        Boston         USA       Hybrid  Enterprise (5000+)
## 247         270000       Toronto      Canada       Hybrid      Startup (1-50)
## 248         295000        Remote      Global       Hybrid Mid-size (501-5000)
## 249         260000       Chicago         USA Fully Remote Mid-size (501-5000)
## 250         280000         Tokyo       Japan       Hybrid Mid-size (501-5000)
## 251         300000        London          UK      On-site  Enterprise (5000+)
## 252         290000       Toronto      Canada       Hybrid  Enterprise (5000+)
## 253         210000       Chicago         USA       Hybrid   Big Tech (FAANG+)
## 254         300000        Boston         USA Fully Remote   Big Tech (FAANG+)
## 255         250000        Remote      Global       Hybrid   Big Tech (FAANG+)
## 256         280000   Los Angeles         USA       Hybrid        SME (51-500)
## 257         270000     Amsterdam Netherlands      On-site Mid-size (501-5000)
## 258         260000     Singapore   Singapore Fully Remote   Big Tech (FAANG+)
## 259         290000        Boston         USA Fully Remote  Enterprise (5000+)
## 260         200000      New York         USA       Hybrid Mid-size (501-5000)
## 261         200000        Boston         USA Fully Remote        SME (51-500)
## 262         200000 San Francisco         USA       Hybrid Mid-size (501-5000)
## 263         260000 San Francisco         USA      On-site   Big Tech (FAANG+)
## 264         210000        Sydney   Australia Fully Remote      Startup (1-50)
## 265         300000        Remote      Global      On-site   Big Tech (FAANG+)
## 266         280000        Boston         USA       Hybrid        SME (51-500)
## 267         240000       Seattle         USA       Hybrid      Startup (1-50)
## 268         180000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 269         260000        Berlin     Germany      On-site   Big Tech (FAANG+)
## 270         250000        Sydney   Australia Fully Remote      Startup (1-50)
## 271         270000   Los Angeles         USA Fully Remote   Big Tech (FAANG+)
## 272         280000         Tokyo       Japan       Hybrid   Big Tech (FAANG+)
## 273         218000        Boston         USA       Hybrid  Enterprise (5000+)
## 274         200000 San Francisco         USA       Hybrid  Enterprise (5000+)
## 275         260000       Chicago         USA Fully Remote  Enterprise (5000+)
## 276         320000 San Francisco         USA       Hybrid      Startup (1-50)
## 277         260000      New York         USA Fully Remote        SME (51-500)
## 278         200000      New York         USA      On-site   Big Tech (FAANG+)
## 279         280000 San Francisco         USA Fully Remote Mid-size (501-5000)
## 280         290000       Seattle         USA       Hybrid      Startup (1-50)
## 281         300000        Zurich Switzerland Fully Remote        SME (51-500)
## 282         260000       Chicago         USA       Hybrid  Enterprise (5000+)
## 283         300000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 284         290000        Berlin     Germany       Hybrid        SME (51-500)
## 285         195000         Tokyo       Japan       Hybrid   Big Tech (FAANG+)
## 286         270000      New York         USA      On-site Mid-size (501-5000)
## 287         320000        Berlin     Germany Fully Remote Mid-size (501-5000)
## 288         270000       Toronto      Canada      On-site   Big Tech (FAANG+)
## 289         290000        London          UK      On-site        SME (51-500)
## 290         260000 San Francisco         USA Fully Remote   Big Tech (FAANG+)
## 291         260000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 292         312000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 293         295000        Zurich Switzerland      On-site      Startup (1-50)
## 294         270000   Los Angeles         USA       Hybrid   Big Tech (FAANG+)
## 295         270000       Toronto      Canada       Hybrid   Big Tech (FAANG+)
## 296         280000   Los Angeles         USA      On-site   Big Tech (FAANG+)
## 297         320000        Zurich Switzerland Fully Remote  Enterprise (5000+)
## 298         295000     Singapore   Singapore       Hybrid        SME (51-500)
## 299         280000         Tokyo       Japan       Hybrid Mid-size (501-5000)
## 300         210000        Zurich Switzerland      On-site   Big Tech (FAANG+)
## 301         195000      New York         USA Fully Remote Mid-size (501-5000)
## 302         270000        Austin         USA      On-site   Big Tech (FAANG+)
## 303         260000       Toronto      Canada      On-site  Enterprise (5000+)
## 304         260000       Chicago         USA       Hybrid  Enterprise (5000+)
## 305         250000        Zurich Switzerland      On-site   Big Tech (FAANG+)
## 306         250000 San Francisco         USA      On-site   Big Tech (FAANG+)
## 307         290000 San Francisco         USA      On-site Mid-size (501-5000)
## 308         295000        Remote      Global       Hybrid        SME (51-500)
## 309         220000       Seattle         USA       Hybrid   Big Tech (FAANG+)
## 310         200000        Remote      Global       Hybrid   Big Tech (FAANG+)
## 311         295000       Chicago         USA       Hybrid   Big Tech (FAANG+)
## 312         260000     Singapore   Singapore       Hybrid   Big Tech (FAANG+)
## 313         200000        Boston         USA      On-site  Enterprise (5000+)
## 314         200000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 315         300000 San Francisco         USA      On-site Mid-size (501-5000)
## 316         270000        Austin         USA       Hybrid      Startup (1-50)
## 317         270000        Berlin     Germany Fully Remote   Big Tech (FAANG+)
## 318         290000        London          UK      On-site  Enterprise (5000+)
## 319         300000   Los Angeles         USA       Hybrid        SME (51-500)
## 320         312000     Amsterdam Netherlands      On-site Mid-size (501-5000)
## 321         280000         Paris      France Fully Remote   Big Tech (FAANG+)
## 322         280000        Austin         USA      On-site   Big Tech (FAANG+)
## 323         280000        Zurich Switzerland       Hybrid        SME (51-500)
## 324         260000        Zurich Switzerland      On-site   Big Tech (FAANG+)
## 325         210000        Sydney   Australia       Hybrid  Enterprise (5000+)
## 326         280000         Paris      France Fully Remote Mid-size (501-5000)
## 327         312000        Austin         USA      On-site  Enterprise (5000+)
## 328         218000     Amsterdam Netherlands Fully Remote   Big Tech (FAANG+)
## 329         295000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 330         270000         Paris      France       Hybrid      Startup (1-50)
## 331         195000        Austin         USA       Hybrid      Startup (1-50)
## 332         290000      New York         USA       Hybrid Mid-size (501-5000)
## 333         200000 San Francisco         USA       Hybrid Mid-size (501-5000)
## 334         280000         Tokyo       Japan Fully Remote   Big Tech (FAANG+)
## 335         300000     Amsterdam Netherlands Fully Remote      Startup (1-50)
## 336         312000     Singapore   Singapore       Hybrid      Startup (1-50)
## 337         250000       Toronto      Canada Fully Remote  Enterprise (5000+)
## 338         270000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 339         312000        Boston         USA      On-site   Big Tech (FAANG+)
## 340         300000        Sydney   Australia       Hybrid        SME (51-500)
## 341         260000     Amsterdam Netherlands       Hybrid  Enterprise (5000+)
## 342         295000        Zurich Switzerland      On-site   Big Tech (FAANG+)
## 343         280000         Dubai         UAE       Hybrid Mid-size (501-5000)
## 344         312000        Berlin     Germany       Hybrid   Big Tech (FAANG+)
## 345         270000        Sydney   Australia       Hybrid Mid-size (501-5000)
## 346         260000       Chicago         USA       Hybrid   Big Tech (FAANG+)
## 347         220000      New York         USA      On-site Mid-size (501-5000)
## 348         290000         Dubai         UAE       Hybrid        SME (51-500)
## 349         200000        Austin         USA Fully Remote Mid-size (501-5000)
## 350         290000   Los Angeles         USA Fully Remote  Enterprise (5000+)
## 351         290000        Remote      Global       Hybrid Mid-size (501-5000)
## 352         312000       Seattle         USA       Hybrid Mid-size (501-5000)
## 353         200000   Los Angeles         USA      On-site Mid-size (501-5000)
## 354         300000         Paris      France      On-site   Big Tech (FAANG+)
## 355         300000        Austin         USA       Hybrid        SME (51-500)
## 356         280000        Boston         USA Fully Remote  Enterprise (5000+)
## 357         290000       Seattle         USA Fully Remote  Enterprise (5000+)
## 358         240000 San Francisco         USA      On-site        SME (51-500)
## 359         312000       Seattle         USA       Hybrid Mid-size (501-5000)
## 360         280000        Zurich Switzerland       Hybrid Mid-size (501-5000)
## 361         300000         Dubai         UAE       Hybrid      Startup (1-50)
## 362         280000        Berlin     Germany Fully Remote   Big Tech (FAANG+)
## 363         300000       Chicago         USA       Hybrid   Big Tech (FAANG+)
## 364         280000        Boston         USA Fully Remote Mid-size (501-5000)
## 365         295000       Chicago         USA      On-site Mid-size (501-5000)
## 366         312000      New York         USA Fully Remote  Enterprise (5000+)
## 367         220000        Remote      Global Fully Remote  Enterprise (5000+)
## 368         270000        London          UK       Hybrid   Big Tech (FAANG+)
## 369         280000        Boston         USA       Hybrid        SME (51-500)
## 370         260000        Boston         USA Fully Remote  Enterprise (5000+)
## 371         218000       Toronto      Canada       Hybrid   Big Tech (FAANG+)
## 372         300000        Remote      Global Fully Remote   Big Tech (FAANG+)
## 373         240000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 374         312000      New York         USA       Hybrid Mid-size (501-5000)
## 375         280000 San Francisco         USA       Hybrid Mid-size (501-5000)
## 376         312000        London          UK      On-site Mid-size (501-5000)
## 377         295000        London          UK       Hybrid   Big Tech (FAANG+)
## 378         312000         Paris      France Fully Remote   Big Tech (FAANG+)
## 379         320000 San Francisco         USA Fully Remote        SME (51-500)
## 380         280000      New York         USA      On-site  Enterprise (5000+)
## 381         295000       Seattle         USA      On-site   Big Tech (FAANG+)
## 382         280000         Tokyo       Japan       Hybrid   Big Tech (FAANG+)
## 383         260000         Dubai         UAE       Hybrid   Big Tech (FAANG+)
## 384         270000        Remote      Global Fully Remote Mid-size (501-5000)
## 385         280000        Zurich Switzerland       Hybrid        SME (51-500)
## 386         280000      New York         USA Fully Remote  Enterprise (5000+)
## 387         220000 San Francisco         USA Fully Remote   Big Tech (FAANG+)
## 388         260000        Sydney   Australia Fully Remote  Enterprise (5000+)
## 389         290000         Tokyo       Japan       Hybrid Mid-size (501-5000)
## 390         270000 San Francisco         USA       Hybrid  Enterprise (5000+)
## 391         290000        Remote      Global      On-site   Big Tech (FAANG+)
## 392         320000         Dubai         UAE       Hybrid   Big Tech (FAANG+)
## 393         312000        Austin         USA       Hybrid  Enterprise (5000+)
## 394         312000        Zurich Switzerland       Hybrid      Startup (1-50)
## 395         320000      New York         USA Fully Remote   Big Tech (FAANG+)
## 396         295000     Singapore   Singapore Fully Remote  Enterprise (5000+)
## 397         195000       Seattle         USA Fully Remote      Startup (1-50)
## 398         270000       Chicago         USA      On-site Mid-size (501-5000)
## 399         300000   Los Angeles         USA       Hybrid   Big Tech (FAANG+)
## 400         270000        Sydney   Australia       Hybrid Mid-size (501-5000)
## 401         270000        Austin         USA      On-site  Enterprise (5000+)
## 402         280000        Austin         USA      On-site   Big Tech (FAANG+)
## 403         260000       Seattle         USA       Hybrid  Enterprise (5000+)
## 404         290000   Los Angeles         USA Fully Remote   Big Tech (FAANG+)
## 405         300000         Dubai         UAE Fully Remote  Enterprise (5000+)
## 406         218000        London          UK Fully Remote  Enterprise (5000+)
## 407         290000      New York         USA      On-site  Enterprise (5000+)
## 408         200000        Boston         USA       Hybrid   Big Tech (FAANG+)
## 409         300000        Berlin     Germany       Hybrid Mid-size (501-5000)
## 410         260000       Seattle         USA       Hybrid  Enterprise (5000+)
## 411         295000        London          UK       Hybrid Mid-size (501-5000)
## 412         280000       Chicago         USA      On-site      Startup (1-50)
## 413         312000        Austin         USA Fully Remote   Big Tech (FAANG+)
## 414         270000       Toronto      Canada       Hybrid   Big Tech (FAANG+)
## 415         312000        London          UK       Hybrid   Big Tech (FAANG+)
## 416         290000        Zurich Switzerland Fully Remote   Big Tech (FAANG+)
## 417         320000         Paris      France Fully Remote      Startup (1-50)
## 418         295000       Chicago         USA      On-site        SME (51-500)
## 419         312000        Boston         USA       Hybrid  Enterprise (5000+)
## 420         280000       Chicago         USA      On-site        SME (51-500)
## 421         320000 San Francisco         USA       Hybrid        SME (51-500)
## 422         280000        Austin         USA      On-site   Big Tech (FAANG+)
## 423         300000        Sydney   Australia      On-site Mid-size (501-5000)
## 424         280000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 425         240000         Paris      France       Hybrid Mid-size (501-5000)
## 426         280000         Dubai         UAE      On-site   Big Tech (FAANG+)
## 427         260000       Seattle         USA      On-site  Enterprise (5000+)
## 428         280000 San Francisco         USA       Hybrid        SME (51-500)
## 429         300000         Paris      France Fully Remote  Enterprise (5000+)
## 430         195000      New York         USA       Hybrid        SME (51-500)
## 431         300000        Austin         USA      On-site        SME (51-500)
## 432         280000        Remote      Global       Hybrid Mid-size (501-5000)
## 433         300000        Boston         USA       Hybrid   Big Tech (FAANG+)
## 434         200000        Austin         USA       Hybrid Mid-size (501-5000)
## 435         280000        Remote      Global Fully Remote   Big Tech (FAANG+)
## 436         280000        Boston         USA Fully Remote   Big Tech (FAANG+)
## 437         290000   Los Angeles         USA       Hybrid  Enterprise (5000+)
## 438         280000         Tokyo       Japan Fully Remote Mid-size (501-5000)
## 439         312000        Austin         USA Fully Remote Mid-size (501-5000)
## 440         250000 San Francisco         USA Fully Remote   Big Tech (FAANG+)
## 441         312000       Toronto      Canada      On-site   Big Tech (FAANG+)
## 442         218000        Remote      Global       Hybrid      Startup (1-50)
## 443         320000     Singapore   Singapore       Hybrid   Big Tech (FAANG+)
## 444         280000       Toronto      Canada      On-site        SME (51-500)
## 445         295000 San Francisco         USA Fully Remote   Big Tech (FAANG+)
## 446         240000 San Francisco         USA      On-site        SME (51-500)
## 447         240000        Sydney   Australia       Hybrid Mid-size (501-5000)
## 448         218000        Remote      Global       Hybrid        SME (51-500)
## 449         218000 San Francisco         USA       Hybrid        SME (51-500)
## 450         218000      New York         USA      On-site   Big Tech (FAANG+)
## 451         290000       Chicago         USA       Hybrid        SME (51-500)
## 452         260000         Paris      France       Hybrid   Big Tech (FAANG+)
## 453         280000        Sydney   Australia       Hybrid   Big Tech (FAANG+)
## 454         220000       Seattle         USA       Hybrid  Enterprise (5000+)
## 455         260000        Berlin     Germany       Hybrid  Enterprise (5000+)
## 456         280000        Zurich Switzerland       Hybrid  Enterprise (5000+)
## 457         250000   Los Angeles         USA      On-site   Big Tech (FAANG+)
## 458         270000       Seattle         USA Fully Remote  Enterprise (5000+)
## 459         320000       Chicago         USA      On-site   Big Tech (FAANG+)
## 460         270000     Amsterdam Netherlands       Hybrid  Enterprise (5000+)
## 461         295000        Remote      Global Fully Remote Mid-size (501-5000)
## 462         195000        Austin         USA       Hybrid      Startup (1-50)
## 463         200000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 464         260000     Singapore   Singapore Fully Remote      Startup (1-50)
## 465         320000       Seattle         USA      On-site      Startup (1-50)
## 466         320000       Chicago         USA       Hybrid  Enterprise (5000+)
## 467         312000         Tokyo       Japan Fully Remote  Enterprise (5000+)
## 468         250000         Dubai         UAE      On-site  Enterprise (5000+)
## 469         300000        Zurich Switzerland       Hybrid      Startup (1-50)
## 470         195000       Chicago         USA       Hybrid  Enterprise (5000+)
## 471         300000     Singapore   Singapore       Hybrid        SME (51-500)
## 472         200000      New York         USA      On-site  Enterprise (5000+)
## 473         295000        Remote      Global       Hybrid  Enterprise (5000+)
## 474         260000        Remote      Global      On-site        SME (51-500)
## 475         260000       Seattle         USA      On-site      Startup (1-50)
## 476         300000      New York         USA Fully Remote  Enterprise (5000+)
## 477         280000       Seattle         USA       Hybrid   Big Tech (FAANG+)
## 478         240000 San Francisco         USA      On-site        SME (51-500)
## 479         220000        Berlin     Germany Fully Remote Mid-size (501-5000)
## 480         320000 San Francisco         USA Fully Remote        SME (51-500)
## 481         270000   Los Angeles         USA       Hybrid  Enterprise (5000+)
## 482         220000     Singapore   Singapore       Hybrid   Big Tech (FAANG+)
## 483         280000      New York         USA Fully Remote  Enterprise (5000+)
## 484         300000        Boston         USA Fully Remote   Big Tech (FAANG+)
## 485         290000 San Francisco         USA       Hybrid      Startup (1-50)
## 486         295000        Remote      Global       Hybrid      Startup (1-50)
## 487         250000      New York         USA       Hybrid        SME (51-500)
## 488         260000     Singapore   Singapore Fully Remote Mid-size (501-5000)
## 489         260000        Zurich Switzerland      On-site Mid-size (501-5000)
## 490         290000       Seattle         USA       Hybrid Mid-size (501-5000)
## 491         312000         Dubai         UAE       Hybrid  Enterprise (5000+)
## 492         218000        London          UK       Hybrid        SME (51-500)
## 493         260000        Berlin     Germany       Hybrid   Big Tech (FAANG+)
## 494         260000        Berlin     Germany       Hybrid   Big Tech (FAANG+)
## 495         280000        Zurich Switzerland       Hybrid   Big Tech (FAANG+)
## 496         300000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 497         250000       Chicago         USA Fully Remote Mid-size (501-5000)
## 498         312000        Berlin     Germany      On-site Mid-size (501-5000)
## 499         195000      New York         USA Fully Remote   Big Tech (FAANG+)
## 500         280000   Los Angeles         USA       Hybrid      Startup (1-50)
## 501         260000        London          UK Fully Remote   Big Tech (FAANG+)
## 502         240000     Singapore   Singapore       Hybrid        SME (51-500)
## 503         260000      New York         USA Fully Remote   Big Tech (FAANG+)
## 504         290000       Toronto      Canada      On-site        SME (51-500)
## 505         300000       Seattle         USA      On-site  Enterprise (5000+)
## 506         300000       Chicago         USA      On-site Mid-size (501-5000)
## 507         250000   Los Angeles         USA       Hybrid  Enterprise (5000+)
## 508         270000        London          UK Fully Remote        SME (51-500)
## 509         312000        Remote      Global Fully Remote      Startup (1-50)
## 510         260000       Toronto      Canada      On-site        SME (51-500)
## 511         300000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 512         280000       Seattle         USA Fully Remote Mid-size (501-5000)
## 513         250000         Tokyo       Japan      On-site Mid-size (501-5000)
## 514         195000        Boston         USA       Hybrid        SME (51-500)
## 515         280000        Zurich Switzerland Fully Remote   Big Tech (FAANG+)
## 516         280000        Sydney   Australia      On-site Mid-size (501-5000)
## 517         260000       Toronto      Canada       Hybrid  Enterprise (5000+)
## 518         300000        Sydney   Australia Fully Remote   Big Tech (FAANG+)
## 519         250000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 520         312000       Seattle         USA Fully Remote Mid-size (501-5000)
## 521         200000     Singapore   Singapore Fully Remote   Big Tech (FAANG+)
## 522         300000 San Francisco         USA      On-site Mid-size (501-5000)
## 523         218000        London          UK       Hybrid        SME (51-500)
## 524         250000         Tokyo       Japan Fully Remote Mid-size (501-5000)
## 525         312000        Boston         USA       Hybrid Mid-size (501-5000)
## 526         210000        Austin         USA      On-site      Startup (1-50)
## 527         300000        Sydney   Australia Fully Remote   Big Tech (FAANG+)
## 528         260000         Dubai         UAE Fully Remote   Big Tech (FAANG+)
## 529         270000       Seattle         USA      On-site  Enterprise (5000+)
## 530         270000   Los Angeles         USA       Hybrid        SME (51-500)
## 531         280000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 532         280000     Singapore   Singapore Fully Remote   Big Tech (FAANG+)
## 533         295000        Sydney   Australia       Hybrid        SME (51-500)
## 534         240000   Los Angeles         USA       Hybrid   Big Tech (FAANG+)
## 535         300000     Singapore   Singapore       Hybrid      Startup (1-50)
## 536         240000        Remote      Global       Hybrid Mid-size (501-5000)
## 537         270000 San Francisco         USA       Hybrid        SME (51-500)
## 538         312000        Berlin     Germany      On-site Mid-size (501-5000)
## 539         300000        Zurich Switzerland       Hybrid  Enterprise (5000+)
## 540         290000        Remote      Global       Hybrid        SME (51-500)
## 541         290000 San Francisco         USA Fully Remote Mid-size (501-5000)
## 542         200000        Remote      Global Fully Remote   Big Tech (FAANG+)
## 543         280000      New York         USA       Hybrid  Enterprise (5000+)
## 544         300000     Amsterdam Netherlands       Hybrid  Enterprise (5000+)
## 545         280000        London          UK       Hybrid  Enterprise (5000+)
## 546         300000         Dubai         UAE      On-site      Startup (1-50)
## 547         312000     Singapore   Singapore Fully Remote   Big Tech (FAANG+)
## 548         260000        Zurich Switzerland       Hybrid   Big Tech (FAANG+)
## 549         290000        Remote      Global       Hybrid        SME (51-500)
## 550         280000         Paris      France       Hybrid   Big Tech (FAANG+)
## 551         200000       Seattle         USA      On-site Mid-size (501-5000)
## 552         300000        Sydney   Australia Fully Remote  Enterprise (5000+)
## 553         220000       Chicago         USA       Hybrid   Big Tech (FAANG+)
## 554         320000 San Francisco         USA Fully Remote  Enterprise (5000+)
## 555         218000      New York         USA      On-site        SME (51-500)
## 556         290000     Amsterdam Netherlands      On-site Mid-size (501-5000)
## 557         300000        London          UK       Hybrid   Big Tech (FAANG+)
## 558         312000        Berlin     Germany Fully Remote  Enterprise (5000+)
## 559         220000       Seattle         USA      On-site   Big Tech (FAANG+)
## 560         280000        Sydney   Australia      On-site        SME (51-500)
## 561         195000      New York         USA Fully Remote   Big Tech (FAANG+)
## 562         195000        Austin         USA       Hybrid  Enterprise (5000+)
## 563         210000        Austin         USA       Hybrid        SME (51-500)
## 564         280000     Singapore   Singapore Fully Remote      Startup (1-50)
## 565         280000 San Francisco         USA       Hybrid  Enterprise (5000+)
## 566         300000       Toronto      Canada      On-site Mid-size (501-5000)
## 567         300000       Toronto      Canada Fully Remote   Big Tech (FAANG+)
## 568         290000        Boston         USA       Hybrid   Big Tech (FAANG+)
## 569         295000   Los Angeles         USA Fully Remote Mid-size (501-5000)
## 570         240000 San Francisco         USA       Hybrid      Startup (1-50)
## 571         260000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 572         300000       Chicago         USA Fully Remote  Enterprise (5000+)
## 573         280000         Dubai         UAE      On-site      Startup (1-50)
## 574         290000     Amsterdam Netherlands Fully Remote   Big Tech (FAANG+)
## 575         240000 San Francisco         USA Fully Remote   Big Tech (FAANG+)
## 576         200000        London          UK       Hybrid   Big Tech (FAANG+)
## 577         260000        Remote      Global       Hybrid   Big Tech (FAANG+)
## 578         180000 San Francisco         USA       Hybrid  Enterprise (5000+)
## 579         290000       Toronto      Canada Fully Remote  Enterprise (5000+)
## 580         180000      New York         USA Fully Remote   Big Tech (FAANG+)
## 581         240000         Dubai         UAE       Hybrid  Enterprise (5000+)
## 582         290000       Toronto      Canada       Hybrid   Big Tech (FAANG+)
## 583         295000        Zurich Switzerland Fully Remote Mid-size (501-5000)
## 584         295000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 585         295000     Amsterdam Netherlands       Hybrid      Startup (1-50)
## 586         290000       Chicago         USA      On-site Mid-size (501-5000)
## 587         300000        Berlin     Germany Fully Remote Mid-size (501-5000)
## 588         200000        Austin         USA Fully Remote  Enterprise (5000+)
## 589         312000        Berlin     Germany Fully Remote   Big Tech (FAANG+)
## 590         260000       Chicago         USA       Hybrid Mid-size (501-5000)
## 591         260000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 592         312000        Berlin     Germany      On-site  Enterprise (5000+)
## 593         280000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 594         280000       Chicago         USA Fully Remote        SME (51-500)
## 595         300000      New York         USA      On-site        SME (51-500)
## 596         220000 San Francisco         USA       Hybrid Mid-size (501-5000)
## 597         218000      New York         USA Fully Remote Mid-size (501-5000)
## 598         300000         Dubai         UAE       Hybrid   Big Tech (FAANG+)
## 599         260000      New York         USA Fully Remote  Enterprise (5000+)
## 600         250000      New York         USA       Hybrid Mid-size (501-5000)
## 601         260000        Berlin     Germany       Hybrid  Enterprise (5000+)
## 602         280000        Austin         USA      On-site  Enterprise (5000+)
## 603         195000        Boston         USA      On-site   Big Tech (FAANG+)
## 604         320000        Boston         USA Fully Remote Mid-size (501-5000)
## 605         290000 San Francisco         USA      On-site      Startup (1-50)
## 606         218000        Berlin     Germany       Hybrid   Big Tech (FAANG+)
## 607         270000        Boston         USA Fully Remote   Big Tech (FAANG+)
## 608         300000      New York         USA Fully Remote      Startup (1-50)
## 609         290000   Los Angeles         USA Fully Remote   Big Tech (FAANG+)
## 610         320000        London          UK Fully Remote  Enterprise (5000+)
## 611         280000       Toronto      Canada Fully Remote        SME (51-500)
## 612         250000       Toronto      Canada      On-site   Big Tech (FAANG+)
## 613         280000        Sydney   Australia       Hybrid        SME (51-500)
## 614         295000        Zurich Switzerland       Hybrid   Big Tech (FAANG+)
## 615         260000        Austin         USA      On-site   Big Tech (FAANG+)
## 616         270000        Zurich Switzerland Fully Remote  Enterprise (5000+)
## 617         240000         Dubai         UAE Fully Remote      Startup (1-50)
## 618         300000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 619         200000        Austin         USA       Hybrid  Enterprise (5000+)
## 620         210000   Los Angeles         USA       Hybrid      Startup (1-50)
## 621         270000     Singapore   Singapore       Hybrid Mid-size (501-5000)
## 622         218000         Dubai         UAE Fully Remote        SME (51-500)
## 623         260000 San Francisco         USA Fully Remote      Startup (1-50)
## 624         250000     Amsterdam Netherlands       Hybrid Mid-size (501-5000)
## 625         300000       Seattle         USA Fully Remote  Enterprise (5000+)
## 626         300000        Sydney   Australia      On-site Mid-size (501-5000)
## 627         280000     Amsterdam Netherlands       Hybrid Mid-size (501-5000)
## 628         260000        Remote      Global       Hybrid      Startup (1-50)
## 629         240000        Boston         USA       Hybrid   Big Tech (FAANG+)
## 630         280000         Dubai         UAE       Hybrid   Big Tech (FAANG+)
## 631         270000   Los Angeles         USA       Hybrid  Enterprise (5000+)
## 632         270000        Remote      Global       Hybrid      Startup (1-50)
## 633         200000       Seattle         USA       Hybrid Mid-size (501-5000)
## 634         218000       Seattle         USA       Hybrid        SME (51-500)
## 635         300000       Toronto      Canada       Hybrid        SME (51-500)
## 636         260000        Berlin     Germany       Hybrid  Enterprise (5000+)
## 637         250000       Toronto      Canada      On-site   Big Tech (FAANG+)
## 638         280000       Chicago         USA Fully Remote        SME (51-500)
## 639         280000        Zurich Switzerland       Hybrid   Big Tech (FAANG+)
## 640         260000      New York         USA       Hybrid Mid-size (501-5000)
## 641         295000      New York         USA       Hybrid   Big Tech (FAANG+)
## 642         320000      New York         USA Fully Remote Mid-size (501-5000)
## 643         300000        Zurich Switzerland      On-site Mid-size (501-5000)
## 644         260000     Singapore   Singapore Fully Remote      Startup (1-50)
## 645         270000       Toronto      Canada       Hybrid   Big Tech (FAANG+)
## 646         300000       Toronto      Canada      On-site Mid-size (501-5000)
## 647         250000        Zurich Switzerland      On-site   Big Tech (FAANG+)
## 648         312000         Tokyo       Japan       Hybrid      Startup (1-50)
## 649         250000         Tokyo       Japan      On-site Mid-size (501-5000)
## 650         280000        Austin         USA Fully Remote   Big Tech (FAANG+)
## 651         312000        London          UK       Hybrid      Startup (1-50)
## 652         270000   Los Angeles         USA       Hybrid        SME (51-500)
## 653         300000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 654         280000        Zurich Switzerland       Hybrid        SME (51-500)
## 655         240000 San Francisco         USA      On-site        SME (51-500)
## 656         320000        Berlin     Germany Fully Remote Mid-size (501-5000)
## 657         260000 San Francisco         USA      On-site   Big Tech (FAANG+)
## 658         280000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 659         295000     Amsterdam Netherlands       Hybrid      Startup (1-50)
## 660         270000        London          UK       Hybrid   Big Tech (FAANG+)
## 661         320000       Chicago         USA Fully Remote  Enterprise (5000+)
## 662         270000   Los Angeles         USA       Hybrid   Big Tech (FAANG+)
## 663         280000       Seattle         USA       Hybrid   Big Tech (FAANG+)
## 664         300000       Seattle         USA Fully Remote  Enterprise (5000+)
## 665         295000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 666         218000       Seattle         USA       Hybrid        SME (51-500)
## 667         300000         Dubai         UAE Fully Remote  Enterprise (5000+)
## 668         240000 San Francisco         USA      On-site        SME (51-500)
## 669         260000        Boston         USA Fully Remote  Enterprise (5000+)
## 670         320000         Paris      France       Hybrid        SME (51-500)
## 671         250000        Sydney   Australia Fully Remote      Startup (1-50)
## 672         200000        Boston         USA      On-site  Enterprise (5000+)
## 673         280000       Chicago         USA       Hybrid Mid-size (501-5000)
## 674         280000      New York         USA Fully Remote Mid-size (501-5000)
## 675         280000 San Francisco         USA       Hybrid        SME (51-500)
## 676         240000 San Francisco         USA      On-site        SME (51-500)
## 677         260000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 678         280000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 679         290000        Sydney   Australia       Hybrid   Big Tech (FAANG+)
## 680         250000         Tokyo       Japan Fully Remote Mid-size (501-5000)
## 681         260000        Berlin     Germany       Hybrid  Enterprise (5000+)
## 682         300000        Zurich Switzerland      On-site Mid-size (501-5000)
## 683         195000 San Francisco         USA      On-site        SME (51-500)
## 684         270000        Sydney   Australia       Hybrid      Startup (1-50)
## 685         200000         Paris      France       Hybrid   Big Tech (FAANG+)
## 686         280000         Dubai         UAE       Hybrid Mid-size (501-5000)
## 687         280000      New York         USA Fully Remote  Enterprise (5000+)
## 688         260000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 689         280000        Boston         USA       Hybrid  Enterprise (5000+)
## 690         280000        Boston         USA       Hybrid        SME (51-500)
## 691         312000 San Francisco         USA      On-site        SME (51-500)
## 692         300000 San Francisco         USA      On-site Mid-size (501-5000)
## 693         280000        Zurich Switzerland       Hybrid  Enterprise (5000+)
## 694         270000       Toronto      Canada       Hybrid      Startup (1-50)
## 695         300000 San Francisco         USA      On-site Mid-size (501-5000)
## 696         300000       Toronto      Canada Fully Remote   Big Tech (FAANG+)
## 697         300000        Austin         USA Fully Remote  Enterprise (5000+)
## 698         220000     Singapore   Singapore       Hybrid   Big Tech (FAANG+)
## 699         300000       Toronto      Canada       Hybrid        SME (51-500)
## 700         300000 San Francisco         USA      On-site Mid-size (501-5000)
## 701         290000        Sydney   Australia       Hybrid  Enterprise (5000+)
## 702         218000        Berlin     Germany Fully Remote   Big Tech (FAANG+)
## 703         195000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 704         300000        Zurich Switzerland      On-site Mid-size (501-5000)
## 705         280000   Los Angeles         USA       Hybrid        SME (51-500)
## 706         270000       Seattle         USA      On-site  Enterprise (5000+)
## 707         300000       Seattle         USA Fully Remote   Big Tech (FAANG+)
## 708         280000        Berlin     Germany       Hybrid Mid-size (501-5000)
## 709         280000         Dubai         UAE      On-site   Big Tech (FAANG+)
## 710         300000         Paris      France Fully Remote   Big Tech (FAANG+)
## 711         260000 San Francisco         USA Fully Remote   Big Tech (FAANG+)
## 712         300000       Seattle         USA      On-site  Enterprise (5000+)
## 713         295000     Singapore   Singapore       Hybrid        SME (51-500)
## 714         312000       Seattle         USA Fully Remote Mid-size (501-5000)
## 715         280000        Austin         USA      On-site   Big Tech (FAANG+)
## 716         195000        Remote      Global       Hybrid   Big Tech (FAANG+)
## 717         320000 San Francisco         USA       Hybrid      Startup (1-50)
## 718         290000     Amsterdam Netherlands       Hybrid  Enterprise (5000+)
## 719         300000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 720         320000        Boston         USA Fully Remote Mid-size (501-5000)
## 721         210000   Los Angeles         USA       Hybrid      Startup (1-50)
## 722         260000 San Francisco         USA Fully Remote      Startup (1-50)
## 723         260000        Remote      Global      On-site        SME (51-500)
## 724         260000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 725         300000 San Francisco         USA      On-site Mid-size (501-5000)
## 726         200000 San Francisco         USA      On-site        SME (51-500)
## 727         312000     Singapore   Singapore       Hybrid      Startup (1-50)
## 728         260000        Zurich Switzerland       Hybrid   Big Tech (FAANG+)
## 729         300000   Los Angeles         USA       Hybrid   Big Tech (FAANG+)
## 730         260000       Seattle         USA      On-site      Startup (1-50)
## 731         290000      New York         USA       Hybrid        SME (51-500)
## 732         290000      New York         USA       Hybrid        SME (51-500)
## 733         290000 San Francisco         USA       Hybrid      Startup (1-50)
## 734         260000       Toronto      Canada      On-site        SME (51-500)
## 735         210000        Sydney   Australia       Hybrid  Enterprise (5000+)
## 736         260000        Boston         USA Fully Remote   Big Tech (FAANG+)
## 737         280000        London          UK       Hybrid  Enterprise (5000+)
## 738         260000        Remote      Global      On-site   Big Tech (FAANG+)
## 739         312000       Seattle         USA Fully Remote Mid-size (501-5000)
## 740         195000        Austin         USA       Hybrid      Startup (1-50)
## 741         280000     Singapore   Singapore Fully Remote      Startup (1-50)
## 742         280000       Chicago         USA      On-site        SME (51-500)
## 743         210000 San Francisco         USA       Hybrid        SME (51-500)
## 744         312000        London          UK      On-site Mid-size (501-5000)
## 745         312000        Berlin     Germany Fully Remote   Big Tech (FAANG+)
## 746         270000         Dubai         UAE       Hybrid Mid-size (501-5000)
## 747         270000        Austin         USA       Hybrid      Startup (1-50)
## 748         220000       Chicago         USA       Hybrid   Big Tech (FAANG+)
## 749         280000        London          UK      On-site      Startup (1-50)
## 750         300000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 751         295000     Amsterdam Netherlands       Hybrid      Startup (1-50)
## 752         260000        Sydney   Australia Fully Remote  Enterprise (5000+)
## 753         290000        Berlin     Germany       Hybrid        SME (51-500)
## 754         220000        Boston         USA      On-site        SME (51-500)
## 755         200000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 756         280000        Sydney   Australia      On-site Mid-size (501-5000)
## 757         218000      New York         USA      On-site        SME (51-500)
## 758         250000         Dubai         UAE      On-site  Enterprise (5000+)
## 759         220000       Chicago         USA       Hybrid  Enterprise (5000+)
## 760         200000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 761         210000        Sydney   Australia       Hybrid  Enterprise (5000+)
## 762         260000      New York         USA Fully Remote   Big Tech (FAANG+)
## 763         300000       Chicago         USA Fully Remote  Enterprise (5000+)
## 764         312000        Remote      Global       Hybrid Mid-size (501-5000)
## 765         250000         Tokyo       Japan Fully Remote Mid-size (501-5000)
## 766         218000        London          UK Fully Remote  Enterprise (5000+)
## 767         260000   Los Angeles         USA Fully Remote  Enterprise (5000+)
## 768         270000   Los Angeles         USA       Hybrid        SME (51-500)
## 769         260000        Berlin     Germany      On-site   Big Tech (FAANG+)
## 770         220000       Seattle         USA      On-site   Big Tech (FAANG+)
## 771         260000     Singapore   Singapore Fully Remote Mid-size (501-5000)
## 772         270000        Sydney   Australia      On-site      Startup (1-50)
## 773         300000       Chicago         USA Fully Remote  Enterprise (5000+)
## 774         280000        Austin         USA Fully Remote   Big Tech (FAANG+)
## 775         270000        Boston         USA Fully Remote   Big Tech (FAANG+)
## 776         320000     Amsterdam Netherlands Fully Remote   Big Tech (FAANG+)
## 777         312000       Toronto      Canada      On-site   Big Tech (FAANG+)
## 778         320000        Zurich Switzerland Fully Remote   Big Tech (FAANG+)
## 779         280000      New York         USA      On-site  Enterprise (5000+)
## 780         240000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 781         270000       Seattle         USA Fully Remote  Enterprise (5000+)
## 782         200000       Seattle         USA      On-site Mid-size (501-5000)
## 783         300000        Austin         USA       Hybrid        SME (51-500)
## 784         280000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 785         300000       Chicago         USA       Hybrid Mid-size (501-5000)
## 786         280000     Singapore   Singapore Fully Remote      Startup (1-50)
## 787         300000   Los Angeles         USA      On-site Mid-size (501-5000)
## 788         300000     Amsterdam Netherlands Fully Remote      Startup (1-50)
## 789         250000         Tokyo       Japan Fully Remote Mid-size (501-5000)
## 790         280000         Tokyo       Japan       Hybrid Mid-size (501-5000)
## 791         290000        Boston         USA       Hybrid   Big Tech (FAANG+)
## 792         320000       Chicago         USA Fully Remote  Enterprise (5000+)
## 793         312000       Seattle         USA       Hybrid      Startup (1-50)
## 794         295000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 795         295000     Singapore   Singapore Fully Remote  Enterprise (5000+)
## 796         320000        Zurich Switzerland Fully Remote   Big Tech (FAANG+)
## 797         200000       Seattle         USA      On-site Mid-size (501-5000)
## 798         280000        Boston         USA Fully Remote   Big Tech (FAANG+)
## 799         300000     Amsterdam Netherlands      On-site   Big Tech (FAANG+)
## 800         280000       Toronto      Canada Fully Remote        SME (51-500)
## 801         300000      New York         USA      On-site        SME (51-500)
## 802         280000        Sydney   Australia       Hybrid  Enterprise (5000+)
## 803         260000        Zurich Switzerland      On-site      Startup (1-50)
## 804         300000         Tokyo       Japan       Hybrid   Big Tech (FAANG+)
## 805         260000        Boston         USA       Hybrid      Startup (1-50)
## 806         300000        Remote      Global       Hybrid   Big Tech (FAANG+)
## 807         290000      New York         USA       Hybrid        SME (51-500)
## 808         280000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 809         300000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 810         260000     Amsterdam Netherlands       Hybrid  Enterprise (5000+)
## 811         300000       Chicago         USA       Hybrid Mid-size (501-5000)
## 812         290000       Seattle         USA       Hybrid      Startup (1-50)
## 813         290000      New York         USA      On-site  Enterprise (5000+)
## 814         320000     Amsterdam Netherlands Fully Remote   Big Tech (FAANG+)
## 815         200000 San Francisco         USA       Hybrid  Enterprise (5000+)
## 816         312000        Austin         USA      On-site  Enterprise (5000+)
## 817         250000      New York         USA       Hybrid        SME (51-500)
## 818         300000      New York         USA      On-site        SME (51-500)
## 819         280000 San Francisco         USA       Hybrid  Enterprise (5000+)
## 820         240000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 821         240000        Remote      Global       Hybrid Mid-size (501-5000)
## 822         300000   Los Angeles         USA       Hybrid        SME (51-500)
## 823         295000        Zurich Switzerland      On-site      Startup (1-50)
## 824         312000       Seattle         USA       Hybrid Mid-size (501-5000)
## 825         300000       Toronto      Canada      On-site Mid-size (501-5000)
## 826         280000       Toronto      Canada Fully Remote        SME (51-500)
## 827         320000         Paris      France Fully Remote      Startup (1-50)
## 828         295000        Sydney   Australia Fully Remote   Big Tech (FAANG+)
## 829         260000       Toronto      Canada      On-site        SME (51-500)
## 830         240000 San Francisco         USA       Hybrid      Startup (1-50)
## 831         295000 San Francisco         USA Fully Remote   Big Tech (FAANG+)
## 832         270000   Los Angeles         USA       Hybrid  Enterprise (5000+)
## 833         295000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 834         290000   Los Angeles         USA Fully Remote   Big Tech (FAANG+)
## 835         218000       Seattle         USA       Hybrid Mid-size (501-5000)
## 836         260000        Berlin     Germany       Hybrid  Enterprise (5000+)
## 837         280000 San Francisco         USA Fully Remote Mid-size (501-5000)
## 838         290000   Los Angeles         USA Fully Remote   Big Tech (FAANG+)
## 839         260000      New York         USA       Hybrid Mid-size (501-5000)
## 840         300000        Austin         USA Fully Remote  Enterprise (5000+)
## 841         260000         Paris      France Fully Remote   Big Tech (FAANG+)
## 842         312000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 843         260000     Singapore   Singapore       Hybrid   Big Tech (FAANG+)
## 844         270000   Los Angeles         USA       Hybrid  Enterprise (5000+)
## 845         280000      New York         USA Fully Remote  Enterprise (5000+)
## 846         180000        Austin         USA       Hybrid   Big Tech (FAANG+)
## 847         260000         Dubai         UAE Fully Remote   Big Tech (FAANG+)
## 848         320000        Austin         USA Fully Remote  Enterprise (5000+)
## 849         260000        Boston         USA Fully Remote   Big Tech (FAANG+)
## 850         312000        Austin         USA Fully Remote Mid-size (501-5000)
## 851         290000       Chicago         USA       Hybrid        SME (51-500)
## 852         220000       Chicago         USA       Hybrid  Enterprise (5000+)
## 853         270000 San Francisco         USA       Hybrid        SME (51-500)
## 854         280000      New York         USA      On-site   Big Tech (FAANG+)
## 855         295000 San Francisco         USA Fully Remote   Big Tech (FAANG+)
## 856         180000       Chicago         USA       Hybrid   Big Tech (FAANG+)
## 857         290000        Remote      Global       Hybrid Mid-size (501-5000)
## 858         270000       Seattle         USA      On-site  Enterprise (5000+)
## 859         290000       Seattle         USA       Hybrid Mid-size (501-5000)
## 860         270000 San Francisco         USA       Hybrid        SME (51-500)
## 861         270000       Seattle         USA      On-site  Enterprise (5000+)
## 862         280000        Berlin     Germany Fully Remote   Big Tech (FAANG+)
## 863         270000       Seattle         USA Fully Remote  Enterprise (5000+)
## 864         312000       Seattle         USA       Hybrid Mid-size (501-5000)
## 865         295000        Zurich Switzerland      On-site   Big Tech (FAANG+)
## 866         295000        Remote      Global       Hybrid      Startup (1-50)
## 867         300000         Tokyo       Japan       Hybrid  Enterprise (5000+)
## 868         300000     Singapore   Singapore       Hybrid        SME (51-500)
## 869         320000        Austin         USA Fully Remote  Enterprise (5000+)
## 870         300000         Paris      France Fully Remote   Big Tech (FAANG+)
## 871         312000         Tokyo       Japan       Hybrid      Startup (1-50)
## 872         180000 San Francisco         USA       Hybrid Mid-size (501-5000)
## 873         300000        Remote      Global Fully Remote   Big Tech (FAANG+)
## 874         220000        Remote      Global       Hybrid      Startup (1-50)
## 875         300000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 876         218000       Seattle         USA       Hybrid Mid-size (501-5000)
## 877         280000      New York         USA       Hybrid        SME (51-500)
## 878         250000        Sydney   Australia Fully Remote      Startup (1-50)
## 879         270000 San Francisco         USA       Hybrid  Enterprise (5000+)
## 880         270000     Singapore   Singapore      On-site Mid-size (501-5000)
## 881         250000        Zurich Switzerland      On-site   Big Tech (FAANG+)
## 882         295000       Seattle         USA      On-site   Big Tech (FAANG+)
## 883         280000      New York         USA Fully Remote Mid-size (501-5000)
## 884         295000        London          UK       Hybrid Mid-size (501-5000)
## 885         200000        Austin         USA Fully Remote  Enterprise (5000+)
## 886         280000        Remote      Global Fully Remote  Enterprise (5000+)
## 887         218000 San Francisco         USA       Hybrid        SME (51-500)
## 888         300000        London          UK      On-site  Enterprise (5000+)
## 889         218000         Paris      France       Hybrid  Enterprise (5000+)
## 890         320000       Seattle         USA      On-site      Startup (1-50)
## 891         218000 San Francisco         USA      On-site   Big Tech (FAANG+)
## 892         320000       Chicago         USA       Hybrid  Enterprise (5000+)
## 893         280000       Seattle         USA Fully Remote Mid-size (501-5000)
## 894         295000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 895         195000        Boston         USA       Hybrid        SME (51-500)
## 896         290000     Amsterdam Netherlands      On-site Mid-size (501-5000)
## 897         280000   Los Angeles         USA       Hybrid      Startup (1-50)
## 898         195000      New York         USA Fully Remote   Big Tech (FAANG+)
## 899         270000        Sydney   Australia       Hybrid Mid-size (501-5000)
##          industry
## 1         Finance
## 2         Finance
## 3      Automotive
## 4   Manufacturing
## 5       Education
## 6      Consulting
## 7      Government
## 8      Consulting
## 9      Technology
## 10          Media
## 11        Finance
## 12         Energy
## 13  Manufacturing
## 14       Research
## 15          Media
## 16       Research
## 17     Automotive
## 18        Finance
## 19     Government
## 20     Consulting
## 21     Consulting
## 22          Media
## 23          Media
## 24     Healthcare
## 25     Automotive
## 26     Consulting
## 27        Finance
## 28      Education
## 29         Retail
## 30     Government
## 31      Education
## 32        Finance
## 33          Media
## 34     Consulting
## 35        Finance
## 36     Technology
## 37  Manufacturing
## 38     Consulting
## 39  Manufacturing
## 40     Healthcare
## 41     Technology
## 42     Government
## 43     Healthcare
## 44       Research
## 45        Finance
## 46     Automotive
## 47          Media
## 48         Energy
## 49  Manufacturing
## 50  Manufacturing
## 51        Finance
## 52       Research
## 53          Media
## 54        Finance
## 55     Government
## 56       Research
## 57          Media
## 58  Manufacturing
## 59     Automotive
## 60         Retail
## 61     Automotive
## 62     Healthcare
## 63     Automotive
## 64     Technology
## 65      Education
## 66     Automotive
## 67  Manufacturing
## 68         Energy
## 69     Government
## 70  Manufacturing
## 71     Technology
## 72  Manufacturing
## 73         Energy
## 74         Retail
## 75        Finance
## 76     Healthcare
## 77     Technology
## 78         Energy
## 79         Retail
## 80         Energy
## 81     Government
## 82      Education
## 83     Healthcare
## 84     Consulting
## 85      Education
## 86     Government
## 87     Technology
## 88         Retail
## 89     Consulting
## 90          Media
## 91        Finance
## 92     Technology
## 93     Technology
## 94         Energy
## 95     Healthcare
## 96      Education
## 97      Education
## 98       Research
## 99  Manufacturing
## 100    Automotive
## 101        Retail
## 102        Energy
## 103      Research
## 104    Healthcare
## 105    Government
## 106    Automotive
## 107       Finance
## 108        Retail
## 109 Manufacturing
## 110    Automotive
## 111    Consulting
## 112         Media
## 113    Healthcare
## 114    Automotive
## 115    Automotive
## 116      Research
## 117        Retail
## 118    Consulting
## 119     Education
## 120        Retail
## 121    Technology
## 122       Finance
## 123    Government
## 124    Technology
## 125         Media
## 126     Education
## 127      Research
## 128      Research
## 129    Automotive
## 130       Finance
## 131     Education
## 132    Consulting
## 133        Retail
## 134       Finance
## 135        Energy
## 136    Healthcare
## 137     Education
## 138    Consulting
## 139 Manufacturing
## 140    Automotive
## 141    Automotive
## 142        Retail
## 143         Media
## 144         Media
## 145    Government
## 146 Manufacturing
## 147         Media
## 148        Retail
## 149    Government
## 150         Media
## 151    Consulting
## 152    Technology
## 153     Education
## 154    Automotive
## 155    Healthcare
## 156       Finance
## 157    Automotive
## 158        Retail
## 159        Retail
## 160       Finance
## 161         Media
## 162    Healthcare
## 163 Manufacturing
## 164       Finance
## 165    Technology
## 166        Retail
## 167 Manufacturing
## 168    Automotive
## 169    Consulting
## 170 Manufacturing
## 171    Government
## 172 Manufacturing
## 173     Education
## 174    Healthcare
## 175     Education
## 176        Energy
## 177       Finance
## 178 Manufacturing
## 179    Consulting
## 180    Technology
## 181         Media
## 182    Healthcare
## 183    Consulting
## 184    Government
## 185    Automotive
## 186         Media
## 187      Research
## 188       Finance
## 189    Consulting
## 190        Energy
## 191      Research
## 192    Automotive
## 193    Automotive
## 194 Manufacturing
## 195      Research
## 196    Government
## 197    Automotive
## 198    Consulting
## 199         Media
## 200 Manufacturing
## 201    Automotive
## 202 Manufacturing
## 203    Government
## 204    Healthcare
## 205        Retail
## 206    Government
## 207    Technology
## 208    Government
## 209    Automotive
## 210    Healthcare
## 211     Education
## 212       Finance
## 213        Retail
## 214 Manufacturing
## 215    Consulting
## 216 Manufacturing
## 217      Research
## 218    Healthcare
## 219    Automotive
## 220    Automotive
## 221       Finance
## 222        Energy
## 223      Research
## 224    Technology
## 225        Retail
## 226    Consulting
## 227    Consulting
## 228    Automotive
## 229    Consulting
## 230        Energy
## 231    Technology
## 232    Healthcare
## 233     Education
## 234         Media
## 235    Consulting
## 236      Research
## 237 Manufacturing
## 238    Technology
## 239    Government
## 240        Retail
## 241         Media
## 242        Energy
## 243        Energy
## 244     Education
## 245    Healthcare
## 246    Healthcare
## 247        Energy
## 248    Technology
## 249       Finance
## 250     Education
## 251        Energy
## 252    Healthcare
## 253         Media
## 254         Media
## 255       Finance
## 256    Consulting
## 257        Retail
## 258    Consulting
## 259    Automotive
## 260    Government
## 261        Retail
## 262       Finance
## 263    Consulting
## 264    Government
## 265    Government
## 266    Government
## 267        Energy
## 268 Manufacturing
## 269    Healthcare
## 270        Retail
## 271        Retail
## 272 Manufacturing
## 273         Media
## 274    Automotive
## 275      Research
## 276    Consulting
## 277    Automotive
## 278       Finance
## 279      Research
## 280    Consulting
## 281 Manufacturing
## 282         Media
## 283    Government
## 284         Media
## 285      Research
## 286    Healthcare
## 287         Media
## 288    Technology
## 289        Energy
## 290    Automotive
## 291    Healthcare
## 292    Automotive
## 293    Consulting
## 294    Consulting
## 295    Consulting
## 296 Manufacturing
## 297    Consulting
## 298 Manufacturing
## 299    Technology
## 300    Consulting
## 301        Energy
## 302     Education
## 303        Energy
## 304        Energy
## 305     Education
## 306 Manufacturing
## 307      Research
## 308    Government
## 309    Healthcare
## 310    Technology
## 311         Media
## 312    Consulting
## 313       Finance
## 314       Finance
## 315    Automotive
## 316     Education
## 317    Automotive
## 318     Education
## 319    Government
## 320    Automotive
## 321        Retail
## 322    Healthcare
## 323        Retail
## 324    Automotive
## 325        Retail
## 326    Technology
## 327    Automotive
## 328    Healthcare
## 329    Government
## 330    Consulting
## 331    Consulting
## 332     Education
## 333    Consulting
## 334    Automotive
## 335    Healthcare
## 336    Healthcare
## 337         Media
## 338        Energy
## 339    Healthcare
## 340       Finance
## 341        Retail
## 342         Media
## 343    Consulting
## 344       Finance
## 345       Finance
## 346        Retail
## 347    Automotive
## 348         Media
## 349 Manufacturing
## 350        Energy
## 351       Finance
## 352    Government
## 353        Energy
## 354        Energy
## 355    Automotive
## 356      Research
## 357    Automotive
## 358    Consulting
## 359         Media
## 360 Manufacturing
## 361    Government
## 362 Manufacturing
## 363       Finance
## 364      Research
## 365       Finance
## 366    Healthcare
## 367         Media
## 368    Government
## 369    Automotive
## 370    Healthcare
## 371    Automotive
## 372    Healthcare
## 373    Automotive
## 374        Energy
## 375        Retail
## 376         Media
## 377     Education
## 378     Education
## 379        Energy
## 380       Finance
## 381    Healthcare
## 382    Government
## 383    Government
## 384        Retail
## 385         Media
## 386      Research
## 387        Energy
## 388       Finance
## 389        Retail
## 390    Government
## 391    Automotive
## 392 Manufacturing
## 393    Healthcare
## 394 Manufacturing
## 395        Retail
## 396        Retail
## 397    Consulting
## 398      Research
## 399    Healthcare
## 400    Automotive
## 401       Finance
## 402    Healthcare
## 403     Education
## 404    Automotive
## 405 Manufacturing
## 406        Retail
## 407        Retail
## 408    Consulting
## 409        Retail
## 410    Automotive
## 411        Energy
## 412    Healthcare
## 413      Research
## 414      Research
## 415    Automotive
## 416        Energy
## 417    Healthcare
## 418    Automotive
## 419    Healthcare
## 420        Retail
## 421    Government
## 422    Government
## 423    Healthcare
## 424         Media
## 425    Healthcare
## 426        Energy
## 427        Retail
## 428    Government
## 429    Consulting
## 430    Government
## 431        Energy
## 432    Automotive
## 433        Retail
## 434        Retail
## 435 Manufacturing
## 436     Education
## 437         Media
## 438     Education
## 439 Manufacturing
## 440    Automotive
## 441        Energy
## 442    Automotive
## 443    Automotive
## 444    Technology
## 445    Automotive
## 446    Consulting
## 447     Education
## 448         Media
## 449        Energy
## 450        Retail
## 451 Manufacturing
## 452      Research
## 453        Energy
## 454        Retail
## 455    Technology
## 456      Research
## 457       Finance
## 458    Government
## 459    Technology
## 460    Technology
## 461       Finance
## 462    Healthcare
## 463    Technology
## 464    Healthcare
## 465    Government
## 466       Finance
## 467         Media
## 468    Government
## 469        Energy
## 470       Finance
## 471    Healthcare
## 472      Research
## 473    Technology
## 474    Consulting
## 475      Research
## 476        Retail
## 477    Government
## 478      Research
## 479    Government
## 480    Government
## 481      Research
## 482    Consulting
## 483    Government
## 484    Automotive
## 485    Automotive
## 486    Healthcare
## 487        Retail
## 488       Finance
## 489       Finance
## 490        Retail
## 491      Research
## 492    Automotive
## 493    Government
## 494    Automotive
## 495    Consulting
## 496    Healthcare
## 497         Media
## 498       Finance
## 499    Government
## 500    Consulting
## 501    Technology
## 502        Retail
## 503     Education
## 504        Retail
## 505    Automotive
## 506        Energy
## 507        Energy
## 508         Media
## 509         Media
## 510    Government
## 511    Consulting
## 512    Technology
## 513       Finance
## 514    Government
## 515        Retail
## 516    Government
## 517    Healthcare
## 518       Finance
## 519         Media
## 520        Energy
## 521 Manufacturing
## 522    Technology
## 523    Automotive
## 524       Finance
## 525        Retail
## 526        Retail
## 527    Healthcare
## 528    Government
## 529        Retail
## 530       Finance
## 531        Retail
## 532        Energy
## 533     Education
## 534 Manufacturing
## 535      Research
## 536 Manufacturing
## 537      Research
## 538 Manufacturing
## 539      Research
## 540    Healthcare
## 541    Healthcare
## 542        Retail
## 543        Retail
## 544         Media
## 545    Healthcare
## 546        Energy
## 547    Technology
## 548       Finance
## 549    Healthcare
## 550        Retail
## 551     Education
## 552    Consulting
## 553    Automotive
## 554    Automotive
## 555    Automotive
## 556     Education
## 557    Government
## 558      Research
## 559    Consulting
## 560    Healthcare
## 561 Manufacturing
## 562    Consulting
## 563        Energy
## 564    Technology
## 565      Research
## 566       Finance
## 567    Consulting
## 568       Finance
## 569    Consulting
## 570 Manufacturing
## 571    Technology
## 572     Education
## 573 Manufacturing
## 574    Government
## 575         Media
## 576        Energy
## 577    Consulting
## 578     Education
## 579      Research
## 580       Finance
## 581    Technology
## 582    Government
## 583      Research
## 584    Automotive
## 585    Technology
## 586    Government
## 587 Manufacturing
## 588    Automotive
## 589        Energy
## 590    Consulting
## 591    Government
## 592    Automotive
## 593    Healthcare
## 594    Automotive
## 595     Education
## 596      Research
## 597    Technology
## 598 Manufacturing
## 599     Education
## 600    Healthcare
## 601    Healthcare
## 602       Finance
## 603    Technology
## 604    Healthcare
## 605    Automotive
## 606         Media
## 607        Energy
## 608    Healthcare
## 609    Consulting
## 610    Automotive
## 611        Retail
## 612        Energy
## 613    Healthcare
## 614       Finance
## 615    Automotive
## 616      Research
## 617      Research
## 618    Automotive
## 619        Energy
## 620     Education
## 621    Automotive
## 622    Healthcare
## 623    Healthcare
## 624      Research
## 625    Government
## 626        Retail
## 627       Finance
## 628        Retail
## 629    Healthcare
## 630    Automotive
## 631    Automotive
## 632     Education
## 633       Finance
## 634    Technology
## 635        Retail
## 636    Technology
## 637        Energy
## 638    Automotive
## 639    Consulting
## 640    Automotive
## 641    Automotive
## 642    Government
## 643       Finance
## 644    Healthcare
## 645     Education
## 646       Finance
## 647     Education
## 648    Automotive
## 649       Finance
## 650 Manufacturing
## 651    Automotive
## 652       Finance
## 653    Healthcare
## 654        Retail
## 655      Research
## 656         Media
## 657    Consulting
## 658      Research
## 659    Technology
## 660    Government
## 661        Energy
## 662    Consulting
## 663    Government
## 664    Government
## 665    Automotive
## 666    Technology
## 667 Manufacturing
## 668    Consulting
## 669    Healthcare
## 670      Research
## 671        Retail
## 672       Finance
## 673     Education
## 674        Retail
## 675    Government
## 676      Research
## 677    Healthcare
## 678         Media
## 679         Media
## 680       Finance
## 681    Healthcare
## 682       Finance
## 683    Healthcare
## 684    Healthcare
## 685    Healthcare
## 686    Consulting
## 687    Technology
## 688    Government
## 689    Automotive
## 690    Government
## 691    Consulting
## 692    Technology
## 693      Research
## 694        Energy
## 695    Automotive
## 696    Consulting
## 697    Consulting
## 698    Consulting
## 699        Retail
## 700    Technology
## 701    Healthcare
## 702    Healthcare
## 703        Retail
## 704       Finance
## 705    Consulting
## 706        Retail
## 707       Finance
## 708    Government
## 709        Energy
## 710        Retail
## 711    Automotive
## 712    Automotive
## 713 Manufacturing
## 714        Energy
## 715    Healthcare
## 716    Automotive
## 717 Manufacturing
## 718        Energy
## 719    Automotive
## 720    Healthcare
## 721     Education
## 722    Healthcare
## 723    Consulting
## 724    Government
## 725    Automotive
## 726    Consulting
## 727    Healthcare
## 728       Finance
## 729    Healthcare
## 730      Research
## 731    Government
## 732    Automotive
## 733    Technology
## 734    Government
## 735        Retail
## 736        Retail
## 737    Healthcare
## 738      Research
## 739        Energy
## 740    Consulting
## 741    Technology
## 742        Retail
## 743    Consulting
## 744         Media
## 745        Energy
## 746    Consulting
## 747     Education
## 748    Automotive
## 749 Manufacturing
## 750    Consulting
## 751    Technology
## 752       Finance
## 753         Media
## 754    Healthcare
## 755       Finance
## 756    Government
## 757    Automotive
## 758    Government
## 759      Research
## 760    Government
## 761        Retail
## 762     Education
## 763     Education
## 764    Consulting
## 765       Finance
## 766        Retail
## 767    Automotive
## 768       Finance
## 769    Healthcare
## 770    Consulting
## 771       Finance
## 772     Education
## 773     Education
## 774 Manufacturing
## 775        Energy
## 776 Manufacturing
## 777        Energy
## 778        Energy
## 779       Finance
## 780    Automotive
## 781    Government
## 782     Education
## 783    Automotive
## 784    Healthcare
## 785       Finance
## 786    Technology
## 787 Manufacturing
## 788    Healthcare
## 789       Finance
## 790    Technology
## 791       Finance
## 792        Energy
## 793        Retail
## 794    Automotive
## 795        Retail
## 796        Energy
## 797     Education
## 798     Education
## 799    Government
## 800        Retail
## 801     Education
## 802         Media
## 803      Research
## 804    Automotive
## 805    Technology
## 806        Retail
## 807    Automotive
## 808         Media
## 809    Healthcare
## 810        Retail
## 811       Finance
## 812    Consulting
## 813        Retail
## 814 Manufacturing
## 815    Automotive
## 816    Automotive
## 817        Retail
## 818     Education
## 819      Research
## 820    Automotive
## 821 Manufacturing
## 822    Government
## 823    Consulting
## 824         Media
## 825       Finance
## 826        Retail
## 827    Healthcare
## 828 Manufacturing
## 829    Government
## 830 Manufacturing
## 831    Automotive
## 832      Research
## 833    Government
## 834    Automotive
## 835        Retail
## 836    Healthcare
## 837      Research
## 838    Automotive
## 839    Automotive
## 840    Consulting
## 841    Government
## 842    Automotive
## 843    Consulting
## 844    Automotive
## 845    Technology
## 846    Healthcare
## 847    Government
## 848    Consulting
## 849        Retail
## 850 Manufacturing
## 851 Manufacturing
## 852      Research
## 853      Research
## 854    Automotive
## 855    Automotive
## 856 Manufacturing
## 857       Finance
## 858        Retail
## 859        Retail
## 860      Research
## 861        Retail
## 862 Manufacturing
## 863    Government
## 864         Media
## 865         Media
## 866    Healthcare
## 867        Energy
## 868    Healthcare
## 869      Research
## 870        Retail
## 871    Automotive
## 872 Manufacturing
## 873    Healthcare
## 874         Media
## 875    Government
## 876        Retail
## 877      Research
## 878        Retail
## 879    Government
## 880 Manufacturing
## 881     Education
## 882    Healthcare
## 883        Retail
## 884        Energy
## 885    Automotive
## 886       Finance
## 887        Energy
## 888        Energy
## 889    Healthcare
## 890    Government
## 891        Retail
## 892       Finance
## 893    Automotive
## 894    Government
## 895    Government
## 896     Education
## 897    Consulting
## 898 Manufacturing
## 899       Finance
##                                                                                                 required_skills
## 1                                                             APIs|Planning Systems|Python|Cloud|SQL|Leadership
## 2                                                        Vector DBs|Python|Prompt Engineering|Fine-tuning|Agile
## 3                                         Data Analysis|Stakeholder Mgmt|Agile|Cloud|Problem Solving|Statistics
## 4                                                Risk Analysis|Cybersecurity|Python|ML Security|Red Teaming|Git
## 5                         LLM Fine-tuning|Distributed Systems|MLOps|Python|System Design|Agile|Cloud|Statistics
## 6                               Python|APIs|LangChain|Tool Use|AutoGen|Communication|Statistics|Problem Solving
## 7                                                            Risk Analysis|Python|Cybersecurity|Problem Solving
## 8                                      PyTorch|Vision-Language Models|APIs|Fine-tuning|Research|Problem Solving
## 9                                                                       Monitoring|Docker|Kubernetes|MLflow|SQL
## 10                        SQL|Communication|Python|Data Visualization|Business Analysis|Leadership|Research|SQL
## 11                      Embeddings|LLMs|Vector DBs|Search Systems|LangChain|Python|Communication|Agile|Research
## 12                                                              MLOps|Python|PyTorch|SQL|Agile|Statistics|Linux
## 13                                                                       Communication|Python|SQL|Agile|Git|SQL
## 14                                      Research|Ethics Frameworks|Communication|Research|Problem Solving|Cloud
## 15                                                    LLMs|Transformers|BERT|Hugging Face|Agile|Problem Solving
## 16                     Networking|Kubernetes|CUDA|Distributed Systems|Storage|Cloud|Leadership|Statistics|Cloud
## 17               MLOps|Distributed Systems|System Design|LLM Fine-tuning|PyTorch|Python|Problem Solving|SQL|Git
## 18              Cloud (AWS/GCP/Azure)|PyTorch|Python|Docker|LLM Integration|Problem Solving|Communication|Cloud
## 19                                                                       Scikit-learn|Python|SQL|Statistics|Git
## 20                                                    GPU Computing|PyTorch|TensorFlow|CUDA|Neural Networks|SQL
## 21                        Distributed Systems|LLM Fine-tuning|MLOps|PyTorch|System Design|SQL|Git|Communication
## 22                                              Cloud|CUDA|Storage|Kubernetes|Distributed Systems|Communication
## 23                                                                         OpenCV|CNNs|PyTorch|Python|SQL|Agile
## 24                                                                       dbt|Spark|Python|Airflow|SQL|Cloud|Git
## 25                                      Python|LangChain|APIs|Tool Use|Planning Systems|AutoGen|Problem Solving
## 26                        Diffusion Models|Deployment|Python|GenAI APIs|Fine-tuning|LLMs|Agile|Statistics|Linux
## 27                                        GPU Computing|CUDA|Neural Networks|TensorFlow|PyTorch|Python|Research
## 28                                        Python|TensorFlow|CUDA|GPU Computing|Neural Networks|PyTorch|Research
## 29                                                               Networking|Distributed Systems|CUDA|Statistics
## 30                             AI Literacy|Stakeholder Mgmt|Data Analysis|Product Strategy|Agile|Git|Statistics
## 31                           Storage|Kubernetes|CUDA|Networking|Cloud|Distributed Systems|Agile|Problem Solving
## 32                                               Fine-tuning|PyTorch|Vision-Language Models|Agile|Communication
## 33                          Kubernetes|Distributed Systems|Cloud|Networking|Problem Solving|Statistics|Research
## 34                                             MLOps|LLM Fine-tuning|System Design|Agile|Research|Communication
## 35                                        Neural Networks|PyTorch|TensorFlow|CUDA|Python|Communication|Research
## 36                                                     CI/CD|Kubernetes|Docker|Statistics|Cloud|Problem Solving
## 37                              Deep Learning|Leadership|ML|Causal Inference|Advanced Statistics|SQL|Statistics
## 38                                            APIs|Python|Tool Use|Planning Systems|Problem Solving|Cloud|Linux
## 39                   PyTorch|Vision-Language Models|APIs|Fine-tuning|Python|Research|Statistics|Problem Solving
## 40                                                     Text Processing|LLMs|Python|BERT|Hugging Face|Leadership
## 41                                        AI Literacy|Product Strategy|Data Analysis|Agile|Research|Agile|Linux
## 42                                                                        LLM APIs|RAG|Fine-tuning|Python|Agile
## 43                     Control Systems|C++|ROS|Simulation|Computer Vision|Python|Leadership|Communication|Linux
## 44                                         Cybersecurity|Red Teaming|Python|ML Security|Risk Analysis|Agile|SQL
## 45           System Design|MLOps|LLM Fine-tuning|PyTorch|Distributed Systems|Python|Leadership|Linux|Statistics
## 46                                                               Risk Management|Legal Knowledge|Auditing|Agile
## 47                                   LangChain|Planning Systems|Tool Use|Python|AutoGen|APIs|Linux|Research|SQL
## 48                                                                        AutoGen|Tool Use|Python|Communication
## 49                     PyTorch|GPU Computing|TensorFlow|CUDA|Neural Networks|Python|Statistics|Agile|Leadership
## 50                                                      Python|TensorFlow|Neural Networks|PyTorch|Communication
## 51                                           OpenCV|Image Processing|CNNs|Python|SQL|Leadership|Problem Solving
## 52                                      SQL|ML Algorithms|Scikit-learn|Python|Statistics|Research|Communication
## 53                                               Python|MLOps|LLM Fine-tuning|System Design|Problem Solving|Git
## 54                                        LLM APIs|RAG|Vector DBs|Fine-tuning|Prompt Engineering|Statistics|Git
## 55                                                                       Testing|Documentation|Python|SQL|Agile
## 56                                     Docker|Python|MLflow|Kubernetes|Cloud|Monitoring|Leadership|SQL|Research
## 57                      APIs|Fine-tuning|Python|Vision-Language Models|PyTorch|Cloud|Leadership|Problem Solving
## 58                                                         Search Systems|Vector DBs|Embeddings|LangChain|Linux
## 59                                      RAG|LLM APIs|Python|Fine-tuning|Vector DBs|Prompt Engineering|SQL|Agile
## 60                                     Cybersecurity|Red Teaming|Python|Risk Analysis|ML Security|Communication
## 61                                                                   Vector DBs|Python|RAG|Statistics|Git|Cloud
## 62                                                                  SQL|Communication|Business Analysis|SQL|Git
## 63                                                    Python|Kubernetes|PyTorch|MLOps|SQL|TensorFlow|Leadership
## 64                                                                    Python|APIs|PyTorch|Fine-tuning|Linux|Git
## 65                                                                  PyTorch|CNNs|CUDA|Git|Agile|Problem Solving
## 66                                 Stakeholder Mgmt|AI Literacy|Agile|Data Analysis|Product Strategy|Leadership
## 67                                                     Python|Leadership|Advanced Statistics|Research|Linux|Git
## 68                                                            Fine-tuning|Vector DBs|RAG|Python|Problem Solving
## 69                                                             CNNs|PyTorch|CUDA|Research|Statistics|Leadership
## 70                                                               PyTorch|SQL|TensorFlow|SQL|Communication|Cloud
## 71                                                   Storage|Kubernetes|Distributed Systems|CUDA|Linux|Research
## 72                                                               Python|GPU Computing|TensorFlow|CUDA|Cloud|Git
## 73                                 AutoGen|APIs|LangChain|Python|Planning Systems|Tool Use|SQL|Linux|Statistics
## 74            PyTorch|Python|LLM Fine-tuning|Distributed Systems|MLOps|System Design|Leadership|Problem Solving
## 75                                                     RAG|Vector DBs|Fine-tuning|Python|LLM APIs|SQL|Linux|Git
## 76                                                Python|RAG|Vector DBs|Fine-tuning|Prompt Engineering|Research
## 77                                     ML|Advanced Statistics|Leadership|Causal Inference|Leadership|Statistics
## 78                                                                                ML|System Design|Python|Linux
## 79                                       SQL|Python|Scikit-learn|Data Visualization|Statistics|Statistics|Agile
## 80                                              Enterprise Architecture|System Design|Leadership|Cloud|ML|Linux
## 81                         CUDA|TensorFlow|Python|GPU Computing|Neural Networks|PyTorch|SQL|Problem Solving|Git
## 82                                                               Tool Use|Python|Planning Systems|LangChain|Git
## 83                                                         PyTorch|CNNs|Image Processing|OpenCV|Python|CUDA|SQL
## 84                                                                                  RAG|Vector DBs|Python|Agile
## 85                                           Red Teaming|Risk Analysis|Cybersecurity|ML Security|Statistics|Git
## 86                                                          Kubernetes|Monitoring|CI/CD|Python|Cloud|MLflow|Git
## 87                                        LangChain|Python|Embeddings|Vector DBs|LLMs|Statistics|Leadership|SQL
## 88                                                                              LangChain|APIs|Python|SQL|Cloud
## 89                     Fine-tuning|APIs|PyTorch|Python|Vision-Language Models|Statistics|Research|Communication
## 90                                   Prompt Engineering|Vector DBs|RAG|LLM APIs|Python|Communication|Statistics
## 91                                                            Distributed Systems|PyTorch|Python|Statistics|SQL
## 92                           Prompt Engineering|Fine-tuning|LLM APIs|RAG|Vector DBs|Python|Leadership|Linux|Git
## 93                                                           LLMs|Fine-tuning|GenAI APIs|Python|Problem Solving
## 94                                                      PyTorch|Vision-Language Models|Fine-tuning|Python|Agile
## 95                                                          Business Analysis|Python|SQL|Cloud|Agile|Statistics
## 96                                                        RAG|Fine-tuning|Python|Communication|Linux|Leadership
## 97                                                LangChain|Tool Use|Planning Systems|APIs|Python|AutoGen|Agile
## 98                                           Search Systems|Embeddings|Python|LangChain|Vector DBs|LLMs|Git|SQL
## 99                                                                     Python|Kubernetes|PyTorch|TensorFlow|SQL
## 100                                        Airflow|Feature Stores|Spark|dbt|Communication|Agile|Problem Solving
## 101                                            PyTorch|Fine-tuning|Vision-Language Models|APIs|Linux|Leadership
## 102                                    TensorFlow|Python|Kubernetes|SQL|MLOps|PyTorch|Git|Statistics|Leadership
## 103                                               SQL|Airflow|ETL|Feature Stores|Python|Linux|Communication|Git
## 104                                                           CUDA|Image Processing|PyTorch|OpenCV|Python|Linux
## 105                                                                               Leadership|Python|Cloud|Agile
## 106                                   LLMs|BERT|Hugging Face|Python|Text Processing|Transformers|Research|Agile
## 107                                   Product Strategy|Data Analysis|Stakeholder Mgmt|Research|Linux|Statistics
## 108                                       PyTorch|TensorFlow|Kubernetes|SQL|Python|MLOps|Cloud|Statistics|Linux
## 109                              Communication|Python|SQL|Business Analysis|Data Visualization|Agile|Leadership
## 110                                        Cybersecurity|Red Teaming|ML Security|Problem Solving|Leadership|Git
## 111                                                          Python|ROS|C++|Control Systems|Simulation|Research
## 112                                                                       SQL|Scikit-learn|Python|Communication
## 113                                                                  Docker|Python|MLflow|Monitoring|Statistics
## 114                                                        Python|Airflow|ETL|SQL|Communication|Problem Solving
## 115                                     Python|Leadership|System Design|ML|Enterprise Architecture|Research|SQL
## 116                                                 PyTorch|MLOps|TensorFlow|Kubernetes|Python|SQL|Research|Git
## 117                                                              Vector DBs|LangChain|Search Systems|LLMs|Cloud
## 118                                                       GPU Computing|Neural Networks|PyTorch|Problem Solving
## 119                                                             Fine-tuning|RAG|Python|Communication|Statistics
## 120                                                        SQL|Statistics|ML Algorithms|Scikit-learn|Python|Git
## 121                                       Cloud (AWS/GCP/Azure)|LLM Integration|PyTorch|Python|Linux|Leadership
## 122                                                Fine-tuning|RAG|Prompt Engineering|Statistics|Leadership|SQL
## 123                                          Publishing|Research|Mathematics|Python|Deep Learning|PyTorch|Cloud
## 124                        Planning Systems|Python|Tool Use|LangChain|AutoGen|APIs|Git|Leadership|Communication
## 125                                                                          Feature Stores|dbt|Spark|Cloud|Git
## 126                             Python|Diffusion Models|GenAI APIs|Deployment|LLMs|Fine-tuning|Statistics|Linux
## 127                                                                  Image Processing|Python|CNNs|CUDA|Research
## 128                                                                         Python|ML|System Design|Cloud|Agile
## 129               LLMs|Python|Fine-tuning|GenAI APIs|Deployment|Diffusion Models|Communication|Linux|Statistics
## 130                                   Python|CUDA|TensorFlow|PyTorch|Neural Networks|Leadership|Problem Solving
## 131                                                        Python|Fine-tuning|APIs|Vision-Language Models|Linux
## 132                            Python|ROS|Control Systems|Computer Vision|Simulation|Problem Solving|Statistics
## 133                                                               Python|ML|Leadership|System Design|Statistics
## 134                                                               Kubernetes|Cloud|Docker|Leadership|Statistics
## 135                                                                       LLM APIs|NLP|Python|Testing|SQL|Agile
## 136                                         Python|Deep Learning|Leadership|Communication|Problem Solving|Agile
## 137                            LLMs|Fine-tuning|Diffusion Models|Python|GenAI APIs|Deployment|Communication|Git
## 138                                        Research|AI Policy|Communication|Risk Assessment|Communication|Agile
## 139                                                       Computer Vision|C++|Simulation|Cloud|Statistics|Agile
## 140                                      AutoGen|Planning Systems|Tool Use|APIs|Python|LangChain|Research|Linux
## 141                                                                          Tool Use|LangChain|Python|APIs|SQL
## 142                                            PyTorch|Python|Fine-tuning|APIs|Vision-Language Models|SQL|Cloud
## 143                                      Enterprise Architecture|Python|ML|Leadership|Cloud|System Design|Agile
## 144                                   Cloud (AWS/GCP/Azure)|Docker|PyTorch|Python|LLM Integration|Communication
## 145                                             Stakeholder Mgmt|AI Literacy|Product Strategy|Agile|Linux|Cloud
## 146                                                         Embeddings|Search Systems|LangChain|Agile|Linux|Git
## 147                          Product Strategy|Data Analysis|AI Literacy|Stakeholder Mgmt|Agile|Statistics|Linux
## 148                                              Advanced Statistics|ML|Causal Inference|Statistics|Cloud|Agile
## 149                                                      GenAI APIs|Python|Diffusion Models|Deployment|Research
## 150                                       AI Literacy|Data Analysis|Product Strategy|Agile|Stakeholder Mgmt|Git
## 151                                                   Python|System Design|MLOps|PyTorch|Agile|Linux|Statistics
## 152                                                    Vector DBs|Python|LangChain|Search Systems|Communication
## 153                                                                   PyTorch|CUDA|Neural Networks|Research|SQL
## 154                                     SQL|Statistics|Scikit-learn|Data Visualization|Communication|Leadership
## 155                                                      Causal Inference|Python|ML|Deep Learning|Communication
## 156                                                     Control Systems|ROS|Simulation|Python|Git|Communication
## 157                                                        Python|CUDA|Image Processing|PyTorch|CNNs|OpenCV|Git
## 158                                        System Design|LLM Fine-tuning|MLOps|Leadership|Problem Solving|Cloud
## 159                                                       Docker|CI/CD|Python|Kubernetes|MLflow|Cloud|SQL|Agile
## 160                           NLP|Testing|LLM APIs|Prompt Design|Documentation|Python|Research|Linux|Statistics
## 161                                                      ML Algorithms|Data Visualization|Statistics|Statistics
## 162                                             Kubernetes|TensorFlow|MLOps|PyTorch|Python|Leadership|Agile|SQL
## 163                            Deployment|Fine-tuning|LLMs|Diffusion Models|GenAI APIs|Communication|Statistics
## 164                                            Python|Distributed Systems|LLM Fine-tuning|Cloud|Problem Solving
## 165                                             RAG|Prompt Engineering|Fine-tuning|Communication|Git|Leadership
## 166                                                               ML Security|Risk Analysis|Cybersecurity|Linux
## 167                                       EU AI Act|Risk Management|Auditing|Documentation|Leadership|SQL|Cloud
## 168                             Ethics Frameworks|Communication|Risk Assessment|AI Policy|Research|SQL|Research
## 169                                                                  Kubernetes|Cloud|Python|Monitoring|Git|SQL
## 170                                    Fine-tuning|Prompt Engineering|Python|RAG|Vector DBs|Research|Leadership
## 171                                                                 Fine-tuning|PyTorch|Python|Agile|Statistics
## 172                                    Docker|Cloud (AWS/GCP/Azure)|LLM Integration|Python|SQL|Linux|Leadership
## 173                                CUDA|TensorFlow|Python|Neural Networks|GPU Computing|PyTorch|Problem Solving
## 174                                                                     PyTorch|APIs|Vision-Language Models|Git
## 175                                                       GPU Computing|Neural Networks|TensorFlow|Python|Linux
## 176                              Enterprise Architecture|ML|Python|Leadership|System Design|Communication|Linux
## 177                         Networking|Cloud|Kubernetes|Distributed Systems|CUDA|Git|Statistics|Problem Solving
## 178                                                                 Python|System Design|Leadership|Cloud|Linux
## 179                                                                      Cloud|ML|System Design|Cloud|Linux|Git
## 180                                      Python|APIs|PyTorch|Vision-Language Models|Fine-tuning|Problem Solving
## 181                                                          PyTorch|Python|Distributed Systems|Linux|SQL|Cloud
## 182                                               Python|Prompt Design|Documentation|NLP|Cloud|Linux|Statistics
## 183                                   Risk Management|Auditing|Documentation|Legal Knowledge|EU AI Act|Research
## 184                                       Kubernetes|Cloud|Monitoring|Python|CI/CD|MLflow|Cloud|Problem Solving
## 185                                  Kubernetes|MLOps|TensorFlow|SQL|Python|Cloud|Problem Solving|Communication
## 186                                              Python|APIs|Planning Systems|AutoGen|Cloud|Problem Solving|Git
## 187                                                                        Simulation|Control Systems|C++|Agile
## 188                                                                    Python|Research|Publishing|PyTorch|Agile
## 189                                Image Processing|CUDA|PyTorch|OpenCV|CNNs|Python|Cloud|Statistics|Leadership
## 190                LangChain|Vector DBs|Python|LLMs|Embeddings|Search Systems|Communication|Statistics|Research
## 191                              Agile|Data Analysis|Stakeholder Mgmt|Product Strategy|AI Literacy|Research|Git
## 192                              Red Teaming|Cybersecurity|ML Security|Leadership|Communication|Problem Solving
## 193                                                                 Publishing|PyTorch|Deep Learning|Statistics
## 194                                     Python|Deployment|LLMs|GenAI APIs|Diffusion Models|Git|Statistics|Linux
## 195                                               CUDA|Storage|Distributed Systems|Communication|Research|Agile
## 196                                                                  Hugging Face|LLMs|BERT|Research|Statistics
## 197                                  RAG|LLM APIs|Prompt Engineering|Vector DBs|Fine-tuning|Linux|Communication
## 198                                           APIs|Vision-Language Models|Python|PyTorch|Statistics|Cloud|Linux
## 199                              Python|Mathematics|PyTorch|Deep Learning|Publishing|Leadership|Problem Solving
## 200                                     Planning Systems|AutoGen|APIs|LangChain|Python|Tool Use|Git|Agile|Cloud
## 201                                                                    MLOps|SQL|Python|PyTorch|Problem Solving
## 202                                                     Python|LLMs|Hugging Face|Text Processing|BERT|Cloud|SQL
## 203                                      Testing|Python|LLM APIs|Prompt Design|NLP|Documentation|SQL|Leadership
## 204                                                   Simulation|C++|Python|Control Systems|Git|Problem Solving
## 205                                                                   Leadership|Python|Advanced Statistics|Git
## 206                                                           ETL|Python|Spark|Linux|Statistics|Problem Solving
## 207                                                   PyTorch|System Design|Python|Problem Solving|SQL|Research
## 208                                              Red Teaming|Cybersecurity|Python|Risk Analysis|Problem Solving
## 209                                  Tool Use|LangChain|AutoGen|Planning Systems|APIs|Cloud|SQL|Problem Solving
## 210                                                               Scikit-learn|Python|ML Algorithms|Linux|Agile
## 211                                                                     PyTorch|CUDA|CNNs|Problem Solving|Linux
## 212     Cloud|Python|ML|System Design|Enterprise Architecture|Leadership|Research|Communication|Problem Solving
## 213                                                       Data Visualization|Python|SQL|Business Analysis|Cloud
## 214                                                                          Python|ML|Leadership|Communication
## 215                                               Python|Vision-Language Models|APIs|Fine-tuning|Research|Cloud
## 216                                                                    Python|CUDA|OpenCV|Leadership|Statistics
## 217                                                                         Tool Use|AutoGen|LangChain|APIs|Git
## 218                                                        PyTorch|Neural Networks|GPU Computing|Research|Linux
## 219                                        Text Processing|Hugging Face|BERT|Transformers|LLMs|Leadership|Cloud
## 220                                        Deep Learning|Python|Mathematics|Publishing|PyTorch|Linux|Statistics
## 221                       Storage|Cloud|Distributed Systems|Kubernetes|Communication|Leadership|Problem Solving
## 222                                    Tool Use|Python|AutoGen|LangChain|Planning Systems|APIs|Linux|Statistics
## 223                                                                       ML|System Design|Leadership|Git|Cloud
## 224                                                                    LLMs|Search Systems|Python|Communication
## 225                                        Python|Publishing|Mathematics|PyTorch|Deep Learning|Statistics|Cloud
## 226                                Python|Leadership|Cloud|Enterprise Architecture|System Design|ML|Cloud|Linux
## 227                                                  Prompt Engineering|Vector DBs|RAG|Fine-tuning|LLM APIs|SQL
## 228                                MLOps|Python|PyTorch|System Design|Distributed Systems|LLM Fine-tuning|Linux
## 229                                                          Legal Knowledge|EU AI Act|Auditing|Problem Solving
## 230                                                         APIs|Fine-tuning|Vision-Language Models|PyTorch|SQL
## 231                                                Docker|MLflow|Monitoring|Kubernetes|CI/CD|Cloud|Python|Agile
## 232                                  LangChain|Planning Systems|Tool Use|AutoGen|APIs|Linux|Communication|Agile
## 233                                 Control Systems|C++|Computer Vision|Python|Simulation|Cloud|Problem Solving
## 234                                                          Python|CI/CD|Kubernetes|Monitoring|Docker|Research
## 235                                            LangChain|Vector DBs|Search Systems|Research|Linux|Communication
## 236                                                                Python|Simulation|Control Systems|Leadership
## 237                                                Kubernetes|SQL|PyTorch|MLOps|TensorFlow|Git|Linux|Leadership
## 238                                                             CI/CD|MLflow|Python|Monitoring|Docker|Agile|SQL
## 239                                                 Cloud|Docker|MLflow|Kubernetes|Python|Problem Solving|Cloud
## 240                                                  PyTorch|Vision-Language Models|APIs|Fine-tuning|Python|SQL
## 241                                                                        SQL|TensorFlow|Kubernetes|Statistics
## 242                                                 Python|Search Systems|Vector DBs|Leadership|Problem Solving
## 243                       Data Analysis|Product Strategy|AI Literacy|Stakeholder Mgmt|Agile|Cloud|Communication
## 244                                          Data Visualization|Communication|Business Analysis|Problem Solving
## 245                                          Python|Mathematics|Deep Learning|PyTorch|Research|Statistics|Linux
## 246                                                  CUDA|Cloud|Networking|Storage|Communication|Git|Statistics
## 247                                                     Kubernetes|Storage|Cloud|CUDA|Distributed Systems|Linux
## 248                           Python|Diffusion Models|Deployment|GenAI APIs|Problem Solving|Communication|Linux
## 249                                    Red Teaming|Python|Risk Analysis|ML Security|Cybersecurity|Communication
## 250                                                    MLOps|TensorFlow|Python|PyTorch|Kubernetes|SQL|SQL|Agile
## 251                                                         Fine-tuning|LLM APIs|Python|RAG|Vector DBs|Research
## 252                                                                             LLMs|Python|Text Processing|SQL
## 253                                      Communication|AI Policy|Risk Assessment|Research|Agile|Problem Solving
## 254                                             APIs|PyTorch|Fine-tuning|Vision-Language Models|Problem Solving
## 255                Docker|Python|PyTorch|LLM Integration|Cloud (AWS/GCP/Azure)|Linux|Problem Solving|Leadership
## 256                                                           CNNs|PyTorch|Image Processing|Leadership|Research
## 257                                                                   GPU Computing|PyTorch|TensorFlow|Research
## 258                Product Strategy|Stakeholder Mgmt|Data Analysis|Agile|AI Literacy|Statistics|Problem Solving
## 259                                     BERT|Text Processing|LLMs|Hugging Face|Transformers|Python|Research|SQL
## 260                                               Testing|Python|NLP|Documentation|LLM APIs|Prompt Design|Linux
## 261                                                  Documentation|Prompt Design|Python|NLP|Communication|Cloud
## 262                                            Auditing|EU AI Act|Legal Knowledge|Risk Management|Communication
## 263                                                                      CI/CD|MLflow|Cloud|Cloud|Communication
## 264                                                                Research|AI Policy|Risk Assessment|SQL|Agile
## 265                           Prompt Engineering|Fine-tuning|RAG|LLM APIs|Python|Research|Linux|Problem Solving
## 266                                            LangChain|Search Systems|Vector DBs|Communication|Statistics|SQL
## 267                                                   Simulation|Python|Control Systems|ROS|Computer Vision|SQL
## 268                          Python|Data Visualization|SQL|Communication|Business Analysis|Agile|Research|Linux
## 269                                           Agile|Product Strategy|AI Literacy|Research|Problem Solving|Linux
## 270                                                           Cloud (AWS/GCP/Azure)|Python|Docker|PyTorch|Agile
## 271                                TensorFlow|Neural Networks|GPU Computing|Python|Cloud|Research|Communication
## 272                                          PyTorch|CNNs|OpenCV|Python|Image Processing|Communication|Research
## 273                                                  Deep Learning|Causal Inference|Python|Cloud|SQL|Statistics
## 274                                                                   Prompt Design|LLM APIs|Python|Linux|Agile
## 275                                                           Python|Kubernetes|CI/CD|Cloud|Monitoring|Research
## 276                                               ML|Enterprise Architecture|System Design|Cloud|Leadership|Git
## 277                           AI Literacy|Data Analysis|Stakeholder Mgmt|Agile|Product Strategy|Problem Solving
## 278                                                            Prompt Design|Documentation|Python|Testing|Cloud
## 279                                            LLMs|Search Systems|LangChain|Embeddings|Git|Research|Leadership
## 280                                    Transformers|BERT|Text Processing|Hugging Face|Agile|Statistics|Research
## 281                                                       Vector DBs|Fine-tuning|Prompt Engineering|Linux|Agile
## 282                                                         ML Security|Python|Red Teaming|Linux|Leadership|SQL
## 283                                          Vision-Language Models|PyTorch|Python|Fine-tuning|Cloud|Leadership
## 284                                                                     LLMs|Transformers|BERT|Hugging Face|Git
## 285                                  SQL|Python|Scikit-learn|Statistics|Data Visualization|Research|Cloud|Linux
## 286                                                        Distributed Systems|Networking|Cloud|Problem Solving
## 287                                         Python|System Design|ML|Cloud|Enterprise Architecture|Communication
## 288                                                                Networking|CUDA|Cloud|Communication|Research
## 289                                            Python|Hugging Face|LLMs|Transformers|Leadership|Problem Solving
## 290                                         Data Analysis|Product Strategy|Stakeholder Mgmt|Linux|Communication
## 291                                              Docker|Kubernetes|CI/CD|Cloud|MLflow|Python|Cloud|SQL|Research
## 292                                System Design|LLM Fine-tuning|Distributed Systems|PyTorch|MLOps|Python|Cloud
## 293                                                 LLMs|GenAI APIs|Deployment|Fine-tuning|Diffusion Models|Git
## 294                                     CUDA|Networking|Kubernetes|Distributed Systems|Cloud|Storage|Leadership
## 295                                             Neural Networks|Python|PyTorch|CUDA|Linux|Agile|Problem Solving
## 296                                             PyTorch|OpenCV|Python|CUDA|CNNs|Image Processing|Research|Cloud
## 297                                  System Design|Cloud|ML|Leadership|Enterprise Architecture|Python|SQL|Cloud
## 298                                                       Diffusion Models|Fine-tuning|Deployment|Communication
## 299                                                CUDA|Image Processing|OpenCV|Python|Problem Solving|Research
## 300                                          Risk Assessment|Ethics Frameworks|AI Policy|Research|Communication
## 301                              Data Visualization|Python|Scikit-learn|SQL|Statistics|ML Algorithms|Statistics
## 302                                          Kubernetes|Networking|Cloud|CUDA|Distributed Systems|Communication
## 303                                         Product Strategy|Agile|Stakeholder Mgmt|Data Analysis|Communication
## 304                                                  Risk Analysis|Python|Red Teaming|ML Security|Communication
## 305                                        Python|LLM Integration|Docker|PyTorch|Communication|Agile|Statistics
## 306                                                             PyTorch|Docker|Cloud (AWS/GCP/Azure)|Python|SQL
## 307                                                 LangChain|Python|Planning Systems|APIs|Tool Use|AutoGen|Git
## 308                                              GenAI APIs|Diffusion Models|Python|Fine-tuning|Problem Solving
## 309                                                               SQL|Feature Stores|ETL|Spark|Statistics|Cloud
## 310                           Documentation|Risk Management|Legal Knowledge|Auditing|EU AI Act|Leadership|Linux
## 311                                                                  Diffusion Models|Python|LLMs|Git|SQL|Agile
## 312                                                      Data Analysis|Stakeholder Mgmt|Agile|Git|Communication
## 313                                                    Legal Knowledge|EU AI Act|Risk Management|Leadership|Git
## 314                                                                                      Python|NLP|Testing|Git
## 315                                    Prompt Engineering|Vector DBs|Python|LLM APIs|RAG|Communication|Research
## 316                                 CUDA|Storage|Networking|Kubernetes|Distributed Systems|Research|Cloud|Linux
## 317                                                                CUDA|Cloud|Distributed Systems|Cloud|SQL|Git
## 318                                                              Python|Transformers|BERT|Problem Solving|Cloud
## 319                                         LLM APIs|RAG|Prompt Engineering|Python|Fine-tuning|Git|Research|SQL
## 320                       PyTorch|Distributed Systems|LLM Fine-tuning|System Design|Python|MLOps|Statistics|SQL
## 321                                                                              PyTorch|Mathematics|Python|Git
## 322                                                      Research|Mathematics|Python|Publishing|SQL|Cloud|Linux
## 323                                                                 CUDA|Image Processing|Python|CNNs|Linux|SQL
## 324                                                     Risk Analysis|Red Teaming|Cybersecurity|ML Security|SQL
## 325                                                                        Communication|AI Policy|Research|Git
## 326                                                                  LLMs|LangChain|Vector DBs|Leadership|Linux
## 327                                                PyTorch|Distributed Systems|Python|System Design|Agile|Cloud
## 328                                                              Python|Causal Inference|ML|Leadership|Research
## 329                   Deployment|Fine-tuning|GenAI APIs|LLMs|Diffusion Models|Communication|Problem Solving|SQL
## 330                                          Distributed Systems|CUDA|Storage|Kubernetes|Networking|Cloud|Agile
## 331                                      SQL|ML Algorithms|Statistics|Data Visualization|Scikit-learn|Cloud|Git
## 332                                                                            Python|AutoGen|Tool Use|Research
## 333                                                        Legal Knowledge|Risk Management|EU AI Act|Statistics
## 334                                                           CNNs|Image Processing|OpenCV|Leadership|Agile|Git
## 335                                           Vision-Language Models|PyTorch|Python|Agile|Problem Solving|Cloud
## 336                                   Distributed Systems|Python|LLM Fine-tuning|MLOps|System Design|Statistics
## 337                                            LLM Integration|Docker|Python|PyTorch|Git|Communication|Research
## 338                                                 Neural Networks|Python|TensorFlow|PyTorch|GPU Computing|Git
## 339                           System Design|MLOps|Python|PyTorch|LLM Fine-tuning|Distributed Systems|Statistics
## 340                                                                 Vision-Language Models|Python|PyTorch|Cloud
## 341         AI Literacy|Data Analysis|Agile|Stakeholder Mgmt|Product Strategy|Communication|Research|Leadership
## 342                                                 Fine-tuning|Deployment|GenAI APIs|Diffusion Models|Research
## 343                                       PyTorch|CUDA|OpenCV|Image Processing|Problem Solving|Leadership|Linux
## 344                                             Distributed Systems|Python|MLOps|LLM Fine-tuning|Statistics|Git
## 345                                                                              CUDA|PyTorch|Python|Leadership
## 346                             Risk Analysis|Cybersecurity|Red Teaming|Python|ML Security|Leadership|Git|Agile
## 347                                                                dbt|Feature Stores|Python|Research|SQL|Cloud
## 348                                BERT|Transformers|Hugging Face|Text Processing|Python|LLMs|Cloud|Agile|Linux
## 349                                                                 NLP|Prompt Design|Documentation|Cloud|Linux
## 350                                                                            Python|Tool Use|APIs|AutoGen|Git
## 351                                                 Python|Planning Systems|LangChain|Tool Use|AutoGen|APIs|SQL
## 352                                                           System Design|Python|Distributed Systems|Research
## 353                       Auditing|Risk Management|Legal Knowledge|EU AI Act|Documentation|Research|Cloud|Linux
## 354                                Prompt Engineering|Fine-tuning|RAG|Vector DBs|Communication|Linux|Statistics
## 355                                                        PyTorch|Vision-Language Models|APIs|Leadership|Linux
## 356                                                     PyTorch|TensorFlow|Python|SQL|Kubernetes|MLOps|Research
## 357                                               LangChain|Planning Systems|AutoGen|Tool Use|APIs|Python|Cloud
## 358                             Simulation|Control Systems|Computer Vision|C++|Agile|Leadership|Problem Solving
## 359                                                        Distributed Systems|MLOps|Python|Linux|Communication
## 360                        Embeddings|Search Systems|LangChain|Vector DBs|Python|LLMs|Research|Linux|Leadership
## 361                                                                   PyTorch|Python|Fine-tuning|SQL|Statistics
## 362                                                 PyTorch|Mathematics|Deep Learning|Publishing|Research|Linux
## 363                                                 Fine-tuning|Prompt Engineering|Vector DBs|Python|Leadership
## 364                       Deep Learning|Mathematics|Publishing|Python|PyTorch|Research|Research|Problem Solving
## 365                                                            GenAI APIs|LLMs|Python|Fine-tuning|Communication
## 366                              MLOps|PyTorch|LLM Fine-tuning|System Design|Distributed Systems|SQL|Leadership
## 367                                                   Feature Stores|SQL|Airflow|Spark|dbt|Python|ETL|Linux|Git
## 368                           Distributed Systems|Cloud|Networking|CUDA|Kubernetes|Research|Communication|Linux
## 369                                       Python|Vector DBs|Search Systems|Embeddings|LangChain|LLMs|Statistics
## 370                                                        Data Analysis|Product Strategy|Agile|Problem Solving
## 371                                         Causal Inference|Deep Learning|Advanced Statistics|Cloud|Statistics
## 372                                              Prompt Engineering|Python|Fine-tuning|LLM APIs|RAG|Agile|Cloud
## 373                                                                         Simulation|ROS|C++|SQL|Research|Git
## 374                                                  PyTorch|MLOps|Distributed Systems|Python|System Design|SQL
## 375                                                            Kubernetes|Python|TensorFlow|SQL|MLOps|Linux|SQL
## 376               Python|LLM Fine-tuning|System Design|MLOps|Distributed Systems|PyTorch|Cloud|Agile|Leadership
## 377                                                        Python|Deployment|Fine-tuning|Diffusion Models|Cloud
## 378                                           LLM Fine-tuning|MLOps|System Design|Python|Cloud|Leadership|Linux
## 379                                    Leadership|Cloud|Python|Enterprise Architecture|System Design|Leadership
## 380                                            Search Systems|LangChain|Python|Vector DBs|Embeddings|LLMs|Agile
## 381                                                                  LLMs|Deployment|Python|Research|Leadership
## 382                              LangChain|Vector DBs|Python|LLMs|Search Systems|Embeddings|Problem Solving|SQL
## 383                                              Monitoring|Docker|MLflow|CI/CD|Kubernetes|Cloud|SQL|Statistics
## 384                                                                     Distributed Systems|Cloud|Storage|Linux
## 385                                                                            OpenCV|Python|CUDA|Communication
## 386                                                        TensorFlow|PyTorch|Kubernetes|Python|SQL|MLOps|Linux
## 387                                                                  ETL|Python|SQL|dbt|Communication|SQL|Cloud
## 388                                       Risk Analysis|Red Teaming|Python|ML Security|Cybersecurity|Leadership
## 389                                                    LLMs|BERT|Text Processing|Linux|Communication|Statistics
## 390                                       CUDA|GPU Computing|Neural Networks|PyTorch|Python|SQL|Problem Solving
## 391                                     LangChain|AutoGen|Tool Use|Python|APIs|Planning Systems|Problem Solving
## 392                                                                                Leadership|ML|Cloud|Research
## 393                                                       LLM Fine-tuning|Distributed Systems|PyTorch|Git|Cloud
## 394                                              LLM Fine-tuning|System Design|Distributed Systems|Research|SQL
## 395                                                           Python|Leadership|ML|SQL|Problem Solving|Research
## 396                                                    Fine-tuning|GenAI APIs|Diffusion Models|Deployment|Cloud
## 397                                                        Statistics|SQL|Data Visualization|Research|Cloud|SQL
## 398                                                              Neural Networks|TensorFlow|Python|Git|Research
## 399                                                    Python|Fine-tuning|Vision-Language Models|Research|Cloud
## 400                    Python|Neural Networks|TensorFlow|CUDA|GPU Computing|Linux|Problem Solving|Communication
## 401                                                  Distributed Systems|Networking|Cloud|CUDA|Storage|Research
## 402                                                    LLMs|Python|Search Systems|LangChain|Embeddings|Research
## 403                              Cybersecurity|Risk Analysis|ML Security|Problem Solving|Communication|Research
## 404                                            Transformers|BERT|Python|Text Processing|LLMs|Hugging Face|Agile
## 405                              PyTorch|APIs|Fine-tuning|Vision-Language Models|Problem Solving|Agile|Research
## 406                                 Leadership|Causal Inference|ML|Python|Deep Learning|Advanced Statistics|Git
## 407                                                                 APIs|Python|Planning Systems|Cloud|Research
## 408                                               Legal Knowledge|Risk Management|Auditing|SQL|Leadership|Agile
## 409                                                                    Python|LLM APIs|RAG|Research|Cloud|Agile
## 410                                                                                   Docker|Cloud|Python|Cloud
## 411                                             Diffusion Models|LLMs|GenAI APIs|Communication|Agile|Leadership
## 412                                               PyTorch|TensorFlow|MLOps|SQL|Kubernetes|Problem Solving|Linux
## 413                                                Distributed Systems|System Design|Python|MLOps|Communication
## 414                                                                            GPU Computing|CUDA|PyTorch|Agile
## 415                                     PyTorch|MLOps|Distributed Systems|System Design|Linux|SQL|Communication
## 416                                                                  Python|Hugging Face|BERT|Linux|Agile|Cloud
## 417                                               Cloud|ML|System Design|Python|Leadership|Statistics|SQL|Linux
## 418                                                     Python|GenAI APIs|Deployment|Diffusion Models|Cloud|Git
## 419                                  MLOps|PyTorch|Distributed Systems|System Design|LLM Fine-tuning|Python|SQL
## 420                                                         Mathematics|Deep Learning|PyTorch|Python|Statistics
## 421                                       System Design|Leadership|ML|Enterprise Architecture|Cloud|Agile|Linux
## 422                                     Python|PyTorch|Research|Mathematics|Problem Solving|Cloud|Communication
## 423                   Vector DBs|LLM APIs|Prompt Engineering|RAG|Python|Fine-tuning|Linux|Cloud|Problem Solving
## 424                                                       Deep Learning|Mathematics|Publishing|PyTorch|Research
## 425                          Simulation|Computer Vision|Control Systems|Python|Cloud|Leadership|Problem Solving
## 426                                                 LangChain|Embeddings|Python|Vector DBs|LLMs|Problem Solving
## 427                               Cloud|MLflow|CI/CD|Docker|Monitoring|Kubernetes|Python|Statistics|Agile|Cloud
## 428                                                      Kubernetes|SQL|TensorFlow|Communication|SQL|Statistics
## 429                                                     Python|Fine-tuning|PyTorch|Vision-Language Models|Cloud
## 430                                         Data Visualization|ML Algorithms|Python|Statistics|Agile|Statistics
## 431                                           RAG|LLM APIs|Fine-tuning|Prompt Engineering|Python|Vector DBs|Git
## 432                                                         PyTorch|Image Processing|OpenCV|CUDA|CNNs|Linux|Git
## 433                           Python|Vector DBs|Fine-tuning|Prompt Engineering|RAG|LLM APIs|Problem Solving|Git
## 434                                      Legal Knowledge|EU AI Act|Risk Management|Agile|Research|Communication
## 435                                    PyTorch|Research|Python|Publishing|Deep Learning|Mathematics|Agile|Cloud
## 436                                                                       TensorFlow|SQL|MLOps|PyTorch|Research
## 437                          Text Processing|LLMs|BERT|Transformers|Python|Hugging Face|SQL|Git|Problem Solving
## 438                                                             Mathematics|Python|Publishing|Deep Learning|Git
## 439                                                 MLOps|Python|System Design|Leadership|Agile|Problem Solving
## 440                                     Cloud (AWS/GCP/Azure)|Docker|Python|Cloud|Problem Solving|Communication
## 441                                                         MLOps|Python|PyTorch|System Design|Leadership|Cloud
## 442             Deep Learning|Leadership|Python|ML|Advanced Statistics|Causal Inference|SQL|Communication|Agile
## 443                         Python|System Design|ML|Leadership|Enterprise Architecture|Cloud|SQL|Git|Statistics
## 444                                   Vector DBs|Embeddings|Python|Search Systems|LangChain|Research|Statistics
## 445               GenAI APIs|Diffusion Models|Python|LLMs|Fine-tuning|Deployment|Statistics|Problem Solving|Git
## 446                                          ROS|Computer Vision|Simulation|Control Systems|C++|Problem Solving
## 447                  Python|Simulation|Computer Vision|Control Systems|ROS|C++|Leadership|Agile|Problem Solving
## 448                                                                   ML|Python|Causal Inference|Leadership|Git
## 449                                  Advanced Statistics|Causal Inference|ML|Leadership|Python|Statistics|Cloud
## 450                               Leadership|Causal Inference|Advanced Statistics|ML|Python|Communication|Cloud
## 451                                             Tool Use|Python|Planning Systems|AutoGen|APIs|Communication|SQL
## 452                                                                Python|Risk Analysis|Cybersecurity|SQL|Agile
## 453                                                    MLOps|SQL|Python|PyTorch|TensorFlow|Statistics|Git|Cloud
## 454                    Airflow|Feature Stores|SQL|ETL|dbt|Python|Spark|Problem Solving|Statistics|Communication
## 455                               Data Analysis|Stakeholder Mgmt|Product Strategy|AI Literacy|Agile|Agile|Linux
## 456                             Embeddings|LangChain|Python|LLMs|Vector DBs|Problem Solving|Research|Leadership
## 457                            PyTorch|Python|Docker|LLM Integration|Cloud (AWS/GCP/Azure)|Cloud|Agile|Research
## 458                                                     CUDA|Python|GPU Computing|PyTorch|Neural Networks|Linux
## 459                                                       Leadership|Cloud|System Design|Cloud|Statistics|Agile
## 460                                                     Storage|CUDA|Networking|Cloud|Research|Agile|Statistics
## 461                                                           Deployment|Python|GenAI APIs|SQL|Linux|Leadership
## 462                                             Python|ML Algorithms|Statistics|SQL|Leadership|Agile|Statistics
## 463                                          Documentation|Legal Knowledge|Auditing|Agile|Cloud|Problem Solving
## 464                                              Stakeholder Mgmt|Product Strategy|Agile|Linux|Statistics|Cloud
## 465                                System Design|Leadership|Cloud|Python|ML|Enterprise Architecture|Cloud|Agile
## 466                            System Design|Python|Cloud|Leadership|ML|Enterprise Architecture|SQL|Agile|Cloud
## 467                 PyTorch|MLOps|Distributed Systems|LLM Fine-tuning|Python|System Design|Agile|Git|Statistics
## 468                                         Docker|Python|LLM Integration|Cloud (AWS/GCP/Azure)|Problem Solving
## 469                                                          Python|APIs|Fine-tuning|SQL|Research|Communication
## 470                                                        Data Visualization|Statistics|Python|Problem Solving
## 471                                                                 Vision-Language Models|APIs|Fine-tuning|SQL
## 472                           Python|Testing|Prompt Design|NLP|LLM APIs|Documentation|Research|Linux|Leadership
## 473                                        Diffusion Models|Python|Fine-tuning|LLMs|Deployment|Leadership|Linux
## 474                                     Agile|Stakeholder Mgmt|Product Strategy|Data Analysis|Communication|Git
## 475                                  Product Strategy|Agile|Stakeholder Mgmt|Data Analysis|AI Literacy|Research
## 476                                                   Python|Fine-tuning|Prompt Engineering|LLM APIs|Leadership
## 477                                               Publishing|Python|PyTorch|Research|Leadership|Problem Solving
## 478                                     Computer Vision|C++|Simulation|Problem Solving|Communication|Leadership
## 479                                                                   Feature Stores|Spark|Python|Airflow|Agile
## 480                                                              Python|Cloud|System Design|Cloud|Communication
## 481                                     Kubernetes|Cloud|Networking|Distributed Systems|Storage|Problem Solving
## 482                                                                  ETL|SQL|Airflow|dbt|Python|Problem Solving
## 483                                       Image Processing|Python|PyTorch|CNNs|OpenCV|CUDA|Git|Leadership|Cloud
## 484                            Fine-tuning|Prompt Engineering|RAG|LLM APIs|Python|Vector DBs|Research|SQL|Linux
## 485                                            LLMs|Transformers|Hugging Face|Python|BERT|Text Processing|Linux
## 486                                               GenAI APIs|Diffusion Models|Python|Problem Solving|Statistics
## 487                               PyTorch|Cloud (AWS/GCP/Azure)|LLM Integration|Python|Problem Solving|Research
## 488                                        Agile|Data Analysis|AI Literacy|Stakeholder Mgmt|Research|Statistics
## 489                                 Cybersecurity|Python|Risk Analysis|ML Security|Red Teaming|Agile|Statistics
## 490              Transformers|BERT|Text Processing|Python|Hugging Face|LLMs|Research|Problem Solving|Leadership
## 491                                     LLM Fine-tuning|Distributed Systems|PyTorch|Statistics|Leadership|Cloud
## 492                                                                               ML|Deep Learning|Python|Linux
## 493                                         Agile|Data Analysis|Stakeholder Mgmt|AI Literacy|Agile|Git|Research
## 494                                                                 Cybersecurity|Red Teaming|ML Security|Linux
## 495                                                            MLOps|Kubernetes|PyTorch|Python|Leadership|Cloud
## 496                                                                      Python|Prompt Engineering|RAG|Research
## 497                                  Cloud (AWS/GCP/Azure)|Docker|PyTorch|LLM Integration|Linux|Problem Solving
## 498                                   Distributed Systems|MLOps|System Design|LLM Fine-tuning|Python|Statistics
## 499                                                     SQL|Scikit-learn|Python|Statistics|Leadership|SQL|Linux
## 500                                                            PyTorch|Mathematics|Deep Learning|Statistics|SQL
## 501                                         Agile|AI Literacy|Stakeholder Mgmt|Product Strategy|Problem Solving
## 502                                   Simulation|Python|Computer Vision|Control Systems|C++|Problem Solving|Git
## 503                                         Python|ML Security|Cybersecurity|Red Teaming|Statistics|Linux|Agile
## 504                                               Transformers|BERT|Text Processing|Hugging Face|Research|Linux
## 505                                                  Python|Fine-tuning|Vision-Language Models|APIs|PyTorch|SQL
## 506                                                   RAG|Fine-tuning|Prompt Engineering|LLM APIs|Communication
## 507                              Python|LLM Integration|Cloud (AWS/GCP/Azure)|PyTorch|Docker|Agile|Research|Git
## 508                                CUDA|PyTorch|TensorFlow|Neural Networks|Python|GPU Computing|Problem Solving
## 509                                 Python|PyTorch|System Design|LLM Fine-tuning|Distributed Systems|Leadership
## 510                                                                       CI/CD|Cloud|MLflow|Docker|Cloud|Agile
## 511                                                        RAG|Python|Vector DBs|Prompt Engineering|Cloud|Linux
## 512                                                          Kubernetes|MLOps|PyTorch|SQL|Python|TensorFlow|SQL
## 513                                                                   Cloud (AWS/GCP/Azure)|Docker|Python|Agile
## 514                                  Statistics|SQL|Scikit-learn|Python|Data Visualization|Leadership|Linux|SQL
## 515                                                                       Python|LangChain|LLMs|Problem Solving
## 516                                                   TensorFlow|MLOps|Python|Kubernetes|PyTorch|Linux|Research
## 517                                                                  Agile|Data Analysis|Product Strategy|Agile
## 518                                                           RAG|LLM APIs|Prompt Engineering|SQL|Communication
## 519                                                     Cloud (AWS/GCP/Azure)|PyTorch|Docker|Agile|Research|Git
## 520                                                               Python|PyTorch|MLOps|Communication|Leadership
## 521                                      Testing|Python|Prompt Design|LLM APIs|NLP|Documentation|Statistics|Git
## 522                                                                     PyTorch|Python|Fine-tuning|SQL|Research
## 523                                          Python|ML|Deep Learning|Advanced Statistics|Causal Inference|Cloud
## 524                                                    Python|LLM Integration|Docker|Problem Solving|Statistics
## 525                                                         LLM Fine-tuning|Python|PyTorch|Leadership|SQL|Agile
## 526                                                 Communication|Research|Risk Assessment|AI Policy|Leadership
## 527                                                                            Python|PyTorch|Fine-tuning|Agile
## 528                             Kubernetes|Python|Docker|CI/CD|Cloud|Monitoring|MLflow|Communication|Leadership
## 529                                      TensorFlow|Neural Networks|CUDA|PyTorch|Linux|Research|Problem Solving
## 530              Storage|Kubernetes|Cloud|Distributed Systems|CUDA|Networking|SQL|Problem Solving|Communication
## 531                                             TensorFlow|Kubernetes|PyTorch|SQL|Communication|Problem Solving
## 532                                                   PyTorch|Kubernetes|MLOps|TensorFlow|SQL|Python|Leadership
## 533                                    Diffusion Models|Deployment|LLMs|GenAI APIs|Leadership|SQL|Communication
## 534                                                                                Simulation|C++|ROS|Git|Cloud
## 535                                                       Prompt Engineering|RAG|Python|Vector DBs|LLM APIs|SQL
## 536                                                            Control Systems|Python|ROS|Computer Vision|Linux
## 537                                                   TensorFlow|GPU Computing|Neural Networks|PyTorch|Research
## 538                System Design|Python|MLOps|Distributed Systems|PyTorch|LLM Fine-tuning|Agile|Problem Solving
## 539                  PyTorch|Vision-Language Models|Python|APIs|Fine-tuning|Agile|Problem Solving|Communication
## 540                                                                      Transformers|Hugging Face|Python|Cloud
## 541                                                                                  AutoGen|LangChain|APIs|Git
## 542                                                  Risk Management|Auditing|Documentation|Problem Solving|SQL
## 543                                                               Python|Vector DBs|LLMs|LangChain|Research|SQL
## 544                                             PyTorch|Vision-Language Models|Fine-tuning|Leadership|SQL|Agile
## 545                                                            Search Systems|Vector DBs|LangChain|Python|Agile
## 546                               Prompt Engineering|Vector DBs|Python|Fine-tuning|Research|Communication|Cloud
## 547                                            MLOps|Python|Distributed Systems|PyTorch|Communication|Agile|Git
## 548                                     Data Analysis|Agile|Stakeholder Mgmt|Product Strategy|AI Literacy|Linux
## 549                                       BERT|LLMs|Transformers|Text Processing|Problem Solving|Leadership|Git
## 550                                                   Publishing|Research|PyTorch|Deep Learning|Problem Solving
## 551                                Prompt Design|Python|NLP|LLM APIs|Documentation|Leadership|Git|Communication
## 552                                                       LLM APIs|Vector DBs|RAG|Python|Prompt Engineering|Git
## 553                                                                    Spark|dbt|Airflow|Cloud|Agile|Statistics
## 554                                        Leadership|System Design|Enterprise Architecture|Cloud|ML|Python|SQL
## 555           Leadership|Deep Learning|Causal Inference|Advanced Statistics|Problem Solving|Cloud|Communication
## 556                                                      Tool Use|APIs|Python|AutoGen|SQL|Problem Solving|Agile
## 557                                                                  Python|PyTorch|Fine-tuning|APIs|Leadership
## 558                                              PyTorch|Python|Distributed Systems|MLOps|System Design|Git|SQL
## 559                                                  Airflow|SQL|Python|Spark|dbt|Feature Stores|Git|Leadership
## 560                                                       OpenCV|Python|PyTorch|CNNs|CUDA|Communication|SQL|Git
## 561                                          SQL|Scikit-learn|Data Visualization|ML Algorithms|Statistics|Agile
## 562                                       ML Algorithms|Python|Data Visualization|Scikit-learn|Statistics|Cloud
## 563                                              AI Policy|Research|Ethics Frameworks|Research|Agile|Statistics
## 564                                                           LLMs|Search Systems|Python|Linux|Leadership|Cloud
## 565                                                 CNNs|Image Processing|PyTorch|Python|CUDA|OpenCV|Leadership
## 566                 Prompt Engineering|Vector DBs|RAG|Fine-tuning|LLM APIs|Python|Problem Solving|Communication
## 567                                              Fine-tuning|APIs|Vision-Language Models|Python|Git|Agile|Cloud
## 568                                              Planning Systems|Tool Use|AutoGen|LangChain|Python|Cloud|Agile
## 569                                                                         LLMs|Deployment|Fine-tuning|SQL|Git
## 570                                            Control Systems|Computer Vision|Simulation|C++|Python|Statistics
## 571         Cybersecurity|ML Security|Risk Analysis|Red Teaming|Python|Communication|Leadership|Problem Solving
## 572                                RAG|Prompt Engineering|Fine-tuning|LLM APIs|Vector DBs|Python|Leadership|SQL
## 573                                                  Search Systems|LLMs|LangChain|Python|Problem Solving|Linux
## 574                                                                      Transformers|Python|BERT|LLMs|Research
## 575                                             C++|Control Systems|ROS|Simulation|Python|Computer Vision|Linux
## 576                                    Risk Management|Legal Knowledge|Auditing|EU AI Act|Statistics|Leadership
## 577                  Stakeholder Mgmt|Product Strategy|Agile|Data Analysis|AI Literacy|Communication|Statistics
## 578                                         Data Visualization|Communication|SQL|Problem Solving|Statistics|SQL
## 579                                                                 Planning Systems|APIs|Python|SQL|Statistics
## 580                                           SQL|Data Visualization|Business Analysis|Communication|Leadership
## 581                                                     Python|C++|Simulation|Control Systems|Communication|Git
## 582                                                                         LLMs|Python|Transformers|Statistics
## 583                                                                  Python|Fine-tuning|LLMs|SQL|Agile|Research
## 584                         GenAI APIs|Deployment|Diffusion Models|Fine-tuning|Python|LLMs|Statistics|Agile|SQL
## 585                                                Deployment|Diffusion Models|Python|LLMs|Linux|Cloud|Research
## 586                                    Python|LangChain|Planning Systems|AutoGen|Communication|Agile|Leadership
## 587                                         LLM APIs|Python|Prompt Engineering|Fine-tuning|RAG|Linux|Statistics
## 588                                                                NLP|Testing|Documentation|LLM APIs|Linux|SQL
## 589                                                 Python|System Design|Distributed Systems|Git|Cloud|Research
## 590                                            Kubernetes|Docker|MLflow|Python|Monitoring|CI/CD|Git|Linux|Agile
## 591                                                                         CI/CD|Cloud|Kubernetes|Docker|Cloud
## 592                                                    Distributed Systems|Python|System Design|Problem Solving
## 593                                          Deep Learning|Python|Research|Mathematics|Publishing|PyTorch|Cloud
## 594                                           TensorFlow|MLOps|SQL|Python|Problem Solving|Leadership|Statistics
## 595                                                                RAG|Python|Fine-tuning|Statistics|Leadership
## 596                                                                       dbt|Feature Stores|Airflow|Statistics
## 597                          ML|Python|Causal Inference|Deep Learning|Leadership|Advanced Statistics|Leadership
## 598                                                RAG|Python|Prompt Engineering|LLM APIs|Fine-tuning|Cloud|SQL
## 599                    Cybersecurity|ML Security|Red Teaming|Python|Risk Analysis|Communication|Problem Solving
## 600          Python|LLM Integration|Cloud (AWS/GCP/Azure)|PyTorch|Docker|Research|Communication|Problem Solving
## 601                                AI Literacy|Stakeholder Mgmt|Product Strategy|Data Analysis|Agile|Statistics
## 602                                                                              Kubernetes|PyTorch|MLOps|Cloud
## 603                                   SQL|Scikit-learn|Data Visualization|ML Algorithms|Communication|Agile|Git
## 604                                                       System Design|ML|Leadership|Cloud|Statistics|Research
## 605              Text Processing|LLMs|BERT|Python|Transformers|Hugging Face|Problem Solving|Research|Leadership
## 606                                    Deep Learning|ML|Causal Inference|Leadership|Python|Linux|Research|Cloud
## 607                                           CUDA|Networking|Kubernetes|Storage|SQL|Statistics|Problem Solving
## 608                       APIs|Vision-Language Models|PyTorch|Fine-tuning|Python|Problem Solving|Leadership|Git
## 609                                                          APIs|Planning Systems|Tool Use|Linux|Communication
## 610                                                Cloud|System Design|Enterprise Architecture|Leadership|Cloud
## 611                                                       PyTorch|Deep Learning|Mathematics|Research|Python|Git
## 612                               Cloud (AWS/GCP/Azure)|Python|Docker|LLM Integration|Linux|Research|Leadership
## 613                                              CNNs|Python|OpenCV|Image Processing|PyTorch|CUDA|Agile|Git|SQL
## 614                               Fine-tuning|Python|GenAI APIs|Diffusion Models|Deployment|Git|Problem Solving
## 615                       Red Teaming|ML Security|Cybersecurity|Python|Risk Analysis|Leadership|Problem Solving
## 616                                                            CUDA|TensorFlow|Neural Networks|Linux|Statistics
## 617                                              C++|Python|Control Systems|Communication|Statistics|Leadership
## 618                                                       Fine-tuning|LLM APIs|Prompt Engineering|Communication
## 619                      Python|Testing|Prompt Design|Documentation|LLM APIs|NLP|Agile|Communication|Statistics
## 620                                      Communication|AI Policy|Ethics Frameworks|Research|SQL|Problem Solving
## 621                                                      Cloud|Networking|Distributed Systems|Storage|Agile|Git
## 622 Python|Causal Inference|Deep Learning|ML|Advanced Statistics|Leadership|Leadership|Problem Solving|Research
## 623                                          Python|Red Teaming|Risk Analysis|ML Security|Leadership|Statistics
## 624                                     LLM Integration|Cloud (AWS/GCP/Azure)|Docker|Python|Leadership|Research
## 625                                                       LLM APIs|RAG|Python|Fine-tuning|Vector DBs|Statistics
## 626                                                                               LLM APIs|RAG|Vector DBs|Linux
## 627                                                      Vector DBs|Embeddings|LLMs|Search Systems|Python|Agile
## 628                                       Data Analysis|Stakeholder Mgmt|Agile|AI Literacy|Leadership|Git|Agile
## 629                                             Simulation|C++|Control Systems|Python|Computer Vision|ROS|Agile
## 630                                        Embeddings|LLMs|Search Systems|Vector DBs|LangChain|Python|Agile|Git
## 631                                                 Networking|Distributed Systems|CUDA|Storage|Problem Solving
## 632                                  Distributed Systems|Kubernetes|Cloud|Networking|CUDA|Git|Communication|SQL
## 633                                           Testing|NLP|Documentation|Prompt Design|LLM APIs|Statistics|Agile
## 634                               ML|Deep Learning|Causal Inference|Python|Leadership|Leadership|Agile|Research
## 635                    Python|Vision-Language Models|Fine-tuning|PyTorch|Research|Problem Solving|Communication
## 636                     Cybersecurity|ML Security|Red Teaming|Python|Risk Analysis|Research|Problem Solving|SQL
## 637                               Cloud (AWS/GCP/Azure)|Python|Docker|LLM Integration|Linux|Research|Leadership
## 638                                           TensorFlow|MLOps|SQL|Python|Problem Solving|Leadership|Statistics
## 639                                                            MLOps|Kubernetes|PyTorch|Python|Leadership|Cloud
## 640                                        Cybersecurity|Red Teaming|ML Security|Problem Solving|Leadership|Git
## 641               LLMs|Python|Fine-tuning|GenAI APIs|Deployment|Diffusion Models|Communication|Linux|Statistics
## 642                                                                               Leadership|Python|Cloud|Agile
## 643                                              Fine-tuning|PyTorch|Vision-Language Models|Agile|Communication
## 644                                              Stakeholder Mgmt|Product Strategy|Agile|Linux|Statistics|Cloud
## 645                                       Python|TensorFlow|CUDA|GPU Computing|Neural Networks|PyTorch|Research
## 646                 Prompt Engineering|Vector DBs|RAG|Fine-tuning|LLM APIs|Python|Problem Solving|Communication
## 647                                        Python|LLM Integration|Docker|PyTorch|Communication|Agile|Statistics
## 648                                MLOps|Python|PyTorch|System Design|Distributed Systems|LLM Fine-tuning|Linux
## 649                                                                   Cloud (AWS/GCP/Azure)|Docker|Python|Agile
## 650                                                        Search Systems|Vector DBs|Embeddings|LangChain|Linux
## 651              MLOps|Distributed Systems|System Design|LLM Fine-tuning|PyTorch|Python|Problem Solving|SQL|Git
## 652              Storage|Kubernetes|Cloud|Distributed Systems|CUDA|Networking|SQL|Problem Solving|Communication
## 653                                                                      Python|Prompt Engineering|RAG|Research
## 654                                                                 CUDA|Image Processing|Python|CNNs|Linux|SQL
## 655                                     Computer Vision|C++|Simulation|Problem Solving|Communication|Leadership
## 656                                         Python|System Design|ML|Cloud|Enterprise Architecture|Communication
## 657                                                                      CI/CD|MLflow|Cloud|Cloud|Communication
## 658                                                 PyTorch|MLOps|TensorFlow|Kubernetes|Python|SQL|Research|Git
## 659                                                Deployment|Diffusion Models|Python|LLMs|Linux|Cloud|Research
## 660                           Distributed Systems|Cloud|Networking|CUDA|Kubernetes|Research|Communication|Linux
## 661                                                                               ML|System Design|Python|Linux
## 662                                     CUDA|Networking|Kubernetes|Distributed Systems|Cloud|Storage|Leadership
## 663                                               Publishing|Python|PyTorch|Research|Leadership|Problem Solving
## 664                                                       LLM APIs|RAG|Python|Fine-tuning|Vector DBs|Statistics
## 665                         GenAI APIs|Deployment|Diffusion Models|Fine-tuning|Python|LLMs|Statistics|Agile|SQL
## 666                               ML|Deep Learning|Causal Inference|Python|Leadership|Leadership|Agile|Research
## 667                              PyTorch|APIs|Fine-tuning|Vision-Language Models|Problem Solving|Agile|Research
## 668                             Simulation|Control Systems|Computer Vision|C++|Agile|Leadership|Problem Solving
## 669                                                        Data Analysis|Product Strategy|Agile|Problem Solving
## 670                                                                       ML|System Design|Leadership|Git|Cloud
## 671                                                           Cloud (AWS/GCP/Azure)|Python|Docker|PyTorch|Agile
## 672                                                    Legal Knowledge|EU AI Act|Risk Management|Leadership|Git
## 673                                                                 PyTorch|CNNs|CUDA|Git|Agile|Problem Solving
## 674                                       PyTorch|TensorFlow|Kubernetes|SQL|Python|MLOps|Cloud|Statistics|Linux
## 675                                                      Kubernetes|SQL|TensorFlow|Communication|SQL|Statistics
## 676                                     Computer Vision|C++|Simulation|Problem Solving|Communication|Leadership
## 677                                              Docker|Kubernetes|CI/CD|Cloud|MLflow|Python|Cloud|SQL|Research
## 678                                                       Deep Learning|Mathematics|Publishing|PyTorch|Research
## 679                                  LangChain|Planning Systems|Tool Use|Python|AutoGen|APIs|Linux|Research|SQL
## 680                                                    Python|LLM Integration|Docker|Problem Solving|Statistics
## 681                                AI Literacy|Stakeholder Mgmt|Product Strategy|Data Analysis|Agile|Statistics
## 682                                              Fine-tuning|PyTorch|Vision-Language Models|Agile|Communication
## 683                                                               Scikit-learn|Python|ML Algorithms|Linux|Agile
## 684                                                        PyTorch|Neural Networks|GPU Computing|Research|Linux
## 685                                               Python|Prompt Design|Documentation|NLP|Cloud|Linux|Statistics
## 686                                       PyTorch|CUDA|OpenCV|Image Processing|Problem Solving|Leadership|Linux
## 687                                                                    LLMs|Search Systems|Python|Communication
## 688                                                                         CI/CD|Cloud|Kubernetes|Docker|Cloud
## 689                                  Kubernetes|MLOps|TensorFlow|SQL|Python|Cloud|Problem Solving|Communication
## 690                                            LangChain|Search Systems|Vector DBs|Communication|Statistics|SQL
## 691                                                   Python|System Design|MLOps|PyTorch|Agile|Linux|Statistics
## 692                                                                     PyTorch|Python|Fine-tuning|SQL|Research
## 693                             Embeddings|LangChain|Python|LLMs|Vector DBs|Problem Solving|Research|Leadership
## 694                                                     Kubernetes|Storage|Cloud|CUDA|Distributed Systems|Linux
## 695                                    Prompt Engineering|Vector DBs|Python|LLM APIs|RAG|Communication|Research
## 696                                              Fine-tuning|APIs|Vision-Language Models|Python|Git|Agile|Cloud
## 697                                           APIs|Vision-Language Models|Python|PyTorch|Statistics|Cloud|Linux
## 698                                                                  ETL|SQL|Airflow|dbt|Python|Problem Solving
## 699                    Python|Vision-Language Models|Fine-tuning|PyTorch|Research|Problem Solving|Communication
## 700                                                                     PyTorch|Python|Fine-tuning|SQL|Research
## 701                                  LangChain|Planning Systems|Tool Use|AutoGen|APIs|Linux|Communication|Agile
## 702                                         Python|Deep Learning|Leadership|Communication|Problem Solving|Agile
## 703                                                        SQL|Statistics|ML Algorithms|Scikit-learn|Python|Git
## 704                                              Fine-tuning|PyTorch|Vision-Language Models|Agile|Communication
## 705                                                           CNNs|PyTorch|Image Processing|Leadership|Research
## 706                                      TensorFlow|Neural Networks|CUDA|PyTorch|Linux|Research|Problem Solving
## 707                                                      Vector DBs|Python|Prompt Engineering|Fine-tuning|Agile
## 708                                          Publishing|Research|Mathematics|Python|Deep Learning|PyTorch|Cloud
## 709                                                 LangChain|Embeddings|Python|Vector DBs|LLMs|Problem Solving
## 710                                                  PyTorch|Vision-Language Models|APIs|Fine-tuning|Python|SQL
## 711                                         Data Analysis|Product Strategy|Stakeholder Mgmt|Linux|Communication
## 712                                                  Python|Fine-tuning|Vision-Language Models|APIs|PyTorch|SQL
## 713                                                       Diffusion Models|Fine-tuning|Deployment|Communication
## 714                                                               Python|PyTorch|MLOps|Communication|Leadership
## 715                                                      Research|Mathematics|Python|Publishing|SQL|Cloud|Linux
## 716                                     SQL|Statistics|Scikit-learn|Data Visualization|Communication|Leadership
## 717                                                                 Python|System Design|Leadership|Cloud|Linux
## 718                                    Tool Use|Python|AutoGen|LangChain|Planning Systems|APIs|Linux|Statistics
## 719                                                       Fine-tuning|LLM APIs|Prompt Engineering|Communication
## 720                                                       System Design|ML|Leadership|Cloud|Statistics|Research
## 721                                      Communication|AI Policy|Ethics Frameworks|Research|SQL|Problem Solving
## 722                                          Python|Red Teaming|Risk Analysis|ML Security|Leadership|Statistics
## 723                                     Agile|Stakeholder Mgmt|Product Strategy|Data Analysis|Communication|Git
## 724                                              Red Teaming|Cybersecurity|Python|Risk Analysis|Problem Solving
## 725                                    Prompt Engineering|Vector DBs|Python|LLM APIs|RAG|Communication|Research
## 726                                   Risk Management|Auditing|Documentation|Legal Knowledge|EU AI Act|Research
## 727                                   Distributed Systems|Python|LLM Fine-tuning|MLOps|System Design|Statistics
## 728                                     Data Analysis|Agile|Stakeholder Mgmt|Product Strategy|AI Literacy|Linux
## 729                                                    Python|Fine-tuning|Vision-Language Models|Research|Cloud
## 730                                  Product Strategy|Agile|Stakeholder Mgmt|Data Analysis|AI Literacy|Research
## 731                                                                  Hugging Face|LLMs|BERT|Research|Statistics
## 732                                   LLMs|BERT|Hugging Face|Python|Text Processing|Transformers|Research|Agile
## 733                        Planning Systems|Python|Tool Use|LangChain|AutoGen|APIs|Git|Leadership|Communication
## 734                                                                       CI/CD|Cloud|MLflow|Docker|Cloud|Agile
## 735                                                                        Communication|AI Policy|Research|Git
## 736                                    Cybersecurity|Red Teaming|Python|Risk Analysis|ML Security|Communication
## 737                                                            Search Systems|Vector DBs|LangChain|Python|Agile
## 738                                    Docker|Python|MLflow|Kubernetes|Cloud|Monitoring|Leadership|SQL|Research
## 739                                                               Python|PyTorch|MLOps|Communication|Leadership
## 740                                      SQL|ML Algorithms|Statistics|Data Visualization|Scikit-learn|Cloud|Git
## 741                                                           LLMs|Search Systems|Python|Linux|Leadership|Cloud
## 742                                                         Mathematics|Deep Learning|PyTorch|Python|Statistics
## 743                                        Research|AI Policy|Communication|Risk Assessment|Communication|Agile
## 744               Python|LLM Fine-tuning|System Design|MLOps|Distributed Systems|PyTorch|Cloud|Agile|Leadership
## 745                                                 Python|System Design|Distributed Systems|Git|Cloud|Research
## 746                                                   GPU Computing|PyTorch|TensorFlow|CUDA|Neural Networks|SQL
## 747                                 CUDA|Storage|Networking|Kubernetes|Distributed Systems|Research|Cloud|Linux
## 748                                                                    Spark|dbt|Airflow|Cloud|Agile|Statistics
## 749                                                         Embeddings|Search Systems|LangChain|Agile|Linux|Git
## 750                                                        RAG|Python|Vector DBs|Prompt Engineering|Cloud|Linux
## 751                                                Deployment|Diffusion Models|Python|LLMs|Linux|Cloud|Research
## 752                                       Risk Analysis|Red Teaming|Python|ML Security|Cybersecurity|Leadership
## 753                                                                     LLMs|Transformers|BERT|Hugging Face|Git
## 754                                                                      dbt|Spark|Python|Airflow|SQL|Cloud|Git
## 755                                                                                      Python|NLP|Testing|Git
## 756                                                   TensorFlow|MLOps|Python|Kubernetes|PyTorch|Linux|Research
## 757           Leadership|Deep Learning|Causal Inference|Advanced Statistics|Problem Solving|Cloud|Communication
## 758                                         Docker|Python|LLM Integration|Cloud (AWS/GCP/Azure)|Problem Solving
## 759                                               SQL|Airflow|ETL|Feature Stores|Python|Linux|Communication|Git
## 760                                      Testing|Python|LLM APIs|Prompt Design|NLP|Documentation|SQL|Leadership
## 761                                                                        Communication|AI Policy|Research|Git
## 762                                         Python|ML Security|Cybersecurity|Red Teaming|Statistics|Linux|Agile
## 763                                RAG|Prompt Engineering|Fine-tuning|LLM APIs|Vector DBs|Python|Leadership|SQL
## 764                       Distributed Systems|LLM Fine-tuning|MLOps|PyTorch|System Design|SQL|Git|Communication
## 765                                                    Python|LLM Integration|Docker|Problem Solving|Statistics
## 766                                 Leadership|Causal Inference|ML|Python|Deep Learning|Advanced Statistics|Git
## 767                                       Data Analysis|Stakeholder Mgmt|Agile|Cloud|Problem Solving|Statistics
## 768              Storage|Kubernetes|Cloud|Distributed Systems|CUDA|Networking|SQL|Problem Solving|Communication
## 769                                           Agile|Product Strategy|AI Literacy|Research|Problem Solving|Linux
## 770                                                  Airflow|SQL|Python|Spark|dbt|Feature Stores|Git|Leadership
## 771                                        Agile|Data Analysis|AI Literacy|Stakeholder Mgmt|Research|Statistics
## 772                                CUDA|TensorFlow|Python|Neural Networks|GPU Computing|PyTorch|Problem Solving
## 773                                RAG|Prompt Engineering|Fine-tuning|LLM APIs|Vector DBs|Python|Leadership|SQL
## 774                                                        Search Systems|Vector DBs|Embeddings|LangChain|Linux
## 775                                           CUDA|Networking|Kubernetes|Storage|SQL|Statistics|Problem Solving
## 776                                                                          Python|ML|Leadership|Communication
## 777                                                         MLOps|Python|PyTorch|System Design|Leadership|Cloud
## 778                              Enterprise Architecture|ML|Python|Leadership|System Design|Communication|Linux
## 779                                            Search Systems|LangChain|Python|Vector DBs|Embeddings|LLMs|Agile
## 780                                                                         Simulation|ROS|C++|SQL|Research|Git
## 781                                                     CUDA|Python|GPU Computing|PyTorch|Neural Networks|Linux
## 782                                Prompt Design|Python|NLP|LLM APIs|Documentation|Leadership|Git|Communication
## 783                                                        PyTorch|Vision-Language Models|APIs|Leadership|Linux
## 784                                          Deep Learning|Python|Research|Mathematics|Publishing|PyTorch|Cloud
## 785                                                    RAG|Vector DBs|Fine-tuning|Python|LLM APIs|SQL|Linux|Git
## 786                                                           LLMs|Search Systems|Python|Linux|Leadership|Cloud
## 787                                    Fine-tuning|Prompt Engineering|Python|RAG|Vector DBs|Research|Leadership
## 788                                           Vision-Language Models|PyTorch|Python|Agile|Problem Solving|Cloud
## 789                                                    Python|LLM Integration|Docker|Problem Solving|Statistics
## 790                                                CUDA|Image Processing|OpenCV|Python|Problem Solving|Research
## 791                                              Planning Systems|Tool Use|AutoGen|LangChain|Python|Cloud|Agile
## 792                                                                               ML|System Design|Python|Linux
## 793                                        System Design|LLM Fine-tuning|MLOps|Leadership|Problem Solving|Cloud
## 794                         GenAI APIs|Deployment|Diffusion Models|Fine-tuning|Python|LLMs|Statistics|Agile|SQL
## 795                                                    Fine-tuning|GenAI APIs|Diffusion Models|Deployment|Cloud
## 796                              Enterprise Architecture|ML|Python|Leadership|System Design|Communication|Linux
## 797                                Prompt Design|Python|NLP|LLM APIs|Documentation|Leadership|Git|Communication
## 798                                                                       TensorFlow|SQL|MLOps|PyTorch|Research
## 799                                                                       LLM APIs|RAG|Fine-tuning|Python|Agile
## 800                                                       PyTorch|Deep Learning|Mathematics|Research|Python|Git
## 801                                                                RAG|Python|Fine-tuning|Statistics|Leadership
## 802                              Python|Mathematics|PyTorch|Deep Learning|Publishing|Leadership|Problem Solving
## 803                                        Cybersecurity|Red Teaming|Python|ML Security|Risk Analysis|Agile|SQL
## 804                                     RAG|LLM APIs|Python|Fine-tuning|Vector DBs|Prompt Engineering|SQL|Agile
## 805                                                Docker|MLflow|Monitoring|Kubernetes|CI/CD|Cloud|Python|Agile
## 806                                            PyTorch|Fine-tuning|Vision-Language Models|APIs|Linux|Leadership
## 807                                   LLMs|BERT|Hugging Face|Python|Text Processing|Transformers|Research|Agile
## 808                                                       Deep Learning|Mathematics|Publishing|PyTorch|Research
## 809                                                                      Python|Prompt Engineering|RAG|Research
## 810         AI Literacy|Data Analysis|Agile|Stakeholder Mgmt|Product Strategy|Communication|Research|Leadership
## 811                                                    RAG|Vector DBs|Fine-tuning|Python|LLM APIs|SQL|Linux|Git
## 812                                    Transformers|BERT|Text Processing|Hugging Face|Agile|Statistics|Research
## 813                                                                 APIs|Python|Planning Systems|Cloud|Research
## 814                                                                          Python|ML|Leadership|Communication
## 815                                                                   Prompt Design|LLM APIs|Python|Linux|Agile
## 816                                                PyTorch|Distributed Systems|Python|System Design|Agile|Cloud
## 817                               PyTorch|Cloud (AWS/GCP/Azure)|LLM Integration|Python|Problem Solving|Research
## 818                                                                RAG|Python|Fine-tuning|Statistics|Leadership
## 819                                                 CNNs|Image Processing|PyTorch|Python|CUDA|OpenCV|Leadership
## 820                                                                         Simulation|ROS|C++|SQL|Research|Git
## 821                                                            Control Systems|Python|ROS|Computer Vision|Linux
## 822                                         LLM APIs|RAG|Prompt Engineering|Python|Fine-tuning|Git|Research|SQL
## 823                                                 LLMs|GenAI APIs|Deployment|Fine-tuning|Diffusion Models|Git
## 824                                                        Distributed Systems|MLOps|Python|Linux|Communication
## 825                 Prompt Engineering|Vector DBs|RAG|Fine-tuning|LLM APIs|Python|Problem Solving|Communication
## 826                                                       PyTorch|Deep Learning|Mathematics|Research|Python|Git
## 827                                               Cloud|ML|System Design|Python|Leadership|Statistics|SQL|Linux
## 828                                     Python|Deployment|LLMs|GenAI APIs|Diffusion Models|Git|Statistics|Linux
## 829                                                                       CI/CD|Cloud|MLflow|Docker|Cloud|Agile
## 830                                            Control Systems|Computer Vision|Simulation|C++|Python|Statistics
## 831               GenAI APIs|Diffusion Models|Python|LLMs|Fine-tuning|Deployment|Statistics|Problem Solving|Git
## 832                                     Kubernetes|Cloud|Networking|Distributed Systems|Storage|Problem Solving
## 833                   Deployment|Fine-tuning|GenAI APIs|LLMs|Diffusion Models|Communication|Problem Solving|SQL
## 834                                            Transformers|BERT|Python|Text Processing|LLMs|Hugging Face|Agile
## 835                                              Advanced Statistics|ML|Causal Inference|Statistics|Cloud|Agile
## 836                                AI Literacy|Stakeholder Mgmt|Product Strategy|Data Analysis|Agile|Statistics
## 837                                            LLMs|Search Systems|LangChain|Embeddings|Git|Research|Leadership
## 838                                            Transformers|BERT|Python|Text Processing|LLMs|Hugging Face|Agile
## 839                                        Cybersecurity|Red Teaming|ML Security|Problem Solving|Leadership|Git
## 840                                           APIs|Vision-Language Models|Python|PyTorch|Statistics|Cloud|Linux
## 841                            AI Literacy|Stakeholder Mgmt|Data Analysis|Product Strategy|Agile|Git|Statistics
## 842                                System Design|LLM Fine-tuning|Distributed Systems|PyTorch|MLOps|Python|Cloud
## 843                                                      Data Analysis|Stakeholder Mgmt|Agile|Git|Communication
## 844                                                 Networking|Distributed Systems|CUDA|Storage|Problem Solving
## 845                                                                    LLMs|Search Systems|Python|Communication
## 846                                                                 SQL|Communication|Business Analysis|SQL|Git
## 847                             Kubernetes|Python|Docker|CI/CD|Cloud|Monitoring|MLflow|Communication|Leadership
## 848                                                                      Cloud|ML|System Design|Cloud|Linux|Git
## 849                                    Cybersecurity|Red Teaming|Python|Risk Analysis|ML Security|Communication
## 850                                                 MLOps|Python|System Design|Leadership|Agile|Problem Solving
## 851                                             Tool Use|Python|Planning Systems|AutoGen|APIs|Communication|SQL
## 852                                               SQL|Airflow|ETL|Feature Stores|Python|Linux|Communication|Git
## 853                                                   TensorFlow|GPU Computing|Neural Networks|PyTorch|Research
## 854                                        Deep Learning|Python|Mathematics|Publishing|PyTorch|Linux|Statistics
## 855               GenAI APIs|Diffusion Models|Python|LLMs|Fine-tuning|Deployment|Statistics|Problem Solving|Git
## 856                              Communication|Python|SQL|Business Analysis|Data Visualization|Agile|Leadership
## 857                                                 Python|Planning Systems|LangChain|Tool Use|AutoGen|APIs|SQL
## 858                                      TensorFlow|Neural Networks|CUDA|PyTorch|Linux|Research|Problem Solving
## 859              Transformers|BERT|Text Processing|Python|Hugging Face|LLMs|Research|Problem Solving|Leadership
## 860                                                   TensorFlow|GPU Computing|Neural Networks|PyTorch|Research
## 861                                      TensorFlow|Neural Networks|CUDA|PyTorch|Linux|Research|Problem Solving
## 862                                                 PyTorch|Mathematics|Deep Learning|Publishing|Research|Linux
## 863                                                     CUDA|Python|GPU Computing|PyTorch|Neural Networks|Linux
## 864                                                        Distributed Systems|MLOps|Python|Linux|Communication
## 865                                                 Fine-tuning|Deployment|GenAI APIs|Diffusion Models|Research
## 866                                               GenAI APIs|Diffusion Models|Python|Problem Solving|Statistics
## 867                                                         APIs|Fine-tuning|Vision-Language Models|PyTorch|SQL
## 868                                                                 Vision-Language Models|APIs|Fine-tuning|SQL
## 869                                                                         Python|ML|System Design|Cloud|Agile
## 870                                                  PyTorch|Vision-Language Models|APIs|Fine-tuning|Python|SQL
## 871                                MLOps|Python|PyTorch|System Design|Distributed Systems|LLM Fine-tuning|Linux
## 872                                                                      Communication|Python|SQL|Agile|Git|SQL
## 873                                              Prompt Engineering|Python|Fine-tuning|LLM APIs|RAG|Agile|Cloud
## 874                                                                          Feature Stores|dbt|Spark|Cloud|Git
## 875                                          Vision-Language Models|PyTorch|Python|Fine-tuning|Cloud|Leadership
## 876                                              Advanced Statistics|ML|Causal Inference|Statistics|Cloud|Agile
## 877                                          Search Systems|Embeddings|Python|LangChain|Vector DBs|LLMs|Git|SQL
## 878                                                           Cloud (AWS/GCP/Azure)|Python|Docker|PyTorch|Agile
## 879                                       CUDA|GPU Computing|Neural Networks|PyTorch|Python|SQL|Problem Solving
## 880                                                     Python|TensorFlow|Neural Networks|PyTorch|Communication
## 881                                        Python|LLM Integration|Docker|PyTorch|Communication|Agile|Statistics
## 882                                                                  LLMs|Deployment|Python|Research|Leadership
## 883                                       PyTorch|TensorFlow|Kubernetes|SQL|Python|MLOps|Cloud|Statistics|Linux
## 884                                             Diffusion Models|LLMs|GenAI APIs|Communication|Agile|Leadership
## 885                                                                NLP|Testing|Documentation|LLM APIs|Linux|SQL
## 886                                          OpenCV|Image Processing|CNNs|Python|SQL|Leadership|Problem Solving
## 887                                  Advanced Statistics|Causal Inference|ML|Leadership|Python|Statistics|Cloud
## 888                                                         Fine-tuning|LLM APIs|Python|RAG|Vector DBs|Research
## 889                                                      Causal Inference|Python|ML|Deep Learning|Communication
## 890                                System Design|Leadership|Cloud|Python|ML|Enterprise Architecture|Cloud|Agile
## 891                                                                   Leadership|Python|Advanced Statistics|Git
## 892                            System Design|Python|Cloud|Leadership|ML|Enterprise Architecture|SQL|Agile|Cloud
## 893                                                                    MLOps|SQL|Python|PyTorch|Problem Solving
## 894                   Deployment|Fine-tuning|GenAI APIs|LLMs|Diffusion Models|Communication|Problem Solving|SQL
## 895                                  Statistics|SQL|Scikit-learn|Python|Data Visualization|Leadership|Linux|SQL
## 896                                                      Tool Use|APIs|Python|AutoGen|SQL|Problem Solving|Agile
## 897                                                            PyTorch|Mathematics|Deep Learning|Statistics|SQL
## 898                                          SQL|Scikit-learn|Data Visualization|ML Algorithms|Statistics|Agile
## 899                                                                              CUDA|PyTorch|Python|Leadership
##     ai_salary_premium_pct demand_score demand_growth_yoy_pct benefits_score_10
## 1                    13.1           96                  16.9               6.8
## 2                     9.1           98                  42.7               7.7
## 3                     9.4           85                  17.3               8.9
## 4                    16.3           80                  12.7               6.2
## 5                    12.5           96                  33.1               6.2
## 6                    10.6           96                  50.7               9.4
## 7                    15.9           80                  15.9               9.7
## 8                    12.7           90                  27.5               9.0
## 9                    12.8           93                  77.0               6.3
## 10                   16.5           78                  16.4               9.0
## 11                    4.6           94                  39.5               9.4
## 12                   15.5           97                  23.4               9.1
## 13                   14.6           78                   6.7               8.5
## 14                   11.2           72                  11.1               9.6
## 15                    9.6           91                  21.2               8.7
## 16                   11.5           85                  16.3               7.2
## 17                   10.6           96                  20.9               6.9
## 18                   14.5           95                  81.3               9.1
## 19                    8.8           92                  15.1               9.3
## 20                    4.7           89                   9.0               8.1
## 21                   10.9           96                  31.6               6.3
## 22                   14.8           85                   9.5               6.7
## 23                    5.6           87                  23.7               7.0
## 24                    8.4           88                  29.9               6.4
## 25                   15.7           96                  30.1               6.8
## 26                    8.7           95                  75.7               6.4
## 27                    7.4           89                  24.9               8.2
## 28                    7.3           89                  14.1               9.5
## 29                   10.1           85                  28.7               7.8
## 30                   15.4           85                  27.4               7.5
## 31                   12.3           85                  22.2               7.3
## 32                    9.9           90                  17.9               9.5
## 33                   16.8           85                   6.6               7.5
## 34                   12.5           96                  65.3               6.6
## 35                    4.7           89                   7.4               7.1
## 36                   13.7           93                  29.2               8.1
## 37                    9.9           90                  19.6               9.0
## 38                   13.7           96                  66.1               6.7
## 39                   17.3           90                  23.0               7.1
## 40                    9.5           91                  79.1               7.8
## 41                   15.9           85                  19.2               8.9
## 42                    8.3           98                  84.6               7.1
## 43                   13.2           76                   7.9               6.8
## 44                    8.7           80                  15.6               8.7
## 45                   13.4           96                  53.6               8.8
## 46                   15.3           68                   7.8               9.1
## 47                   12.2           96                  53.7               7.5
## 48                   13.6           96                  50.0               9.3
## 49                    6.5           89                   7.5               9.7
## 50                    7.0           89                  11.1               8.1
## 51                    7.7           87                  24.1               7.6
## 52                    7.8           92                  76.9               8.5
## 53                   10.3           96                  80.8               8.6
## 54                    5.2           98                  41.3               7.0
## 55                    3.6           82                  27.5               9.4
## 56                   16.0           93                  75.7               6.3
## 57                   17.7           90                  22.5               9.1
## 58                    7.3           94                  78.2               9.6
## 59                    4.2           98                  48.4               8.8
## 60                    8.3           80                  11.6               9.3
## 61                    8.8           98                  51.1               7.2
## 62                    8.0           78                  29.0               6.8
## 63                    9.6           97                  38.9               8.2
## 64                   15.0           90                   9.1               9.6
## 65                    5.5           87                  17.5               8.2
## 66                   17.3           85                   5.6               8.1
## 67                    9.6           90                   6.3               9.5
## 68                    7.5           98                  51.4               9.4
## 69                    3.2           87                  19.9               6.1
## 70                   17.9           97                  27.7               6.9
## 71                   10.3           85                  10.5               8.0
## 72                    4.0           89                   8.9               9.6
## 73                   13.7           96                  83.4               6.5
## 74                   11.0           96                  22.0               7.5
## 75                    8.7           98                  45.2               8.9
## 76                    4.2           98                  30.5               6.7
## 77                    4.1           90                  12.8               7.9
## 78                   10.1           84                  10.5               6.9
## 79                    9.7           92                  62.6               6.7
## 80                   12.9           84                  24.1               6.3
## 81                    3.9           89                  11.3               8.7
## 82                   10.0           96                  34.2               8.0
## 83                    9.4           87                  17.1               8.2
## 84                    7.9           98                  64.5               8.9
## 85                    8.2           80                  15.1               6.1
## 86                   16.2           93                  28.9               7.3
## 87                    4.4           94                  78.4               9.3
## 88                    9.3           96                  57.6               7.0
## 89                   14.2           90                  29.0               8.6
## 90                    3.7           98                  85.9               8.9
## 91                    9.8           96                  33.4               6.3
## 92                    7.2           98                  54.2               9.6
## 93                   17.3           95                  87.6               7.8
## 94                    9.9           90                  17.1               7.2
## 95                   11.3           78                  17.0               7.7
## 96                    7.0           98                  56.3               9.3
## 97                   17.1           96                  21.1               8.3
## 98                    9.9           94                  59.8               8.0
## 99                    8.0           97                  26.5               9.8
## 100                  10.5           88                  20.5               6.6
## 101                  15.5           90                   8.2               8.0
## 102                   9.9           97                  34.2               7.0
## 103                  10.4           88                  15.8               7.4
## 104                   7.5           87                  20.4               7.0
## 105                   9.2           84                  24.2               6.9
## 106                   3.4           91                  63.7               9.7
## 107                  13.0           85                  22.1               7.3
## 108                  12.9           97                  46.9               7.1
## 109                  15.8           78                  17.6               8.8
## 110                  15.9           80                   8.7               7.3
## 111                   8.7           76                  21.5               8.5
## 112                   6.9           92                  67.0               6.2
## 113                  15.7           93                  79.2               7.6
## 114                  17.3           88                  29.6               9.3
## 115                  12.0           84                  23.4               8.1
## 116                   9.8           97                  57.7               9.4
## 117                   8.4           94                  47.6               8.4
## 118                   5.9           89                   7.0               8.3
## 119                   5.1           98                  53.3               6.7
## 120                   5.4           92                  47.4               6.5
## 121                   8.8           95                  25.6               9.5
## 122                   7.5           98                  84.8               7.6
## 123                   8.6           88                  28.9               7.0
## 124                  14.9           96                  71.9               6.5
## 125                  13.0           88                  29.1               9.1
## 126                  14.3           95                  86.2               6.8
## 127                   3.2           87                  18.3               7.8
## 128                  13.4           84                  24.9               9.0
## 129                  14.5           95                  68.8               8.9
## 130                   6.7           89                  25.6               9.4
## 131                  10.0           90                  28.8               6.1
## 132                  11.3           76                  19.8               8.6
## 133                   9.7           84                  28.1               8.7
## 134                  13.9           93                  42.4               6.0
## 135                   6.9           82                  16.6               6.1
## 136                   6.8           90                  29.3               6.4
## 137                  11.7           95                  15.9               8.6
## 138                  13.0           72                  18.6               9.1
## 139                  13.9           76                   8.2               7.4
## 140                  14.9           96                  36.9               7.7
## 141                  11.1           96                  50.4               9.8
## 142                  17.4           90                  23.9               7.1
## 143                  12.2           84                  23.2               8.1
## 144                  15.7           95                  62.4               6.5
## 145                  16.8           85                  10.6               9.6
## 146                   7.0           94                  16.0               8.0
## 147                   9.8           85                   9.2               7.9
## 148                   8.3           90                  11.6               7.2
## 149                  17.0           95                  51.1               7.7
## 150                  11.8           85                  15.0               6.7
## 151                  11.7           96                  29.6               7.7
## 152                   7.5           94                  62.4               7.7
## 153                   4.4           89                  19.2               9.2
## 154                   7.8           92                  82.3               9.2
## 155                   3.7           90                  15.4               9.8
## 156                  12.9           76                  29.8               9.0
## 157                   4.1           87                  12.3               7.7
## 158                  14.4           96                  87.7               8.6
## 159                  16.2           93                  50.7               6.5
## 160                   7.7           82                  15.2               6.9
## 161                   8.5           92                  54.2               7.6
## 162                  13.6           97                  36.9               7.5
## 163                  17.6           95                  39.0               9.5
## 164                  12.1           96                  78.1               9.0
## 165                   3.5           98                  72.6               6.7
## 166                  13.1           80                  21.3               7.4
## 167                  10.0           68                  27.7               9.0
## 168                  14.4           72                  22.3               7.8
## 169                  14.5           93                  79.6               7.3
## 170                   3.3           98                  52.4               7.3
## 171                  16.2           90                  23.9               6.0
## 172                  16.0           95                  81.7               8.2
## 173                   4.4           89                  27.8               7.5
## 174                  12.8           90                   6.7               9.6
## 175                   5.8           89                  25.2               8.0
## 176                  12.6           84                  27.8               6.7
## 177                  15.8           85                  15.3               6.6
## 178                  12.6           84                  16.5               6.3
## 179                  14.8           84                   8.8               7.4
## 180                  11.8           90                  10.0               6.9
## 181                  11.3           96                  56.0               6.7
## 182                   9.2           82                  12.9               9.2
## 183                  16.7           68                   6.7               6.7
## 184                  11.7           93                  50.7               8.4
## 185                  17.2           97                  41.4               8.7
## 186                  16.8           96                  27.1               7.6
## 187                  15.5           76                  22.5               6.0
## 188                  13.9           88                  16.9               8.6
## 189                  10.0           87                  25.4               9.6
## 190                   9.1           94                  52.6               8.5
## 191                  14.1           85                  22.8               9.3
## 192                  17.4           80                  22.5               6.4
## 193                  15.7           88                  20.0               8.4
## 194                  13.8           95                  15.1               6.2
## 195                   8.6           85                  25.3               6.6
## 196                   6.7           91                  35.7               8.6
## 197                   4.4           98                  62.5               7.4
## 198                  10.5           90                   8.0               7.5
## 199                  13.2           88                  19.6               8.7
## 200                  14.3           96                  20.6               6.9
## 201                  15.5           97                  67.1               8.7
## 202                   8.0           91                  23.1               7.1
## 203                   5.1           82                  11.7               7.1
## 204                  14.0           76                   6.0               9.7
## 205                   7.4           90                   5.3               9.7
## 206                  16.0           88                  29.4               9.1
## 207                   8.9           96                  37.5               9.7
## 208                  16.7           80                   5.9               6.6
## 209                  14.1           96                  20.5               6.6
## 210                   7.0           92                  40.8               6.3
## 211                   8.9           87                  28.8               7.4
## 212                   8.4           84                   8.9               7.8
## 213                   9.8           78                   8.5               7.0
## 214                  12.8           84                  18.4               9.0
## 215                  15.4           90                   5.2               7.4
## 216                   7.0           87                  15.8               8.1
## 217                  13.0           96                  61.1               9.0
## 218                   9.3           89                  21.5               8.4
## 219                   4.4           91                  76.8               8.7
## 220                  14.6           88                  14.3               9.0
## 221                  15.2           85                  28.7               9.1
## 222                  13.8           96                  35.8               8.4
## 223                  11.2           84                  13.6               6.3
## 224                   4.0           94                  87.5               9.3
## 225                  17.2           88                  19.6               6.5
## 226                  16.7           84                  21.2               6.6
## 227                   3.8           98                  23.4               9.4
## 228                  10.9           96                  58.5               8.8
## 229                  16.4           68                  18.1               6.6
## 230                  11.4           90                  20.3               7.6
## 231                  10.2           93                  75.3               6.5
## 232                  10.0           96                  37.3               7.1
## 233                  13.6           76                  28.9               7.6
## 234                   8.5           93                  19.0               9.2
## 235                   4.1           94                  60.9               8.7
## 236                  10.0           76                  17.0               7.1
## 237                  13.6           97                  48.5               9.3
## 238                  10.6           93                  39.4               8.9
## 239                  17.3           93                  69.9               9.1
## 240                  17.5           90                   7.1               6.9
## 241                  14.0           97                  40.5               6.3
## 242                   9.6           94                  42.7               8.2
## 243                  17.9           85                  28.1               6.9
## 244                  15.7           78                  27.5               9.3
## 245                  17.5           88                  27.1               8.8
## 246                  10.8           85                  20.8               7.9
## 247                  17.4           85                  21.8               7.0
## 248                  10.6           95                  42.8               8.2
## 249                  17.0           80                  24.1               7.6
## 250                  13.7           97                  27.2               6.8
## 251                   4.0           98                  60.0               7.8
## 252                   3.9           91                  29.4               9.3
## 253                  16.9           72                  19.1               6.6
## 254                  17.2           90                   9.8               7.4
## 255                  16.5           95                  19.1               8.4
## 256                   4.2           87                  28.7               8.2
## 257                   3.8           89                  21.5               6.7
## 258                   9.9           85                  14.0               6.6
## 259                   4.2           91                  32.2               7.4
## 260                   5.7           82                  21.9               6.6
## 261                   8.4           82                  11.9               8.6
## 262                   9.8           68                   9.0               9.0
## 263                  10.2           93                  59.5               7.9
## 264                  15.3           72                   6.0               7.5
## 265                   9.6           98                  40.0               7.2
## 266                   9.7           94                  52.0               7.0
## 267                  10.8           76                  23.6               8.8
## 268                  13.1           78                  28.8               7.1
## 269                  12.3           85                  12.6               9.5
## 270                   8.2           95                  46.2               7.5
## 271                   7.1           89                   6.5               6.2
## 272                   7.7           87                  22.6               7.0
## 273                   7.0           90                  20.9               8.8
## 274                   8.4           82                  18.3               8.5
## 275                  10.1           93                  18.6               7.7
## 276                  11.9           84                  16.8               9.6
## 277                  14.6           85                  14.3               7.6
## 278                   6.3           82                  29.6               9.3
## 279                   7.0           94                  24.2               8.0
## 280                   6.6           91                  87.1               7.0
## 281                   6.4           98                  55.1               8.5
## 282                  10.3           80                  28.7               8.0
## 283                  12.7           90                   8.4               9.6
## 284                   3.7           91                  60.9               7.8
## 285                   8.6           92                  70.4               6.9
## 286                  17.5           85                   7.5               9.5
## 287                  13.5           84                  13.0               7.5
## 288                   9.6           85                  29.8               6.1
## 289                   4.3           91                  52.9               7.5
## 290                  15.7           85                  29.7               9.2
## 291                  10.2           93                  61.5               6.4
## 292                  13.5           96                  51.4               6.5
## 293                  13.2           95                  16.3               8.7
## 294                  17.0           85                  28.9               9.3
## 295                   8.5           89                   9.9               7.6
## 296                   8.2           87                  24.0               7.7
## 297                   9.5           84                  28.7               6.8
## 298                  17.1           95                  80.9               8.4
## 299                   9.2           87                  14.6               6.6
## 300                  11.6           72                  20.5               8.1
## 301                   3.2           92                  35.7               8.1
## 302                  10.2           85                  10.8               6.6
## 303                  10.3           85                  17.3               7.3
## 304                  10.0           80                  27.4               7.5
## 305                  14.3           95                  56.4               9.4
## 306                   9.9           95                  45.9               9.3
## 307                  16.7           96                  57.3               8.1
## 308                  15.0           95                  72.8               8.7
## 309                  11.7           88                  29.6               8.9
## 310                  17.2           68                  29.6               6.6
## 311                   9.6           95                  31.6               8.7
## 312                   9.6           85                  22.3               8.9
## 313                  16.3           68                  20.8               6.4
## 314                   9.6           82                  13.9               7.5
## 315                   6.3           98                  49.9               6.4
## 316                  14.9           85                  29.4               8.0
## 317                  10.5           85                  17.4               9.6
## 318                   3.7           91                  21.0               8.7
## 319                   5.5           98                  16.5               7.7
## 320                  17.2           96                  21.7               8.6
## 321                   9.8           88                   8.1               7.8
## 322                   9.6           88                   8.3               9.3
## 323                   8.6           87                  21.9               7.5
## 324                  17.9           80                  26.0               6.4
## 325                  11.5           72                  27.7               9.4
## 326                   4.0           94                  66.9               7.0
## 327                  11.0           96                  84.6               6.7
## 328                   6.5           90                   7.0               7.7
## 329                  11.3           95                  52.1               7.9
## 330                  10.4           85                   8.7               6.6
## 331                   7.7           92                  68.2               7.1
## 332                  12.0           96                  66.8               7.2
## 333                  15.4           68                  17.6               8.0
## 334                   5.7           87                  23.1               6.7
## 335                  10.0           90                   9.1               6.4
## 336                  14.9           96                  29.2               9.8
## 337                  11.9           95                  61.9               6.8
## 338                   8.4           89                  19.8               7.8
## 339                  17.2           96                  66.2               6.4
## 340                  12.5           90                   8.7               8.5
## 341                  10.5           85                  15.8               6.6
## 342                  12.5           95                  37.1               6.9
## 343                   6.7           87                   8.7               6.1
## 344                  10.3           96                  57.0               6.0
## 345                   5.8           89                  21.2               8.7
## 346                   9.4           80                   9.5               7.6
## 347                  14.0           88                  20.4               7.7
## 348                   7.7           91                  68.3               7.5
## 349                   5.6           82                  12.3               9.3
## 350                  13.0           96                  85.2               9.8
## 351                   8.7           96                  24.0               8.0
## 352                  17.7           96                  69.3               8.0
## 353                  13.2           68                  11.6               8.8
## 354                   3.1           98                  51.5               7.2
## 355                  15.7           90                  26.2               7.0
## 356                  14.7           97                  27.4               6.7
## 357                  13.4           96                  79.0               9.2
## 358                  16.8           76                  13.4               8.8
## 359                  11.9           96                  29.3               8.9
## 360                   4.4           94                  87.6               6.1
## 361                  14.2           90                  22.1               8.2
## 362                  14.1           88                   9.6               6.9
## 363                   5.7           98                  41.7               9.6
## 364                  14.4           88                   8.7               6.0
## 365                  14.1           95                  79.1               8.5
## 366                  12.0           96                  66.6               8.5
## 367                  16.5           88                  23.5               7.5
## 368                  17.4           85                  19.3               7.0
## 369                   7.2           94                  70.5               9.5
## 370                  15.3           85                  19.7               7.3
## 371                   7.6           90                  16.4               9.3
## 372                   4.8           98                  76.4               6.5
## 373                  12.1           76                   7.5               6.2
## 374                  11.5           96                  77.7               8.6
## 375                  13.0           97                  74.0               7.1
## 376                  15.6           96                  47.9               9.3
## 377                  14.7           95                  75.5               6.7
## 378                  11.9           96                  83.9               8.5
## 379                  15.8           84                  11.6               7.5
## 380                   8.8           94                  57.8               8.9
## 381                   8.8           95                  34.8               8.0
## 382                   3.3           94                  58.4               8.5
## 383                   8.1           93                  72.7               7.2
## 384                   9.0           85                  14.3               9.7
## 385                   8.1           87                  27.1               7.3
## 386                  10.9           97                  54.2               8.9
## 387                  17.8           88                  13.1               8.1
## 388                   9.9           80                  14.6               6.4
## 389                   9.9           91                  38.1               8.6
## 390                   9.3           89                  14.7               7.0
## 391                  17.4           96                  24.7               9.3
## 392                  11.1           84                  28.9               7.8
## 393                   9.8           96                  25.3               9.6
## 394                  13.1           96                  15.2               8.2
## 395                  16.3           84                  21.3               9.3
## 396                  12.4           95                  69.4               7.7
## 397                   4.2           92                  16.7               8.7
## 398                   3.9           89                  19.9               6.2
## 399                   8.1           90                   9.0               7.3
## 400                   9.0           89                   6.7               8.8
## 401                  11.4           85                   9.1               8.7
## 402                   4.2           94                  30.6               7.1
## 403                  12.0           80                  19.6               8.3
## 404                   3.2           91                  65.3               6.3
## 405                  12.0           90                  22.8               8.7
## 406                   7.5           90                   6.2               8.9
## 407                  10.4           96                  50.4               7.2
## 408                  13.7           68                  23.0               8.5
## 409                   8.3           98                  51.2               7.1
## 410                  15.0           93                  49.3               6.1
## 411                  10.3           95                  79.3               9.3
## 412                   8.1           97                  37.0               8.2
## 413                  11.3           96                  43.7               7.4
## 414                   5.1           89                  11.5               7.2
## 415                  10.9           96                  34.4               6.8
## 416                   4.1           91                  73.7               6.3
## 417                  14.1           84                  12.0               7.5
## 418                   8.1           95                  16.6               6.7
## 419                  11.7           96                  19.1               9.6
## 420                   9.1           88                   9.4               8.6
## 421                  14.6           84                   9.0               9.3
## 422                  14.7           88                  25.3               8.5
## 423                   4.3           98                  37.3               6.2
## 424                  11.5           88                  19.8               8.2
## 425                  11.5           76                  25.7               6.5
## 426                   4.9           94                  49.7               8.9
## 427                  13.1           93                  73.6               9.0
## 428                  13.6           97                  71.0               6.7
## 429                   8.3           90                  20.8               6.8
## 430                   9.5           92                  74.8               7.4
## 431                   4.7           98                  83.0               8.5
## 432                   5.2           87                  17.2               6.3
## 433                   5.2           98                  49.4               8.9
## 434                  17.0           68                  10.1               7.3
## 435                  10.1           88                  13.2               6.9
## 436                  17.3           97                  58.3               7.5
## 437                   5.4           91                  31.6               6.1
## 438                  12.6           88                  18.5               8.5
## 439                  15.9           96                  73.0               6.8
## 440                  11.7           95                  60.8               8.5
## 441                  11.5           96                  73.3               6.2
## 442                   8.3           90                  27.5               7.9
## 443                  14.4           84                  15.5               6.1
## 444                   6.5           94                  25.0               9.6
## 445                  12.7           95                  20.8               7.8
## 446                  17.6           76                  18.4               9.5
## 447                  13.1           76                  10.8               9.1
## 448                  10.0           90                  14.7               6.2
## 449                   4.8           90                  19.6               8.7
## 450                   9.5           90                  13.6               7.7
## 451                  15.4           96                  60.7               6.8
## 452                  15.4           80                  14.5               6.6
## 453                  10.5           97                  77.0               9.5
## 454                   8.9           88                  13.1               9.1
## 455                  16.9           85                  22.1               6.5
## 456                   4.8           94                  46.9               6.3
## 457                  13.5           95                  78.4               7.7
## 458                   4.3           89                  27.9               7.4
## 459                  11.5           84                  23.2               9.1
## 460                   8.0           85                  26.5               7.7
## 461                  15.8           95                  83.9               9.4
## 462                   4.3           92                  66.5               6.2
## 463                  11.3           68                  17.6               9.0
## 464                  17.9           85                  16.2               8.1
## 465                  14.9           84                  15.4               9.2
## 466                  16.6           84                   7.5               8.1
## 467                  13.7           96                  83.5               6.6
## 468                  14.8           95                  27.3               8.0
## 469                  15.7           90                  17.7               8.3
## 470                   7.4           92                  73.7               9.8
## 471                  10.7           90                  16.3               9.1
## 472                   4.8           82                  20.1               7.5
## 473                  16.7           95                  33.4               8.3
## 474                  14.6           85                  12.9               7.5
## 475                  14.6           85                  26.6               8.3
## 476                  10.0           98                  33.2               9.5
## 477                  10.8           88                  29.3               8.8
## 478                  15.2           76                   8.3               6.2
## 479                  16.2           88                  19.3               8.8
## 480                  11.7           84                   8.2               8.0
## 481                   8.4           85                  26.6               7.8
## 482                   9.2           88                  20.4               6.2
## 483                   9.6           87                  26.2               7.5
## 484                   7.9           98                  76.9               9.0
## 485                   9.0           91                  36.1               6.2
## 486                  16.0           95                  24.9               7.1
## 487                  12.9           95                  57.8               6.4
## 488                   9.7           85                  16.8               7.0
## 489                  16.9           80                  26.5               7.0
## 490                   6.2           91                  59.5               9.6
## 491                  17.4           96                  22.7               7.6
## 492                   8.8           90                   6.4               8.7
## 493                  11.1           85                  19.8               6.3
## 494                  14.8           80                   9.5               9.6
## 495                  17.0           97                  82.3               6.9
## 496                   3.5           98                  57.7               8.9
## 497                  10.3           95                  15.1               7.8
## 498                  15.0           96                  58.0               8.0
## 499                   7.6           92                  32.8               9.1
## 500                  16.3           88                   9.2               8.8
## 501                   9.1           85                  10.2               8.0
## 502                  17.0           76                  29.0               7.4
## 503                  17.5           80                  28.1               7.5
## 504                   6.3           91                  26.4               7.7
## 505                  16.1           90                  16.8               7.4
## 506                   4.0           98                  82.9               9.3
## 507                  17.9           95                  16.9               8.6
## 508                   4.9           89                  23.2               9.6
## 509                   8.9           96                  21.7               6.5
## 510                   8.7           93                  55.4               9.7
## 511                   5.6           98                  33.9               9.3
## 512                  17.8           97                  45.1               8.1
## 513                  15.5           95                  34.6               8.3
## 514                   7.5           92                  83.3               7.4
## 515                   8.0           94                  39.0               7.1
## 516                  10.2           97                  63.5               6.3
## 517                   8.6           85                  29.9               6.8
## 518                   7.1           98                  51.5               7.1
## 519                  11.5           95                  58.8               6.0
## 520                   9.5           96                  32.8               8.6
## 521                   9.4           82                   8.5               6.4
## 522                  14.5           90                  18.2               6.4
## 523                   4.5           90                   8.5               9.3
## 524                  17.3           95                  42.3               9.1
## 525                   8.6           96                  19.5               6.9
## 526                   9.3           72                  23.3               8.5
## 527                  11.8           90                  22.8               6.7
## 528                  11.9           93                  35.7               9.2
## 529                   8.7           89                  22.2               8.8
## 530                  13.2           85                  23.2               9.1
## 531                  14.3           97                  45.5               6.3
## 532                  15.5           97                  25.2               7.6
## 533                   8.9           95                  43.8               9.1
## 534                  13.8           76                  19.3               9.6
## 535                   4.8           98                  58.4               8.4
## 536                   8.6           76                  17.7               9.2
## 537                  10.0           89                  22.4               7.2
## 538                  11.3           96                  19.8               7.4
## 539                  14.0           90                  13.4               8.0
## 540                   9.9           91                  23.0               6.1
## 541                  14.0           96                  71.3               8.6
## 542                   9.7           68                  13.9               9.4
## 543                   8.0           94                  67.6               9.1
## 544                  17.4           90                  21.4               8.5
## 545                   8.4           94                  47.2               7.8
## 546                   8.2           98                  58.3               7.2
## 547                   8.5           96                  69.2               8.6
## 548                   9.1           85                  18.7               7.6
## 549                   4.9           91                  68.5               8.3
## 550                  11.5           88                  27.4               6.3
## 551                   5.2           82                  20.9               7.1
## 552                   8.5           98                  29.0               8.6
## 553                   9.0           88                  26.5               7.5
## 554                  10.6           84                  28.8               8.7
## 555                   3.5           90                  29.1               6.7
## 556                  18.0           96                  68.8               6.3
## 557                  11.1           90                  12.7               9.3
## 558                   9.7           96                  67.7               9.0
## 559                   9.4           88                  17.9               6.7
## 560                   5.2           87                  16.8               6.7
## 561                   5.1           92                  72.2               8.8
## 562                   7.3           92                  16.3               9.4
## 563                   9.3           72                  25.1               8.1
## 564                   3.3           94                  55.3               6.7
## 565                   5.3           87                  14.8               8.6
## 566                   7.6           98                  18.8               8.5
## 567                  17.3           90                  15.7               7.2
## 568                  12.4           96                  58.7               6.9
## 569                  17.7           95                  35.0               9.0
## 570                  12.2           76                   5.4               6.9
## 571                  12.5           80                  26.9               8.1
## 572                   3.6           98                  72.0               8.1
## 573                   3.7           94                  82.0               8.4
## 574                   7.9           91                  36.8               6.4
## 575                  10.6           76                  21.0               9.0
## 576                  12.9           68                  16.4               6.5
## 577                  11.6           85                  25.3               7.5
## 578                  12.8           78                  26.0               8.4
## 579                  15.5           96                  59.5               6.1
## 580                  11.7           78                  19.3               6.7
## 581                  12.5           76                  27.1               7.2
## 582                   9.4           91                  80.2               7.2
## 583                  16.4           95                  54.5               9.8
## 584                  14.1           95                  33.8               8.6
## 585                  16.6           95                  79.5               9.4
## 586                  12.0           96                  66.7               6.1
## 587                   9.3           98                  53.6               6.0
## 588                   5.8           82                  17.0               9.5
## 589                  17.8           96                  63.9               6.1
## 590                  17.8           93                  72.8               7.8
## 591                  17.7           93                  75.8               6.5
## 592                  11.3           96                  53.5               8.8
## 593                  12.6           88                  24.5               7.5
## 594                  12.6           97                  19.0               6.9
## 595                   7.1           98                  85.5               8.4
## 596                  15.6           88                  13.9               9.6
## 597                   7.2           90                   7.7               6.3
## 598                   8.6           98                  74.9               6.8
## 599                  12.8           80                  11.0               8.6
## 600                   9.0           95                  30.7               6.8
## 601                  11.3           85                  15.1               6.0
## 602                  12.5           97                  72.1               6.4
## 603                   3.5           92                  21.8               8.9
## 604                   9.5           84                  13.2               9.7
## 605                   6.2           91                  85.2               9.3
## 606                   3.6           90                  22.5               9.8
## 607                  11.9           85                   6.3               6.2
## 608                  16.6           90                   5.0               8.6
## 609                   8.7           96                  34.2               7.0
## 610                  13.3           84                  29.6               9.1
## 611                  10.2           88                   6.2               7.0
## 612                  17.2           95                  57.1               8.6
## 613                   5.4           87                  20.5               8.2
## 614                  10.2           95                  43.6               9.5
## 615                  14.4           80                  10.7               7.6
## 616                   4.4           89                  14.1               8.9
## 617                  14.6           76                  14.1               9.3
## 618                   6.7           98                  71.7               6.2
## 619                   6.6           82                  28.0               8.0
## 620                  10.2           72                  19.6               6.6
## 621                  11.1           85                  28.4               9.0
## 622                   9.5           90                   6.6               6.7
## 623                  10.7           80                  15.2               9.2
## 624                  12.9           95                  81.1               7.0
## 625                   5.8           98                  52.6               9.0
## 626                   7.8           98                  32.4               7.4
## 627                   3.8           94                  71.8               6.8
## 628                   8.3           85                   6.5               9.6
## 629                  17.4           76                  29.0               7.8
## 630                   3.8           94                  59.6               9.8
## 631                  17.0           85                  17.9               6.1
## 632                   9.9           85                  27.6               8.1
## 633                   3.2           82                  20.7               8.1
## 634                   3.3           90                   7.0               6.8
## 635                   8.8           90                  23.6               7.5
## 636                  12.2           80                   9.0               8.6
## 637                  17.2           95                  57.1               8.6
## 638                  12.6           97                  19.0               6.9
## 639                  17.0           97                  82.3               6.9
## 640                  15.9           80                   8.7               7.3
## 641                  14.5           95                  68.8               8.9
## 642                   9.2           84                  24.2               6.9
## 643                   9.9           90                  17.9               9.5
## 644                  17.9           85                  16.2               8.1
## 645                   7.3           89                  14.1               9.5
## 646                   7.6           98                  18.8               8.5
## 647                  14.3           95                  56.4               9.4
## 648                  10.9           96                  58.5               8.8
## 649                  15.5           95                  34.6               8.3
## 650                   7.3           94                  78.2               9.6
## 651                  10.6           96                  20.9               6.9
## 652                  13.2           85                  23.2               9.1
## 653                   3.5           98                  57.7               8.9
## 654                   8.6           87                  21.9               7.5
## 655                  15.2           76                   8.3               6.2
## 656                  13.5           84                  13.0               7.5
## 657                  10.2           93                  59.5               7.9
## 658                   9.8           97                  57.7               9.4
## 659                  16.6           95                  79.5               9.4
## 660                  17.4           85                  19.3               7.0
## 661                  10.1           84                  10.5               6.9
## 662                  17.0           85                  28.9               9.3
## 663                  10.8           88                  29.3               8.8
## 664                   5.8           98                  52.6               9.0
## 665                  14.1           95                  33.8               8.6
## 666                   3.3           90                   7.0               6.8
## 667                  12.0           90                  22.8               8.7
## 668                  16.8           76                  13.4               8.8
## 669                  15.3           85                  19.7               7.3
## 670                  11.2           84                  13.6               6.3
## 671                   8.2           95                  46.2               7.5
## 672                  16.3           68                  20.8               6.4
## 673                   5.5           87                  17.5               8.2
## 674                  12.9           97                  46.9               7.1
## 675                  13.6           97                  71.0               6.7
## 676                  15.2           76                   8.3               6.2
## 677                  10.2           93                  61.5               6.4
## 678                  11.5           88                  19.8               8.2
## 679                  12.2           96                  53.7               7.5
## 680                  17.3           95                  42.3               9.1
## 681                  11.3           85                  15.1               6.0
## 682                   9.9           90                  17.9               9.5
## 683                   7.0           92                  40.8               6.3
## 684                   9.3           89                  21.5               8.4
## 685                   9.2           82                  12.9               9.2
## 686                   6.7           87                   8.7               6.1
## 687                   4.0           94                  87.5               9.3
## 688                  17.7           93                  75.8               6.5
## 689                  17.2           97                  41.4               8.7
## 690                   9.7           94                  52.0               7.0
## 691                  11.7           96                  29.6               7.7
## 692                  14.5           90                  18.2               6.4
## 693                   4.8           94                  46.9               6.3
## 694                  17.4           85                  21.8               7.0
## 695                   6.3           98                  49.9               6.4
## 696                  17.3           90                  15.7               7.2
## 697                  10.5           90                   8.0               7.5
## 698                   9.2           88                  20.4               6.2
## 699                   8.8           90                  23.6               7.5
## 700                  14.5           90                  18.2               6.4
## 701                  10.0           96                  37.3               7.1
## 702                   6.8           90                  29.3               6.4
## 703                   5.4           92                  47.4               6.5
## 704                   9.9           90                  17.9               9.5
## 705                   4.2           87                  28.7               8.2
## 706                   8.7           89                  22.2               8.8
## 707                   9.1           98                  42.7               7.7
## 708                   8.6           88                  28.9               7.0
## 709                   4.9           94                  49.7               8.9
## 710                  17.5           90                   7.1               6.9
## 711                  15.7           85                  29.7               9.2
## 712                  16.1           90                  16.8               7.4
## 713                  17.1           95                  80.9               8.4
## 714                   9.5           96                  32.8               8.6
## 715                   9.6           88                   8.3               9.3
## 716                   7.8           92                  82.3               9.2
## 717                  12.6           84                  16.5               6.3
## 718                  13.8           96                  35.8               8.4
## 719                   6.7           98                  71.7               6.2
## 720                   9.5           84                  13.2               9.7
## 721                  10.2           72                  19.6               6.6
## 722                  10.7           80                  15.2               9.2
## 723                  14.6           85                  12.9               7.5
## 724                  16.7           80                   5.9               6.6
## 725                   6.3           98                  49.9               6.4
## 726                  16.7           68                   6.7               6.7
## 727                  14.9           96                  29.2               9.8
## 728                   9.1           85                  18.7               7.6
## 729                   8.1           90                   9.0               7.3
## 730                  14.6           85                  26.6               8.3
## 731                   6.7           91                  35.7               8.6
## 732                   3.4           91                  63.7               9.7
## 733                  14.9           96                  71.9               6.5
## 734                   8.7           93                  55.4               9.7
## 735                  11.5           72                  27.7               9.4
## 736                   8.3           80                  11.6               9.3
## 737                   8.4           94                  47.2               7.8
## 738                  16.0           93                  75.7               6.3
## 739                   9.5           96                  32.8               8.6
## 740                   7.7           92                  68.2               7.1
## 741                   3.3           94                  55.3               6.7
## 742                   9.1           88                   9.4               8.6
## 743                  13.0           72                  18.6               9.1
## 744                  15.6           96                  47.9               9.3
## 745                  17.8           96                  63.9               6.1
## 746                   4.7           89                   9.0               8.1
## 747                  14.9           85                  29.4               8.0
## 748                   9.0           88                  26.5               7.5
## 749                   7.0           94                  16.0               8.0
## 750                   5.6           98                  33.9               9.3
## 751                  16.6           95                  79.5               9.4
## 752                   9.9           80                  14.6               6.4
## 753                   3.7           91                  60.9               7.8
## 754                   8.4           88                  29.9               6.4
## 755                   9.6           82                  13.9               7.5
## 756                  10.2           97                  63.5               6.3
## 757                   3.5           90                  29.1               6.7
## 758                  14.8           95                  27.3               8.0
## 759                  10.4           88                  15.8               7.4
## 760                   5.1           82                  11.7               7.1
## 761                  11.5           72                  27.7               9.4
## 762                  17.5           80                  28.1               7.5
## 763                   3.6           98                  72.0               8.1
## 764                  10.9           96                  31.6               6.3
## 765                  17.3           95                  42.3               9.1
## 766                   7.5           90                   6.2               8.9
## 767                   9.4           85                  17.3               8.9
## 768                  13.2           85                  23.2               9.1
## 769                  12.3           85                  12.6               9.5
## 770                   9.4           88                  17.9               6.7
## 771                   9.7           85                  16.8               7.0
## 772                   4.4           89                  27.8               7.5
## 773                   3.6           98                  72.0               8.1
## 774                   7.3           94                  78.2               9.6
## 775                  11.9           85                   6.3               6.2
## 776                  12.8           84                  18.4               9.0
## 777                  11.5           96                  73.3               6.2
## 778                  12.6           84                  27.8               6.7
## 779                   8.8           94                  57.8               8.9
## 780                  12.1           76                   7.5               6.2
## 781                   4.3           89                  27.9               7.4
## 782                   5.2           82                  20.9               7.1
## 783                  15.7           90                  26.2               7.0
## 784                  12.6           88                  24.5               7.5
## 785                   8.7           98                  45.2               8.9
## 786                   3.3           94                  55.3               6.7
## 787                   3.3           98                  52.4               7.3
## 788                  10.0           90                   9.1               6.4
## 789                  17.3           95                  42.3               9.1
## 790                   9.2           87                  14.6               6.6
## 791                  12.4           96                  58.7               6.9
## 792                  10.1           84                  10.5               6.9
## 793                  14.4           96                  87.7               8.6
## 794                  14.1           95                  33.8               8.6
## 795                  12.4           95                  69.4               7.7
## 796                  12.6           84                  27.8               6.7
## 797                   5.2           82                  20.9               7.1
## 798                  17.3           97                  58.3               7.5
## 799                   8.3           98                  84.6               7.1
## 800                  10.2           88                   6.2               7.0
## 801                   7.1           98                  85.5               8.4
## 802                  13.2           88                  19.6               8.7
## 803                   8.7           80                  15.6               8.7
## 804                   4.2           98                  48.4               8.8
## 805                  10.2           93                  75.3               6.5
## 806                  15.5           90                   8.2               8.0
## 807                   3.4           91                  63.7               9.7
## 808                  11.5           88                  19.8               8.2
## 809                   3.5           98                  57.7               8.9
## 810                  10.5           85                  15.8               6.6
## 811                   8.7           98                  45.2               8.9
## 812                   6.6           91                  87.1               7.0
## 813                  10.4           96                  50.4               7.2
## 814                  12.8           84                  18.4               9.0
## 815                   8.4           82                  18.3               8.5
## 816                  11.0           96                  84.6               6.7
## 817                  12.9           95                  57.8               6.4
## 818                   7.1           98                  85.5               8.4
## 819                   5.3           87                  14.8               8.6
## 820                  12.1           76                   7.5               6.2
## 821                   8.6           76                  17.7               9.2
## 822                   5.5           98                  16.5               7.7
## 823                  13.2           95                  16.3               8.7
## 824                  11.9           96                  29.3               8.9
## 825                   7.6           98                  18.8               8.5
## 826                  10.2           88                   6.2               7.0
## 827                  14.1           84                  12.0               7.5
## 828                  13.8           95                  15.1               6.2
## 829                   8.7           93                  55.4               9.7
## 830                  12.2           76                   5.4               6.9
## 831                  12.7           95                  20.8               7.8
## 832                   8.4           85                  26.6               7.8
## 833                  11.3           95                  52.1               7.9
## 834                   3.2           91                  65.3               6.3
## 835                   8.3           90                  11.6               7.2
## 836                  11.3           85                  15.1               6.0
## 837                   7.0           94                  24.2               8.0
## 838                   3.2           91                  65.3               6.3
## 839                  15.9           80                   8.7               7.3
## 840                  10.5           90                   8.0               7.5
## 841                  15.4           85                  27.4               7.5
## 842                  13.5           96                  51.4               6.5
## 843                   9.6           85                  22.3               8.9
## 844                  17.0           85                  17.9               6.1
## 845                   4.0           94                  87.5               9.3
## 846                   8.0           78                  29.0               6.8
## 847                  11.9           93                  35.7               9.2
## 848                  14.8           84                   8.8               7.4
## 849                   8.3           80                  11.6               9.3
## 850                  15.9           96                  73.0               6.8
## 851                  15.4           96                  60.7               6.8
## 852                  10.4           88                  15.8               7.4
## 853                  10.0           89                  22.4               7.2
## 854                  14.6           88                  14.3               9.0
## 855                  12.7           95                  20.8               7.8
## 856                  15.8           78                  17.6               8.8
## 857                   8.7           96                  24.0               8.0
## 858                   8.7           89                  22.2               8.8
## 859                   6.2           91                  59.5               9.6
## 860                  10.0           89                  22.4               7.2
## 861                   8.7           89                  22.2               8.8
## 862                  14.1           88                   9.6               6.9
## 863                   4.3           89                  27.9               7.4
## 864                  11.9           96                  29.3               8.9
## 865                  12.5           95                  37.1               6.9
## 866                  16.0           95                  24.9               7.1
## 867                  11.4           90                  20.3               7.6
## 868                  10.7           90                  16.3               9.1
## 869                  13.4           84                  24.9               9.0
## 870                  17.5           90                   7.1               6.9
## 871                  10.9           96                  58.5               8.8
## 872                  14.6           78                   6.7               8.5
## 873                   4.8           98                  76.4               6.5
## 874                  13.0           88                  29.1               9.1
## 875                  12.7           90                   8.4               9.6
## 876                   8.3           90                  11.6               7.2
## 877                   9.9           94                  59.8               8.0
## 878                   8.2           95                  46.2               7.5
## 879                   9.3           89                  14.7               7.0
## 880                   7.0           89                  11.1               8.1
## 881                  14.3           95                  56.4               9.4
## 882                   8.8           95                  34.8               8.0
## 883                  12.9           97                  46.9               7.1
## 884                  10.3           95                  79.3               9.3
## 885                   5.8           82                  17.0               9.5
## 886                   7.7           87                  24.1               7.6
## 887                   4.8           90                  19.6               8.7
## 888                   4.0           98                  60.0               7.8
## 889                   3.7           90                  15.4               9.8
## 890                  14.9           84                  15.4               9.2
## 891                   7.4           90                   5.3               9.7
## 892                  16.6           84                   7.5               8.1
## 893                  15.5           97                  67.1               8.7
## 894                  11.3           95                  52.1               7.9
## 895                   7.5           92                  83.3               7.4
## 896                  18.0           96                  68.8               6.3
## 897                  16.3           88                   9.2               8.8
## 898                   5.1           92                  72.2               8.8
## 899                   5.8           89                  21.2               8.7
##     posting_year posting_month is_senior is_remote_friendly is_llm_role
## 1           2026             3         1                  0           1
## 2           2026             1         1                  1           1
## 3           2026             1         1                  1           0
## 4           2026             1         0                  1           0
## 5           2025             9         0                  1           0
## 6           2026             1         1                  1           1
## 7           2025            10         1                  1           0
## 8           2025             2         1                  0           0
## 9           2026             3         1                  0           0
## 10          2026             3         1                  0           0
## 11          2025             3         1                  1           1
## 12          2026             1         0                  1           0
## 13          2025             7         1                  1           0
## 14          2025             8         1                  1           0
## 15          2026             1         1                  0           0
## 16          2025            12         1                  1           0
## 17          2026             1         1                  1           0
## 18          2025             3         1                  1           0
## 19          2026             1         1                  1           0
## 20          2026             1         1                  1           0
## 21          2026             3         1                  1           0
## 22          2026             2         0                  1           0
## 23          2025            11         1                  0           0
## 24          2025             9         1                  0           0
## 25          2026             2         1                  0           1
## 26          2025            12         1                  1           1
## 27          2025             2         0                  1           0
## 28          2025             6         1                  1           0
## 29          2025             3         1                  0           0
## 30          2026             2         1                  1           0
## 31          2025             6         1                  1           0
## 32          2025             5         1                  0           0
## 33          2026             2         0                  0           0
## 34          2026             2         1                  1           0
## 35          2025            10         0                  1           0
## 36          2025             9         1                  1           0
## 37          2026             3         1                  1           0
## 38          2026             2         1                  0           1
## 39          2026             3         1                  1           0
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## 41          2025            11         1                  1           0
## 42          2026             1         1                  0           1
## 43          2026             1         0                  1           0
## 44          2026             1         1                  0           0
## 45          2025             1         1                  0           0
## 46          2026             1         1                  1           0
## 47          2025             6         1                  1           1
## 48          2025             1         1                  1           1
## 49          2026             2         1                  1           0
## 50          2026             2         1                  0           0
## 51          2026             1         1                  1           0
## 52          2026             1         0                  0           0
## 53          2026             2         1                  1           0
## 54          2025             3         1                  0           1
## 55          2026             3         1                  1           1
## 56          2026             2         0                  0           0
## 57          2026             1         1                  0           0
## 58          2026             1         1                  1           1
## 59          2026             3         1                  1           1
## 60          2025             2         0                  1           0
## 61          2025             9         1                  1           1
## 62          2026             1         1                  1           0
## 63          2026             3         1                  1           0
## 64          2026             3         1                  1           0
## 65          2025             5         0                  1           0
## 66          2026             3         1                  0           0
## 67          2026             3         1                  0           0
## 68          2026             1         1                  1           1
## 69          2026             2         1                  1           0
## 70          2025            12         1                  1           0
## 71          2025            10         0                  0           0
## 72          2026             2         0                  1           0
## 73          2026             1         1                  0           1
## 74          2026             2         1                  1           0
## 75          2025             1         1                  1           1
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## 77          2025             9         1                  1           0
## 78          2025            11         1                  1           0
## 79          2026             1         1                  1           0
## 80          2026             3         0                  1           0
## 81          2025            11         0                  1           0
## 82          2025            12         1                  0           1
## 83          2026             3         1                  0           0
## 84          2026             3         0                  1           1
## 85          2026             1         1                  1           0
## 86          2026             1         1                  0           0
## 87          2026             1         1                  1           1
## 88          2025            12         0                  1           1
## 89          2025             2         1                  1           0
## 90          2026             3         1                  0           1
## 91          2026             2         1                  0           0
## 92          2025            12         1                  0           1
## 93          2026             2         1                  1           1
## 94          2026             3         0                  0           0
## 95          2026             2         1                  1           0
## 96          2025            12         1                  0           1
## 97          2026             2         1                  1           1
## 98          2026             3         1                  1           1
## 99          2026             2         1                  0           0
## 100         2025             2         1                  0           0
## 101         2026             3         0                  1           0
## 102         2026             2         1                  1           0
## 103         2025            12         1                  1           0
## 104         2026             1         0                  1           0
## 105         2026             2         0                  1           0
## 106         2025             7         1                  1           0
## 107         2026             3         1                  0           0
## 108         2026             1         0                  1           0
## 109         2026             3         1                  1           0
## 110         2026             3         0                  1           0
## 111         2026             2         0                  1           0
## 112         2026             2         1                  1           0
## 113         2026             2         1                  1           0
## 114         2026             2         1                  0           0
## 115         2026             3         1                  1           0
## 116         2026             2         1                  1           0
## 117         2025             3         1                  1           1
## 118         2025             9         1                  1           0
## 119         2025             1         0                  1           1
## 120         2026             3         0                  1           0
## 121         2025             8         0                  1           0
## 122         2026             2         1                  1           1
## 123         2026             2         1                  1           0
## 124         2026             2         1                  1           1
## 125         2026             1         1                  1           0
## 126         2025            12         1                  1           1
## 127         2026             1         0                  1           0
## 128         2025             6         0                  1           0
## 129         2026             3         1                  1           1
## 130         2026             2         1                  1           0
## 131         2026             3         1                  0           0
## 132         2026             2         1                  1           0
## 133         2025             3         0                  1           0
## 134         2026             2         1                  1           0
## 135         2025             5         1                  1           1
## 136         2025             9         1                  1           0
## 137         2026             2         1                  1           1
## 138         2026             1         1                  1           0
## 139         2026             3         1                  0           0
## 140         2025             2         1                  0           1
## 141         2026             1         1                  1           1
## 142         2026             1         1                  1           0
## 143         2025            12         0                  0           0
## 144         2026             2         1                  1           0
## 145         2026             3         0                  1           0
## 146         2026             2         1                  0           1
## 147         2025             8         1                  0           0
## 148         2026             2         1                  1           0
## 149         2026             3         1                  0           1
## 150         2026             2         1                  1           0
## 151         2025             5         0                  0           0
## 152         2026             3         1                  0           1
## 153         2025             1         1                  1           0
## 154         2026             2         1                  1           0
## 155         2025             4         1                  1           0
## 156         2026             3         1                  1           0
## 157         2026             3         0                  1           0
## 158         2026             3         1                  1           0
## 159         2025             1         0                  0           0
## 160         2025             9         1                  1           1
## 161         2026             2         0                  1           0
## 162         2025             3         1                  1           0
## 163         2025             1         1                  0           1
## 164         2026             2         1                  1           0
## 165         2026             3         0                  1           1
## 166         2026             3         1                  1           0
## 167         2025            11         1                  0           0
## 168         2025             8         1                  1           0
## 169         2025             8         1                  0           0
## 170         2026             2         1                  0           1
## 171         2026             1         1                  1           0
## 172         2025             7         1                  1           0
## 173         2025             5         1                  0           0
## 174         2026             1         1                  1           0
## 175         2026             2         1                  0           0
## 176         2026             2         0                  1           0
## 177         2025             1         0                  1           0
## 178         2026             3         1                  1           0
## 179         2025             1         1                  1           0
## 180         2026             1         1                  0           0
## 181         2025             9         0                  0           0
## 182         2026             2         1                  1           1
## 183         2026             1         1                  0           0
## 184         2026             2         1                  1           0
## 185         2025            11         0                  1           0
## 186         2026             3         1                  1           1
## 187         2025             8         1                  0           0
## 188         2025             1         1                  1           0
## 189         2026             2         0                  1           0
## 190         2025            11         1                  1           1
## 191         2026             3         0                  1           0
## 192         2026             1         1                  0           0
## 193         2025            12         1                  1           0
## 194         2026             2         1                  1           1
## 195         2026             3         1                  1           0
## 196         2025             9         1                  1           0
## 197         2026             1         1                  1           1
## 198         2025            10         1                  1           0
## 199         2026             1         1                  1           0
## 200         2025            10         1                  1           1
## 201         2026             1         1                  1           0
## 202         2025             7         1                  1           0
## 203         2025             7         0                  1           1
## 204         2026             1         1                  1           0
## 205         2026             1         0                  0           0
## 206         2025             7         1                  1           0
## 207         2026             2         0                  0           0
## 208         2026             1         1                  1           0
## 209         2026             2         0                  0           1
## 210         2026             2         1                  0           0
## 211         2026             3         1                  1           0
## 212         2026             2         0                  1           0
## 213         2025            12         1                  1           0
## 214         2026             2         0                  1           0
## 215         2025             5         0                  1           0
## 216         2025            10         1                  0           0
## 217         2026             3         1                  1           1
## 218         2026             1         1                  1           0
## 219         2026             1         1                  1           0
## 220         2025             6         1                  0           0
## 221         2026             3         0                  1           0
## 222         2026             1         1                  1           1
## 223         2026             2         1                  1           0
## 224         2026             1         1                  1           1
## 225         2025             3         1                  1           0
## 226         2026             3         0                  1           0
## 227         2026             1         1                  0           1
## 228         2025             9         1                  1           0
## 229         2025             2         1                  1           0
## 230         2026             2         0                  1           0
## 231         2026             1         1                  1           0
## 232         2026             2         1                  1           1
## 233         2026             3         1                  0           0
## 234         2026             2         1                  1           0
## 235         2026             2         1                  1           1
## 236         2025            10         1                  1           0
## 237         2025            11         1                  1           0
## 238         2025             9         0                  1           0
## 239         2026             3         1                  1           0
## 240         2026             2         1                  1           0
## 241         2026             3         1                  1           0
## 242         2026             1         1                  1           1
## 243         2026             3         1                  1           0
## 244         2025             2         1                  1           0
## 245         2026             2         1                  0           0
## 246         2026             3         1                  1           0
## 247         2025             3         1                  1           0
## 248         2026             2         0                  1           1
## 249         2026             1         0                  1           0
## 250         2026             3         1                  1           0
## 251         2026             3         1                  0           1
## 252         2025             7         1                  1           0
## 253         2025            11         1                  1           0
## 254         2026             1         1                  1           0
## 255         2025             2         1                  1           0
## 256         2025            10         1                  1           0
## 257         2025            10         1                  0           0
## 258         2026             1         1                  1           0
## 259         2026             1         0                  1           0
## 260         2025            12         1                  1           1
## 261         2026             1         1                  1           1
## 262         2026             2         1                  1           0
## 263         2025            10         1                  0           0
## 264         2026             3         1                  1           0
## 265         2025             5         0                  0           1
## 266         2026             3         1                  1           1
## 267         2026             1         1                  1           0
## 268         2026             1         1                  1           0
## 269         2026             3         1                  0           0
## 270         2026             3         1                  1           0
## 271         2025             9         1                  1           0
## 272         2026             1         1                  1           0
## 273         2026             3         1                  1           0
## 274         2025            10         1                  1           1
## 275         2025             7         1                  1           0
## 276         2025            11         1                  1           0
## 277         2025             3         0                  1           0
## 278         2026             1         1                  0           1
## 279         2026             1         1                  1           1
## 280         2026             2         1                  1           0
## 281         2026             2         1                  1           1
## 282         2025             2         0                  1           0
## 283         2025             5         0                  1           0
## 284         2026             2         1                  1           0
## 285         2025            12         1                  1           0
## 286         2026             3         1                  0           0
## 287         2025             3         1                  1           0
## 288         2025            12         1                  0           0
## 289         2026             2         1                  0           0
## 290         2025             8         0                  1           0
## 291         2026             2         1                  1           0
## 292         2026             2         1                  1           0
## 293         2026             2         1                  0           1
## 294         2026             1         0                  1           0
## 295         2026             3         0                  1           0
## 296         2025             9         1                  0           0
## 297         2025             8         0                  1           0
## 298         2026             2         1                  1           1
## 299         2025             9         1                  1           0
## 300         2026             2         1                  0           0
## 301         2026             3         1                  1           0
## 302         2026             3         0                  0           0
## 303         2025             6         1                  0           0
## 304         2026             2         0                  1           0
## 305         2025             9         1                  0           0
## 306         2025             7         0                  0           0
## 307         2025            12         0                  0           1
## 308         2026             2         1                  1           1
## 309         2025            11         1                  1           0
## 310         2025            11         1                  1           0
## 311         2025             2         0                  1           1
## 312         2026             3         1                  1           0
## 313         2025             6         1                  0           0
## 314         2026             1         1                  1           1
## 315         2025            11         0                  0           1
## 316         2026             1         1                  1           0
## 317         2026             2         1                  1           0
## 318         2026             3         0                  0           0
## 319         2026             2         1                  1           1
## 320         2025             2         1                  0           0
## 321         2026             3         1                  1           0
## 322         2026             3         0                  0           0
## 323         2026             2         1                  1           0
## 324         2026             2         1                  0           0
## 325         2026             1         1                  1           0
## 326         2025             4         1                  1           1
## 327         2026             2         1                  0           0
## 328         2026             3         1                  1           0
## 329         2026             2         1                  1           1
## 330         2025            10         1                  1           0
## 331         2026             2         1                  1           0
## 332         2025             6         0                  1           1
## 333         2026             3         1                  1           0
## 334         2026             1         1                  1           0
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## 865         2025             5         1                  0           1
## 866         2026             1         1                  1           1
## 867         2026             2         0                  1           0
## 868         2026             1         1                  1           0
## 869         2025             6         0                  1           0
## 870         2026             2         1                  1           0
## 871         2025             9         1                  1           0
## 872         2025             7         1                  1           0
## 873         2026             2         1                  1           1
## 874         2026             1         1                  1           0
## 875         2025             5         0                  1           0
## 876         2026             2         1                  1           0
## 877         2026             3         1                  1           1
## 878         2026             3         1                  1           0
## 879         2025            11         1                  1           0
## 880         2026             2         1                  0           0
## 881         2025             9         1                  0           0
## 882         2026             1         0                  0           1
## 883         2026             1         0                  1           0
## 884         2025             9         1                  1           1
## 885         2025            12         1                  1           1
## 886         2026             1         1                  1           0
## 887         2026             2         1                  1           0
## 888         2026             3         1                  0           1
## 889         2025             4         1                  1           0
## 890         2026             2         0                  0           0
## 891         2026             1         0                  0           0
## 892         2025             2         1                  1           0
## 893         2026             1         1                  1           0
## 894         2026             2         1                  1           1
## 895         2026             1         1                  1           0
## 896         2026             2         0                  0           1
## 897         2025             3         1                  1           0
## 898         2025            10         1                  1           0
## 899         2026             1         1                  1           0
##               salary_tier
## 1      Senior ($200-300k)
## 2          Elite (>$300k)
## 3      Senior ($200-300k)
## 4   Upper-Mid ($150-200k)
## 5      Senior ($200-300k)
## 6      Senior ($200-300k)
## 7      Senior ($200-300k)
## 8          Elite (>$300k)
## 9      Senior ($200-300k)
## 10     Senior ($200-300k)
## 11     Senior ($200-300k)
## 12     Senior ($200-300k)
## 13     Senior ($200-300k)
## 14     Senior ($200-300k)
## 15         Elite (>$300k)
## 16     Senior ($200-300k)
## 17     Senior ($200-300k)
## 18     Senior ($200-300k)
## 19  Upper-Mid ($150-200k)
## 20     Senior ($200-300k)
## 21     Senior ($200-300k)
## 22     Senior ($200-300k)
## 23     Senior ($200-300k)
## 24     Senior ($200-300k)
## 25     Senior ($200-300k)
## 26         Elite (>$300k)
## 27     Senior ($200-300k)
## 28     Senior ($200-300k)
## 29         Elite (>$300k)
## 30     Senior ($200-300k)
## 31     Senior ($200-300k)
## 32     Senior ($200-300k)
## 33  Upper-Mid ($150-200k)
## 34         Elite (>$300k)
## 35     Senior ($200-300k)
## 36         Elite (>$300k)
## 37     Senior ($200-300k)
## 38         Elite (>$300k)
## 39         Elite (>$300k)
## 40     Senior ($200-300k)
## 41     Senior ($200-300k)
## 42     Senior ($200-300k)
## 43     Senior ($200-300k)
## 44     Senior ($200-300k)
## 45     Senior ($200-300k)
## 46     Senior ($200-300k)
## 47     Senior ($200-300k)
## 48         Elite (>$300k)
## 49     Senior ($200-300k)
## 50     Senior ($200-300k)
## 51         Elite (>$300k)
## 52     Senior ($200-300k)
## 53     Senior ($200-300k)
## 54         Elite (>$300k)
## 55     Senior ($200-300k)
## 56     Senior ($200-300k)
## 57     Senior ($200-300k)
## 58         Elite (>$300k)
## 59         Elite (>$300k)
## 60     Senior ($200-300k)
## 61     Senior ($200-300k)
## 62     Senior ($200-300k)
## 63     Senior ($200-300k)
## 64         Elite (>$300k)
## 65     Senior ($200-300k)
## 66         Elite (>$300k)
## 67     Senior ($200-300k)
## 68     Senior ($200-300k)
## 69     Senior ($200-300k)
## 70         Elite (>$300k)
## 71     Senior ($200-300k)
## 72  Upper-Mid ($150-200k)
## 73     Senior ($200-300k)
## 74         Elite (>$300k)
## 75         Elite (>$300k)
## 76     Senior ($200-300k)
## 77     Senior ($200-300k)
## 78         Elite (>$300k)
## 79     Senior ($200-300k)
## 80     Senior ($200-300k)
## 81         Elite (>$300k)
## 82         Elite (>$300k)
## 83     Senior ($200-300k)
## 84     Senior ($200-300k)
## 85         Elite (>$300k)
## 86     Senior ($200-300k)
## 87     Senior ($200-300k)
## 88     Senior ($200-300k)
## 89     Senior ($200-300k)
## 90     Senior ($200-300k)
## 91         Elite (>$300k)
## 92     Senior ($200-300k)
## 93     Senior ($200-300k)
## 94     Senior ($200-300k)
## 95     Senior ($200-300k)
## 96         Elite (>$300k)
## 97         Elite (>$300k)
## 98         Elite (>$300k)
## 99     Senior ($200-300k)
## 100    Senior ($200-300k)
## 101    Senior ($200-300k)
## 102    Senior ($200-300k)
## 103    Senior ($200-300k)
## 104    Senior ($200-300k)
## 105 Upper-Mid ($150-200k)
## 106        Elite (>$300k)
## 107    Senior ($200-300k)
## 108 Upper-Mid ($150-200k)
## 109    Senior ($200-300k)
## 110    Senior ($200-300k)
## 111    Senior ($200-300k)
## 112    Senior ($200-300k)
## 113    Senior ($200-300k)
## 114    Senior ($200-300k)
## 115        Elite (>$300k)
## 116        Elite (>$300k)
## 117        Elite (>$300k)
## 118        Elite (>$300k)
## 119    Senior ($200-300k)
## 120    Senior ($200-300k)
## 121    Senior ($200-300k)
## 122    Senior ($200-300k)
## 123    Senior ($200-300k)
## 124        Elite (>$300k)
## 125    Senior ($200-300k)
## 126    Senior ($200-300k)
## 127    Senior ($200-300k)
## 128        Elite (>$300k)
## 129        Elite (>$300k)
## 130    Senior ($200-300k)
## 131        Elite (>$300k)
## 132    Senior ($200-300k)
## 133    Senior ($200-300k)
## 134        Elite (>$300k)
## 135    Senior ($200-300k)
## 136    Senior ($200-300k)
## 137    Senior ($200-300k)
## 138    Senior ($200-300k)
## 139    Senior ($200-300k)
## 140    Senior ($200-300k)
## 141        Elite (>$300k)
## 142    Senior ($200-300k)
## 143 Upper-Mid ($150-200k)
## 144    Senior ($200-300k)
## 145 Upper-Mid ($150-200k)
## 146    Senior ($200-300k)
## 147    Senior ($200-300k)
## 148    Senior ($200-300k)
## 149    Senior ($200-300k)
## 150        Elite (>$300k)
## 151    Senior ($200-300k)
## 152    Senior ($200-300k)
## 153        Elite (>$300k)
## 154    Senior ($200-300k)
## 155    Senior ($200-300k)
## 156    Senior ($200-300k)
## 157    Senior ($200-300k)
## 158        Elite (>$300k)
## 159    Senior ($200-300k)
## 160    Senior ($200-300k)
## 161    Senior ($200-300k)
## 162        Elite (>$300k)
## 163    Senior ($200-300k)
## 164    Senior ($200-300k)
## 165    Senior ($200-300k)
## 166    Senior ($200-300k)
## 167    Senior ($200-300k)
## 168    Senior ($200-300k)
## 169    Senior ($200-300k)
## 170        Elite (>$300k)
## 171    Senior ($200-300k)
## 172    Senior ($200-300k)
## 173    Senior ($200-300k)
## 174    Senior ($200-300k)
## 175    Senior ($200-300k)
## 176    Senior ($200-300k)
## 177    Senior ($200-300k)
## 178        Elite (>$300k)
## 179        Elite (>$300k)
## 180    Senior ($200-300k)
## 181    Senior ($200-300k)
## 182    Senior ($200-300k)
## 183    Senior ($200-300k)
## 184    Senior ($200-300k)
## 185    Senior ($200-300k)
## 186        Elite (>$300k)
## 187    Senior ($200-300k)
## 188    Senior ($200-300k)
## 189    Senior ($200-300k)
## 190    Senior ($200-300k)
## 191    Senior ($200-300k)
## 192    Senior ($200-300k)
## 193    Senior ($200-300k)
## 194        Elite (>$300k)
## 195        Elite (>$300k)
## 196    Senior ($200-300k)
## 197    Senior ($200-300k)
## 198        Elite (>$300k)
## 199    Senior ($200-300k)
## 200    Senior ($200-300k)
## 201        Elite (>$300k)
## 202        Elite (>$300k)
## 203    Senior ($200-300k)
## 204    Senior ($200-300k)
## 205    Senior ($200-300k)
## 206    Senior ($200-300k)
## 207    Senior ($200-300k)
## 208        Elite (>$300k)
## 209    Senior ($200-300k)
## 210    Senior ($200-300k)
## 211        Elite (>$300k)
## 212    Senior ($200-300k)
## 213    Senior ($200-300k)
## 214    Senior ($200-300k)
## 215    Senior ($200-300k)
## 216    Senior ($200-300k)
## 217    Senior ($200-300k)
## 218 Upper-Mid ($150-200k)
## 219    Senior ($200-300k)
## 220    Senior ($200-300k)
## 221    Senior ($200-300k)
## 222    Senior ($200-300k)
## 223    Senior ($200-300k)
## 224    Senior ($200-300k)
## 225    Senior ($200-300k)
## 226    Senior ($200-300k)
## 227    Senior ($200-300k)
## 228    Senior ($200-300k)
## 229    Senior ($200-300k)
## 230    Senior ($200-300k)
## 231    Senior ($200-300k)
## 232        Elite (>$300k)
## 233    Senior ($200-300k)
## 234    Senior ($200-300k)
## 235        Elite (>$300k)
## 236    Senior ($200-300k)
## 237 Upper-Mid ($150-200k)
## 238    Senior ($200-300k)
## 239        Elite (>$300k)
## 240        Elite (>$300k)
## 241        Elite (>$300k)
## 242    Senior ($200-300k)
## 243    Senior ($200-300k)
## 244    Senior ($200-300k)
## 245    Senior ($200-300k)
## 246    Senior ($200-300k)
## 247    Senior ($200-300k)
## 248    Senior ($200-300k)
## 249    Senior ($200-300k)
## 250    Senior ($200-300k)
## 251    Senior ($200-300k)
## 252    Senior ($200-300k)
## 253    Senior ($200-300k)
## 254        Elite (>$300k)
## 255    Senior ($200-300k)
## 256    Senior ($200-300k)
## 257 Upper-Mid ($150-200k)
## 258        Elite (>$300k)
## 259    Senior ($200-300k)
## 260    Senior ($200-300k)
## 261    Senior ($200-300k)
## 262    Senior ($200-300k)
## 263        Elite (>$300k)
## 264    Senior ($200-300k)
## 265        Elite (>$300k)
## 266    Senior ($200-300k)
## 267    Senior ($200-300k)
## 268    Senior ($200-300k)
## 269 Upper-Mid ($150-200k)
## 270    Senior ($200-300k)
## 271        Elite (>$300k)
## 272    Senior ($200-300k)
## 273    Senior ($200-300k)
## 274    Senior ($200-300k)
## 275    Senior ($200-300k)
## 276        Elite (>$300k)
## 277    Senior ($200-300k)
## 278    Senior ($200-300k)
## 279        Elite (>$300k)
## 280        Elite (>$300k)
## 281    Senior ($200-300k)
## 282    Senior ($200-300k)
## 283        Elite (>$300k)
## 284    Senior ($200-300k)
## 285    Senior ($200-300k)
## 286        Elite (>$300k)
## 287    Senior ($200-300k)
## 288    Senior ($200-300k)
## 289    Senior ($200-300k)
## 290    Senior ($200-300k)
## 291    Senior ($200-300k)
## 292        Elite (>$300k)
## 293    Senior ($200-300k)
## 294    Senior ($200-300k)
## 295    Senior ($200-300k)
## 296        Elite (>$300k)
## 297    Senior ($200-300k)
## 298    Senior ($200-300k)
## 299    Senior ($200-300k)
## 300    Senior ($200-300k)
## 301    Senior ($200-300k)
## 302    Senior ($200-300k)
## 303    Senior ($200-300k)
## 304    Senior ($200-300k)
## 305    Senior ($200-300k)
## 306    Senior ($200-300k)
## 307 Upper-Mid ($150-200k)
## 308    Senior ($200-300k)
## 309    Senior ($200-300k)
## 310    Senior ($200-300k)
## 311        Elite (>$300k)
## 312        Elite (>$300k)
## 313    Senior ($200-300k)
## 314    Senior ($200-300k)
## 315 Upper-Mid ($150-200k)
## 316    Senior ($200-300k)
## 317    Senior ($200-300k)
## 318    Senior ($200-300k)
## 319        Elite (>$300k)
## 320    Senior ($200-300k)
## 321    Senior ($200-300k)
## 322    Senior ($200-300k)
## 323    Senior ($200-300k)
## 324    Senior ($200-300k)
## 325    Senior ($200-300k)
## 326    Senior ($200-300k)
## 327        Elite (>$300k)
## 328    Senior ($200-300k)
## 329    Senior ($200-300k)
## 330    Senior ($200-300k)
## 331 Upper-Mid ($150-200k)
## 332    Senior ($200-300k)
## 333 Upper-Mid ($150-200k)
## 334    Senior ($200-300k)
## 335    Senior ($200-300k)
## 336    Senior ($200-300k)
## 337    Senior ($200-300k)
## 338        Elite (>$300k)
## 339    Senior ($200-300k)
## 340    Senior ($200-300k)
## 341 Upper-Mid ($150-200k)
## 342        Elite (>$300k)
## 343    Senior ($200-300k)
## 344    Senior ($200-300k)
## 345    Senior ($200-300k)
## 346    Senior ($200-300k)
## 347    Senior ($200-300k)
## 348    Senior ($200-300k)
## 349    Senior ($200-300k)
## 350    Senior ($200-300k)
## 351    Senior ($200-300k)
## 352    Senior ($200-300k)
## 353    Senior ($200-300k)
## 354        Elite (>$300k)
## 355    Senior ($200-300k)
## 356        Elite (>$300k)
## 357    Senior ($200-300k)
## 358    Senior ($200-300k)
## 359        Elite (>$300k)
## 360        Elite (>$300k)
## 361    Senior ($200-300k)
## 362    Senior ($200-300k)
## 363    Senior ($200-300k)
## 364    Senior ($200-300k)
## 365    Senior ($200-300k)
## 366    Senior ($200-300k)
## 367    Senior ($200-300k)
## 368    Senior ($200-300k)
## 369    Senior ($200-300k)
## 370    Senior ($200-300k)
## 371    Senior ($200-300k)
## 372        Elite (>$300k)
## 373    Senior ($200-300k)
## 374        Elite (>$300k)
## 375    Senior ($200-300k)
## 376        Elite (>$300k)
## 377    Senior ($200-300k)
## 378        Elite (>$300k)
## 379        Elite (>$300k)
## 380    Senior ($200-300k)
## 381        Elite (>$300k)
## 382        Elite (>$300k)
## 383    Senior ($200-300k)
## 384        Elite (>$300k)
## 385        Elite (>$300k)
## 386        Elite (>$300k)
## 387    Senior ($200-300k)
## 388    Senior ($200-300k)
## 389    Senior ($200-300k)
## 390        Elite (>$300k)
## 391    Senior ($200-300k)
## 392    Senior ($200-300k)
## 393        Elite (>$300k)
## 394    Senior ($200-300k)
## 395        Elite (>$300k)
## 396    Senior ($200-300k)
## 397    Senior ($200-300k)
## 398    Senior ($200-300k)
## 399        Elite (>$300k)
## 400    Senior ($200-300k)
## 401        Elite (>$300k)
## 402        Elite (>$300k)
## 403    Senior ($200-300k)
## 404        Elite (>$300k)
## 405    Senior ($200-300k)
## 406 Upper-Mid ($150-200k)
## 407    Senior ($200-300k)
## 408    Senior ($200-300k)
## 409    Senior ($200-300k)
## 410    Senior ($200-300k)
## 411    Senior ($200-300k)
## 412    Senior ($200-300k)
## 413    Senior ($200-300k)
## 414    Senior ($200-300k)
## 415        Elite (>$300k)
## 416        Elite (>$300k)
## 417    Senior ($200-300k)
## 418 Upper-Mid ($150-200k)
## 419        Elite (>$300k)
## 420    Senior ($200-300k)
## 421    Senior ($200-300k)
## 422    Senior ($200-300k)
## 423        Elite (>$300k)
## 424    Senior ($200-300k)
## 425    Senior ($200-300k)
## 426    Senior ($200-300k)
## 427    Senior ($200-300k)
## 428    Senior ($200-300k)
## 429    Senior ($200-300k)
## 430    Senior ($200-300k)
## 431 Upper-Mid ($150-200k)
## 432    Senior ($200-300k)
## 433        Elite (>$300k)
## 434    Senior ($200-300k)
## 435        Elite (>$300k)
## 436    Senior ($200-300k)
## 437    Senior ($200-300k)
## 438    Senior ($200-300k)
## 439    Senior ($200-300k)
## 440    Senior ($200-300k)
## 441        Elite (>$300k)
## 442    Senior ($200-300k)
## 443    Senior ($200-300k)
## 444    Senior ($200-300k)
## 445        Elite (>$300k)
## 446    Senior ($200-300k)
## 447    Senior ($200-300k)
## 448    Senior ($200-300k)
## 449    Senior ($200-300k)
## 450    Senior ($200-300k)
## 451    Senior ($200-300k)
## 452        Elite (>$300k)
## 453    Senior ($200-300k)
## 454    Senior ($200-300k)
## 455    Senior ($200-300k)
## 456    Senior ($200-300k)
## 457    Senior ($200-300k)
## 458    Senior ($200-300k)
## 459        Elite (>$300k)
## 460        Elite (>$300k)
## 461    Senior ($200-300k)
## 462 Upper-Mid ($150-200k)
## 463    Senior ($200-300k)
## 464    Senior ($200-300k)
## 465    Senior ($200-300k)
## 466        Elite (>$300k)
## 467    Senior ($200-300k)
## 468    Senior ($200-300k)
## 469    Senior ($200-300k)
## 470    Senior ($200-300k)
## 471    Senior ($200-300k)
## 472    Senior ($200-300k)
## 473        Elite (>$300k)
## 474    Senior ($200-300k)
## 475    Senior ($200-300k)
## 476        Elite (>$300k)
## 477    Senior ($200-300k)
## 478    Senior ($200-300k)
## 479 Upper-Mid ($150-200k)
## 480        Elite (>$300k)
## 481    Senior ($200-300k)
## 482    Senior ($200-300k)
## 483        Elite (>$300k)
## 484        Elite (>$300k)
## 485    Senior ($200-300k)
## 486    Senior ($200-300k)
## 487    Senior ($200-300k)
## 488    Senior ($200-300k)
## 489    Senior ($200-300k)
## 490    Senior ($200-300k)
## 491    Senior ($200-300k)
## 492    Senior ($200-300k)
## 493    Senior ($200-300k)
## 494    Senior ($200-300k)
## 495    Senior ($200-300k)
## 496        Elite (>$300k)
## 497 Upper-Mid ($150-200k)
## 498    Senior ($200-300k)
## 499    Senior ($200-300k)
## 500    Senior ($200-300k)
## 501    Senior ($200-300k)
## 502    Senior ($200-300k)
## 503        Elite (>$300k)
## 504    Senior ($200-300k)
## 505    Senior ($200-300k)
## 506    Senior ($200-300k)
## 507    Senior ($200-300k)
## 508 Upper-Mid ($150-200k)
## 509    Senior ($200-300k)
## 510    Senior ($200-300k)
## 511    Senior ($200-300k)
## 512    Senior ($200-300k)
## 513    Senior ($200-300k)
## 514    Senior ($200-300k)
## 515    Senior ($200-300k)
## 516 Upper-Mid ($150-200k)
## 517 Upper-Mid ($150-200k)
## 518    Senior ($200-300k)
## 519    Senior ($200-300k)
## 520    Senior ($200-300k)
## 521    Senior ($200-300k)
## 522        Elite (>$300k)
## 523    Senior ($200-300k)
## 524    Senior ($200-300k)
## 525    Senior ($200-300k)
## 526    Senior ($200-300k)
## 527    Senior ($200-300k)
## 528    Senior ($200-300k)
## 529    Senior ($200-300k)
## 530    Senior ($200-300k)
## 531    Senior ($200-300k)
## 532    Senior ($200-300k)
## 533    Senior ($200-300k)
## 534    Senior ($200-300k)
## 535    Senior ($200-300k)
## 536    Senior ($200-300k)
## 537        Elite (>$300k)
## 538    Senior ($200-300k)
## 539    Senior ($200-300k)
## 540    Senior ($200-300k)
## 541        Elite (>$300k)
## 542    Senior ($200-300k)
## 543    Senior ($200-300k)
## 544    Senior ($200-300k)
## 545    Senior ($200-300k)
## 546    Senior ($200-300k)
## 547        Elite (>$300k)
## 548    Senior ($200-300k)
## 549    Senior ($200-300k)
## 550    Senior ($200-300k)
## 551    Senior ($200-300k)
## 552    Senior ($200-300k)
## 553    Senior ($200-300k)
## 554    Senior ($200-300k)
## 555    Senior ($200-300k)
## 556    Senior ($200-300k)
## 557        Elite (>$300k)
## 558    Senior ($200-300k)
## 559    Senior ($200-300k)
## 560 Upper-Mid ($150-200k)
## 561    Senior ($200-300k)
## 562    Senior ($200-300k)
## 563    Senior ($200-300k)
## 564    Senior ($200-300k)
## 565        Elite (>$300k)
## 566    Senior ($200-300k)
## 567    Senior ($200-300k)
## 568        Elite (>$300k)
## 569 Upper-Mid ($150-200k)
## 570    Senior ($200-300k)
## 571        Elite (>$300k)
## 572        Elite (>$300k)
## 573 Upper-Mid ($150-200k)
## 574    Senior ($200-300k)
## 575    Senior ($200-300k)
## 576    Senior ($200-300k)
## 577        Elite (>$300k)
## 578    Senior ($200-300k)
## 579 Upper-Mid ($150-200k)
## 580    Senior ($200-300k)
## 581    Senior ($200-300k)
## 582        Elite (>$300k)
## 583        Elite (>$300k)
## 584    Senior ($200-300k)
## 585    Senior ($200-300k)
## 586 Upper-Mid ($150-200k)
## 587    Senior ($200-300k)
## 588    Senior ($200-300k)
## 589    Senior ($200-300k)
## 590    Senior ($200-300k)
## 591    Senior ($200-300k)
## 592    Senior ($200-300k)
## 593    Senior ($200-300k)
## 594    Senior ($200-300k)
## 595    Senior ($200-300k)
## 596    Senior ($200-300k)
## 597    Senior ($200-300k)
## 598        Elite (>$300k)
## 599    Senior ($200-300k)
## 600    Senior ($200-300k)
## 601    Senior ($200-300k)
## 602    Senior ($200-300k)
## 603    Senior ($200-300k)
## 604        Elite (>$300k)
## 605    Senior ($200-300k)
## 606    Senior ($200-300k)
## 607        Elite (>$300k)
## 608    Senior ($200-300k)
## 609        Elite (>$300k)
## 610        Elite (>$300k)
## 611    Senior ($200-300k)
## 612    Senior ($200-300k)
## 613    Senior ($200-300k)
## 614    Senior ($200-300k)
## 615        Elite (>$300k)
## 616    Senior ($200-300k)
## 617 Upper-Mid ($150-200k)
## 618        Elite (>$300k)
## 619    Senior ($200-300k)
## 620    Senior ($200-300k)
## 621    Senior ($200-300k)
## 622    Senior ($200-300k)
## 623    Senior ($200-300k)
## 624    Senior ($200-300k)
## 625        Elite (>$300k)
## 626    Senior ($200-300k)
## 627    Senior ($200-300k)
## 628    Senior ($200-300k)
## 629    Senior ($200-300k)
## 630        Elite (>$300k)
## 631    Senior ($200-300k)
## 632    Senior ($200-300k)
## 633    Senior ($200-300k)
## 634    Senior ($200-300k)
## 635    Senior ($200-300k)
## 636    Senior ($200-300k)
## 637    Senior ($200-300k)
## 638    Senior ($200-300k)
## 639    Senior ($200-300k)
## 640    Senior ($200-300k)
## 641        Elite (>$300k)
## 642 Upper-Mid ($150-200k)
## 643    Senior ($200-300k)
## 644    Senior ($200-300k)
## 645    Senior ($200-300k)
## 646    Senior ($200-300k)
## 647    Senior ($200-300k)
## 648    Senior ($200-300k)
## 649    Senior ($200-300k)
## 650        Elite (>$300k)
## 651    Senior ($200-300k)
## 652    Senior ($200-300k)
## 653        Elite (>$300k)
## 654    Senior ($200-300k)
## 655    Senior ($200-300k)
## 656    Senior ($200-300k)
## 657        Elite (>$300k)
## 658        Elite (>$300k)
## 659    Senior ($200-300k)
## 660    Senior ($200-300k)
## 661        Elite (>$300k)
## 662    Senior ($200-300k)
## 663    Senior ($200-300k)
## 664        Elite (>$300k)
## 665    Senior ($200-300k)
## 666    Senior ($200-300k)
## 667    Senior ($200-300k)
## 668    Senior ($200-300k)
## 669    Senior ($200-300k)
## 670    Senior ($200-300k)
## 671    Senior ($200-300k)
## 672    Senior ($200-300k)
## 673    Senior ($200-300k)
## 674 Upper-Mid ($150-200k)
## 675    Senior ($200-300k)
## 676    Senior ($200-300k)
## 677    Senior ($200-300k)
## 678    Senior ($200-300k)
## 679    Senior ($200-300k)
## 680    Senior ($200-300k)
## 681    Senior ($200-300k)
## 682    Senior ($200-300k)
## 683    Senior ($200-300k)
## 684 Upper-Mid ($150-200k)
## 685    Senior ($200-300k)
## 686    Senior ($200-300k)
## 687    Senior ($200-300k)
## 688    Senior ($200-300k)
## 689    Senior ($200-300k)
## 690    Senior ($200-300k)
## 691    Senior ($200-300k)
## 692        Elite (>$300k)
## 693    Senior ($200-300k)
## 694    Senior ($200-300k)
## 695 Upper-Mid ($150-200k)
## 696    Senior ($200-300k)
## 697        Elite (>$300k)
## 698    Senior ($200-300k)
## 699    Senior ($200-300k)
## 700        Elite (>$300k)
## 701        Elite (>$300k)
## 702    Senior ($200-300k)
## 703    Senior ($200-300k)
## 704    Senior ($200-300k)
## 705    Senior ($200-300k)
## 706    Senior ($200-300k)
## 707        Elite (>$300k)
## 708    Senior ($200-300k)
## 709    Senior ($200-300k)
## 710        Elite (>$300k)
## 711    Senior ($200-300k)
## 712    Senior ($200-300k)
## 713    Senior ($200-300k)
## 714    Senior ($200-300k)
## 715    Senior ($200-300k)
## 716    Senior ($200-300k)
## 717        Elite (>$300k)
## 718    Senior ($200-300k)
## 719        Elite (>$300k)
## 720        Elite (>$300k)
## 721    Senior ($200-300k)
## 722    Senior ($200-300k)
## 723    Senior ($200-300k)
## 724        Elite (>$300k)
## 725 Upper-Mid ($150-200k)
## 726    Senior ($200-300k)
## 727    Senior ($200-300k)
## 728    Senior ($200-300k)
## 729        Elite (>$300k)
## 730    Senior ($200-300k)
## 731    Senior ($200-300k)
## 732        Elite (>$300k)
## 733        Elite (>$300k)
## 734    Senior ($200-300k)
## 735    Senior ($200-300k)
## 736    Senior ($200-300k)
## 737    Senior ($200-300k)
## 738    Senior ($200-300k)
## 739    Senior ($200-300k)
## 740 Upper-Mid ($150-200k)
## 741    Senior ($200-300k)
## 742    Senior ($200-300k)
## 743    Senior ($200-300k)
## 744        Elite (>$300k)
## 745    Senior ($200-300k)
## 746    Senior ($200-300k)
## 747    Senior ($200-300k)
## 748    Senior ($200-300k)
## 749    Senior ($200-300k)
## 750    Senior ($200-300k)
## 751    Senior ($200-300k)
## 752    Senior ($200-300k)
## 753    Senior ($200-300k)
## 754    Senior ($200-300k)
## 755    Senior ($200-300k)
## 756 Upper-Mid ($150-200k)
## 757    Senior ($200-300k)
## 758    Senior ($200-300k)
## 759    Senior ($200-300k)
## 760    Senior ($200-300k)
## 761    Senior ($200-300k)
## 762        Elite (>$300k)
## 763        Elite (>$300k)
## 764    Senior ($200-300k)
## 765    Senior ($200-300k)
## 766 Upper-Mid ($150-200k)
## 767    Senior ($200-300k)
## 768    Senior ($200-300k)
## 769 Upper-Mid ($150-200k)
## 770    Senior ($200-300k)
## 771    Senior ($200-300k)
## 772    Senior ($200-300k)
## 773        Elite (>$300k)
## 774        Elite (>$300k)
## 775        Elite (>$300k)
## 776    Senior ($200-300k)
## 777        Elite (>$300k)
## 778    Senior ($200-300k)
## 779    Senior ($200-300k)
## 780    Senior ($200-300k)
## 781    Senior ($200-300k)
## 782    Senior ($200-300k)
## 783    Senior ($200-300k)
## 784    Senior ($200-300k)
## 785        Elite (>$300k)
## 786    Senior ($200-300k)
## 787        Elite (>$300k)
## 788    Senior ($200-300k)
## 789    Senior ($200-300k)
## 790    Senior ($200-300k)
## 791        Elite (>$300k)
## 792        Elite (>$300k)
## 793        Elite (>$300k)
## 794    Senior ($200-300k)
## 795    Senior ($200-300k)
## 796    Senior ($200-300k)
## 797    Senior ($200-300k)
## 798    Senior ($200-300k)
## 799    Senior ($200-300k)
## 800    Senior ($200-300k)
## 801    Senior ($200-300k)
## 802    Senior ($200-300k)
## 803    Senior ($200-300k)
## 804        Elite (>$300k)
## 805    Senior ($200-300k)
## 806    Senior ($200-300k)
## 807        Elite (>$300k)
## 808    Senior ($200-300k)
## 809        Elite (>$300k)
## 810 Upper-Mid ($150-200k)
## 811        Elite (>$300k)
## 812        Elite (>$300k)
## 813    Senior ($200-300k)
## 814    Senior ($200-300k)
## 815    Senior ($200-300k)
## 816        Elite (>$300k)
## 817    Senior ($200-300k)
## 818    Senior ($200-300k)
## 819        Elite (>$300k)
## 820    Senior ($200-300k)
## 821    Senior ($200-300k)
## 822        Elite (>$300k)
## 823    Senior ($200-300k)
## 824        Elite (>$300k)
## 825    Senior ($200-300k)
## 826    Senior ($200-300k)
## 827    Senior ($200-300k)
## 828        Elite (>$300k)
## 829    Senior ($200-300k)
## 830    Senior ($200-300k)
## 831        Elite (>$300k)
## 832    Senior ($200-300k)
## 833    Senior ($200-300k)
## 834        Elite (>$300k)
## 835    Senior ($200-300k)
## 836    Senior ($200-300k)
## 837        Elite (>$300k)
## 838        Elite (>$300k)
## 839    Senior ($200-300k)
## 840        Elite (>$300k)
## 841    Senior ($200-300k)
## 842        Elite (>$300k)
## 843        Elite (>$300k)
## 844    Senior ($200-300k)
## 845    Senior ($200-300k)
## 846    Senior ($200-300k)
## 847    Senior ($200-300k)
## 848        Elite (>$300k)
## 849    Senior ($200-300k)
## 850    Senior ($200-300k)
## 851    Senior ($200-300k)
## 852    Senior ($200-300k)
## 853        Elite (>$300k)
## 854    Senior ($200-300k)
## 855        Elite (>$300k)
## 856    Senior ($200-300k)
## 857    Senior ($200-300k)
## 858    Senior ($200-300k)
## 859    Senior ($200-300k)
## 860        Elite (>$300k)
## 861    Senior ($200-300k)
## 862    Senior ($200-300k)
## 863    Senior ($200-300k)
## 864        Elite (>$300k)
## 865        Elite (>$300k)
## 866    Senior ($200-300k)
## 867    Senior ($200-300k)
## 868    Senior ($200-300k)
## 869        Elite (>$300k)
## 870        Elite (>$300k)
## 871    Senior ($200-300k)
## 872    Senior ($200-300k)
## 873        Elite (>$300k)
## 874    Senior ($200-300k)
## 875        Elite (>$300k)
## 876    Senior ($200-300k)
## 877        Elite (>$300k)
## 878    Senior ($200-300k)
## 879        Elite (>$300k)
## 880    Senior ($200-300k)
## 881    Senior ($200-300k)
## 882        Elite (>$300k)
## 883 Upper-Mid ($150-200k)
## 884    Senior ($200-300k)
## 885    Senior ($200-300k)
## 886        Elite (>$300k)
## 887    Senior ($200-300k)
## 888    Senior ($200-300k)
## 889    Senior ($200-300k)
## 890    Senior ($200-300k)
## 891    Senior ($200-300k)
## 892        Elite (>$300k)
## 893        Elite (>$300k)
## 894    Senior ($200-300k)
## 895    Senior ($200-300k)
## 896    Senior ($200-300k)
## 897    Senior ($200-300k)
## 898    Senior ($200-300k)
## 899    Senior ($200-300k)

Answer: Filters jobs that offer higher-than-average salary.

2.2 Which job roles appear most frequently?

df %>%
  count(job_title) %>%
  arrange(desc(n))

##                   job_title   n
## 1              LLM Engineer 110
## 2           Prompt Engineer 105
## 3    Robotics Engineer (AI) 104
## 4    Generative AI Engineer  98
## 5    Multimodal AI Engineer  98
## 6               AI Engineer  94
## 7        AI Product Manager  94
## 8     Senior Data Scientist  92
## 9            Data Scientist  88
## 10       Senior ML Engineer  88
## 11   Deep Learning Engineer  86
## 12      AI Business Analyst  82
## 13    AI Compliance Manager  82
## 14           MLOps Engineer  80
## 15        AI Ethics Officer  77
## 16    AI Infrastructure Eng  77
## 17       AI Agent Developer  76
## 18             RAG Engineer  76
## 19       Data Engineer (AI)  74
## 20              ML Engineer  74
## 21   AI Solutions Architect  72
## 22    AI Research Scientist  71
## 23             NLP Engineer  71
## 24     AI Security Engineer  64
## 25 Computer Vision Engineer  64

Answer: Identifies most common job roles in the dataset.

2.3 How can salary be categorized into levels?

df$salary_level <- ifelse(df$annual_salary_usd < 60000, "Low",
                    ifelse(df$annual_salary_usd < 120000, "Medium", "High"))

df

##         job_id                job_title     job_category experience_level
## 1    AIJOB0001       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 2    AIJOB0002          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 3    AIJOB0003             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 4    AIJOB0004       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 5    AIJOB0005       AI Product Manager          Product   Lead (10+ yrs)
## 6    AIJOB0006       AI Agent Developer   AI Engineering  Entry (0-2 yrs)
## 7    AIJOB0007     AI Security Engineer         Security    Mid (3-5 yrs)
## 8    AIJOB0008       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 9    AIJOB0009             NLP Engineer   AI Engineering  Entry (0-2 yrs)
## 10   AIJOB0010          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 11   AIJOB0011   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 12   AIJOB0012          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 13   AIJOB0013       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 14   AIJOB0014   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 15   AIJOB0015       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 16   AIJOB0016       AI Agent Developer   AI Engineering  Entry (0-2 yrs)
## 17   AIJOB0017              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 18   AIJOB0018   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 19   AIJOB0019     AI Security Engineer         Security Senior (6-9 yrs)
## 20   AIJOB0020   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 21   AIJOB0021   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 22   AIJOB0022           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 23   AIJOB0023      AI Business Analyst         Business   Lead (10+ yrs)
## 24   AIJOB0024             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 25   AIJOB0025             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 26   AIJOB0026   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 27   AIJOB0027    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 28   AIJOB0028              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 29   AIJOB0029      AI Business Analyst         Business   Lead (10+ yrs)
## 30   AIJOB0030        AI Ethics Officer       Governance Senior (6-9 yrs)
## 31   AIJOB0031             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 32   AIJOB0032    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 33   AIJOB0033   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 34   AIJOB0034    AI Infrastructure Eng   Infrastructure  Entry (0-2 yrs)
## 35   AIJOB0035       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 36   AIJOB0036              AI Engineer   AI Engineering   Lead (10+ yrs)
## 37   AIJOB0037           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 38   AIJOB0038      AI Business Analyst         Business Senior (6-9 yrs)
## 39   AIJOB0039           Data Scientist     Data Science   Lead (10+ yrs)
## 40   AIJOB0040   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 41   AIJOB0041             NLP Engineer   AI Engineering  Entry (0-2 yrs)
## 42   AIJOB0042       AI Product Manager          Product  Entry (0-2 yrs)
## 43   AIJOB0043             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 44   AIJOB0044       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 45   AIJOB0045    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 46   AIJOB0046             RAG Engineer   AI Engineering    Mid (3-5 yrs)
## 47   AIJOB0047           Data Scientist     Data Science Senior (6-9 yrs)
## 48   AIJOB0048   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 49   AIJOB0049 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 50   AIJOB0050       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 51   AIJOB0051    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 52   AIJOB0052       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 53   AIJOB0053    AI Compliance Manager       Governance  Entry (0-2 yrs)
## 54   AIJOB0054    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 55   AIJOB0055        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 56   AIJOB0056   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 57   AIJOB0057       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 58   AIJOB0058       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 59   AIJOB0059   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 60   AIJOB0060    AI Compliance Manager       Governance  Entry (0-2 yrs)
## 61   AIJOB0061              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 62   AIJOB0062       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 63   AIJOB0063       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 64   AIJOB0064   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 65   AIJOB0065           MLOps Engineer    ML Operations  Entry (0-2 yrs)
## 66   AIJOB0066   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 67   AIJOB0067   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 68   AIJOB0068    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 69   AIJOB0069    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 70   AIJOB0070           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 71   AIJOB0071        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 72   AIJOB0072             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 73   AIJOB0073             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 74   AIJOB0074              AI Engineer   AI Engineering    Mid (3-5 yrs)
## 75   AIJOB0075           Data Scientist     Data Science    Mid (3-5 yrs)
## 76   AIJOB0076       AI Product Manager          Product   Lead (10+ yrs)
## 77   AIJOB0077    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 78   AIJOB0078             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 79   AIJOB0079   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 80   AIJOB0080    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 81   AIJOB0081    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 82   AIJOB0082     AI Security Engineer         Security  Entry (0-2 yrs)
## 83   AIJOB0083    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 84   AIJOB0084       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 85   AIJOB0085   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 86   AIJOB0086          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 87   AIJOB0087           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 88   AIJOB0088   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 89   AIJOB0089    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 90   AIJOB0090       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 91   AIJOB0091    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 92   AIJOB0092   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 93   AIJOB0093             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 94   AIJOB0094             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 95   AIJOB0095       AI Product Manager          Product  Entry (0-2 yrs)
## 96   AIJOB0096       AI Product Manager          Product   Lead (10+ yrs)
## 97   AIJOB0097             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 98   AIJOB0098 Computer Vision Engineer   AI Engineering  Entry (0-2 yrs)
## 99   AIJOB0099   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 100  AIJOB0100     AI Security Engineer         Security   Lead (10+ yrs)
## 101  AIJOB0101       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 102  AIJOB0102    AI Compliance Manager       Governance   Lead (10+ yrs)
## 103  AIJOB0103             NLP Engineer   AI Engineering  Entry (0-2 yrs)
## 104  AIJOB0104      AI Business Analyst         Business Senior (6-9 yrs)
## 105  AIJOB0105       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 106  AIJOB0106       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 107  AIJOB0107   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 108  AIJOB0108   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 109  AIJOB0109 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 110  AIJOB0110       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 111  AIJOB0111           Data Scientist     Data Science    Mid (3-5 yrs)
## 112  AIJOB0112       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 113  AIJOB0113              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 114  AIJOB0114    AI Compliance Manager       Governance Senior (6-9 yrs)
## 115  AIJOB0115             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 116  AIJOB0116          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 117  AIJOB0117     AI Security Engineer         Security    Mid (3-5 yrs)
## 118  AIJOB0118   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 119  AIJOB0119           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 120  AIJOB0120   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 121  AIJOB0121           Data Scientist     Data Science    Mid (3-5 yrs)
## 122  AIJOB0122      AI Business Analyst         Business Senior (6-9 yrs)
## 123  AIJOB0123       AI Product Manager          Product  Entry (0-2 yrs)
## 124  AIJOB0124   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 125  AIJOB0125       AI Product Manager          Product   Lead (10+ yrs)
## 126  AIJOB0126             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 127  AIJOB0127             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 128  AIJOB0128     AI Security Engineer         Security  Entry (0-2 yrs)
## 129  AIJOB0129    AI Compliance Manager       Governance Senior (6-9 yrs)
## 130  AIJOB0130           Data Scientist     Data Science  Entry (0-2 yrs)
## 131  AIJOB0131             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 132  AIJOB0132      AI Business Analyst         Business   Lead (10+ yrs)
## 133  AIJOB0133       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 134  AIJOB0134     AI Security Engineer         Security  Entry (0-2 yrs)
## 135  AIJOB0135       AI Agent Developer   AI Engineering  Entry (0-2 yrs)
## 136  AIJOB0136             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 137  AIJOB0137           Data Scientist     Data Science  Entry (0-2 yrs)
## 138  AIJOB0138              ML Engineer   AI Engineering Senior (6-9 yrs)
## 139  AIJOB0139   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 140  AIJOB0140 Computer Vision Engineer   AI Engineering    Mid (3-5 yrs)
## 141  AIJOB0141    AI Compliance Manager       Governance  Entry (0-2 yrs)
## 142  AIJOB0142          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 143  AIJOB0143       AI Product Manager          Product   Lead (10+ yrs)
## 144  AIJOB0144              AI Engineer   AI Engineering   Lead (10+ yrs)
## 145  AIJOB0145   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 146  AIJOB0146    Senior Data Scientist     Data Science    Mid (3-5 yrs)
## 147  AIJOB0147       AI Product Manager          Product    Mid (3-5 yrs)
## 148  AIJOB0148    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 149  AIJOB0149             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 150  AIJOB0150 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 151  AIJOB0151              ML Engineer   AI Engineering Senior (6-9 yrs)
## 152  AIJOB0152    AI Infrastructure Eng   Infrastructure  Entry (0-2 yrs)
## 153  AIJOB0153   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 154  AIJOB0154       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 155  AIJOB0155       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 156  AIJOB0156       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 157  AIJOB0157       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 158  AIJOB0158    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 159  AIJOB0159             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 160  AIJOB0160             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 161  AIJOB0161   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 162  AIJOB0162           Data Scientist     Data Science    Mid (3-5 yrs)
## 163  AIJOB0163    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 164  AIJOB0164    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 165  AIJOB0165      AI Business Analyst         Business    Mid (3-5 yrs)
## 166  AIJOB0166   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 167  AIJOB0167          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 168  AIJOB0168           Data Scientist     Data Science Senior (6-9 yrs)
## 169  AIJOB0169              ML Engineer   AI Engineering Senior (6-9 yrs)
## 170  AIJOB0170     AI Security Engineer         Security    Mid (3-5 yrs)
## 171  AIJOB0171   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 172  AIJOB0172   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 173  AIJOB0173          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 174  AIJOB0174      AI Business Analyst         Business  Entry (0-2 yrs)
## 175  AIJOB0175   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 176  AIJOB0176       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 177  AIJOB0177          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 178  AIJOB0178 Computer Vision Engineer   AI Engineering  Entry (0-2 yrs)
## 179  AIJOB0179 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 180  AIJOB0180             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 181  AIJOB0181             NLP Engineer   AI Engineering  Entry (0-2 yrs)
## 182  AIJOB0182     AI Security Engineer         Security   Lead (10+ yrs)
## 183  AIJOB0183             RAG Engineer   AI Engineering    Mid (3-5 yrs)
## 184  AIJOB0184           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 185  AIJOB0185       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 186  AIJOB0186             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 187  AIJOB0187    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 188  AIJOB0188          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 189  AIJOB0189             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 190  AIJOB0190       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 191  AIJOB0191    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 192  AIJOB0192   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 193  AIJOB0193             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 194  AIJOB0194       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 195  AIJOB0195          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 196  AIJOB0196             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 197  AIJOB0197   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 198  AIJOB0198   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 199  AIJOB0199      AI Business Analyst         Business Senior (6-9 yrs)
## 200  AIJOB0200   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 201  AIJOB0201             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 202  AIJOB0202        AI Ethics Officer       Governance    Mid (3-5 yrs)
## 203  AIJOB0203 Computer Vision Engineer   AI Engineering    Mid (3-5 yrs)
## 204  AIJOB0204    Senior Data Scientist     Data Science    Mid (3-5 yrs)
## 205  AIJOB0205              AI Engineer   AI Engineering    Mid (3-5 yrs)
## 206  AIJOB0206   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 207  AIJOB0207    Senior Data Scientist     Data Science    Mid (3-5 yrs)
## 208  AIJOB0208       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 209  AIJOB0209   Deep Learning Engineer   AI Engineering  Entry (0-2 yrs)
## 210  AIJOB0210   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 211  AIJOB0211             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 212  AIJOB0212              ML Engineer   AI Engineering   Lead (10+ yrs)
## 213  AIJOB0213   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 214  AIJOB0214          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 215  AIJOB0215        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 216  AIJOB0216       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 217  AIJOB0217   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 218  AIJOB0218              ML Engineer   AI Engineering   Lead (10+ yrs)
## 219  AIJOB0219       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 220  AIJOB0220    Senior Data Scientist     Data Science    Mid (3-5 yrs)
## 221  AIJOB0221   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 222  AIJOB0222          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 223  AIJOB0223          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 224  AIJOB0224           Data Scientist     Data Science    Mid (3-5 yrs)
## 225  AIJOB0225 Computer Vision Engineer   AI Engineering    Mid (3-5 yrs)
## 226  AIJOB0226       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 227  AIJOB0227 Computer Vision Engineer   AI Engineering    Mid (3-5 yrs)
## 228  AIJOB0228       AI Product Manager          Product  Entry (0-2 yrs)
## 229  AIJOB0229   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 230  AIJOB0230             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 231  AIJOB0231       AI Product Manager          Product Senior (6-9 yrs)
## 232  AIJOB0232              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 233  AIJOB0233      AI Business Analyst         Business Senior (6-9 yrs)
## 234  AIJOB0234       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 235  AIJOB0235   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 236  AIJOB0236   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 237  AIJOB0237   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 238  AIJOB0238          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 239  AIJOB0239              AI Engineer   AI Engineering    Mid (3-5 yrs)
## 240  AIJOB0240    AI Research Scientist         Research  Entry (0-2 yrs)
## 241  AIJOB0241     AI Security Engineer         Security    Mid (3-5 yrs)
## 242  AIJOB0242              ML Engineer   AI Engineering Senior (6-9 yrs)
## 243  AIJOB0243   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 244  AIJOB0244   Deep Learning Engineer   AI Engineering  Entry (0-2 yrs)
## 245  AIJOB0245   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 246  AIJOB0246           Data Scientist     Data Science   Lead (10+ yrs)
## 247  AIJOB0247       AI Product Manager          Product    Mid (3-5 yrs)
## 248  AIJOB0248       AI Product Manager          Product  Entry (0-2 yrs)
## 249  AIJOB0249           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 250  AIJOB0250   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 251  AIJOB0251       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 252  AIJOB0252   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 253  AIJOB0253              ML Engineer   AI Engineering   Lead (10+ yrs)
## 254  AIJOB0254          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 255  AIJOB0255             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 256  AIJOB0256   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 257  AIJOB0257 Computer Vision Engineer   AI Engineering    Mid (3-5 yrs)
## 258  AIJOB0258      AI Business Analyst         Business   Lead (10+ yrs)
## 259  AIJOB0259     AI Security Engineer         Security  Entry (0-2 yrs)
## 260  AIJOB0260             NLP Engineer   AI Engineering  Entry (0-2 yrs)
## 261  AIJOB0261     AI Security Engineer         Security  Entry (0-2 yrs)
## 262  AIJOB0262       AI Product Manager          Product  Entry (0-2 yrs)
## 263  AIJOB0263             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 264  AIJOB0264    AI Compliance Manager       Governance   Lead (10+ yrs)
## 265  AIJOB0265           Data Scientist     Data Science  Entry (0-2 yrs)
## 266  AIJOB0266           Data Scientist     Data Science  Entry (0-2 yrs)
## 267  AIJOB0267              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 268  AIJOB0268    AI Compliance Manager       Governance    Mid (3-5 yrs)
## 269  AIJOB0269             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 270  AIJOB0270      AI Business Analyst         Business Senior (6-9 yrs)
## 271  AIJOB0271       AI Product Manager          Product  Entry (0-2 yrs)
## 272  AIJOB0272    AI Infrastructure Eng   Infrastructure  Entry (0-2 yrs)
## 273  AIJOB0273    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 274  AIJOB0274    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 275  AIJOB0275              AI Engineer   AI Engineering    Mid (3-5 yrs)
## 276  AIJOB0276   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 277  AIJOB0277              ML Engineer   AI Engineering Senior (6-9 yrs)
## 278  AIJOB0278              AI Engineer   AI Engineering    Mid (3-5 yrs)
## 279  AIJOB0279    AI Compliance Manager       Governance    Mid (3-5 yrs)
## 280  AIJOB0280             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 281  AIJOB0281       AI Product Manager          Product  Entry (0-2 yrs)
## 282  AIJOB0282             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 283  AIJOB0283    AI Research Scientist         Research   Lead (10+ yrs)
## 284  AIJOB0284   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 285  AIJOB0285       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 286  AIJOB0286       AI Product Manager          Product  Entry (0-2 yrs)
## 287  AIJOB0287       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 288  AIJOB0288              ML Engineer   AI Engineering Senior (6-9 yrs)
## 289  AIJOB0289              AI Engineer   AI Engineering Senior (6-9 yrs)
## 290  AIJOB0290      AI Business Analyst         Business Senior (6-9 yrs)
## 291  AIJOB0291       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 292  AIJOB0292   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 293  AIJOB0293     AI Security Engineer         Security    Mid (3-5 yrs)
## 294  AIJOB0294              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 295  AIJOB0295   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 296  AIJOB0296      AI Business Analyst         Business    Mid (3-5 yrs)
## 297  AIJOB0297 Computer Vision Engineer   AI Engineering    Mid (3-5 yrs)
## 298  AIJOB0298   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 299  AIJOB0299   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 300  AIJOB0300   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 301  AIJOB0301   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 302  AIJOB0302   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 303  AIJOB0303   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 304  AIJOB0304   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 305  AIJOB0305    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 306  AIJOB0306   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 307  AIJOB0307    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 308  AIJOB0308        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 309  AIJOB0309           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 310  AIJOB0310          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 311  AIJOB0311           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 312  AIJOB0312           Data Scientist     Data Science  Entry (0-2 yrs)
## 313  AIJOB0313       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 314  AIJOB0314       AI Product Manager          Product    Mid (3-5 yrs)
## 315  AIJOB0315     AI Security Engineer         Security Senior (6-9 yrs)
## 316  AIJOB0316    AI Compliance Manager       Governance  Entry (0-2 yrs)
## 317  AIJOB0317    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 318  AIJOB0318    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 319  AIJOB0319   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 320  AIJOB0320   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 321  AIJOB0321    AI Compliance Manager       Governance Senior (6-9 yrs)
## 322  AIJOB0322        AI Ethics Officer       Governance   Lead (10+ yrs)
## 323  AIJOB0323    AI Compliance Manager       Governance  Entry (0-2 yrs)
## 324  AIJOB0324   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 325  AIJOB0325              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 326  AIJOB0326              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 327  AIJOB0327        AI Ethics Officer       Governance    Mid (3-5 yrs)
## 328  AIJOB0328    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 329  AIJOB0329       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 330  AIJOB0330       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 331  AIJOB0331   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 332  AIJOB0332       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 333  AIJOB0333   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 334  AIJOB0334   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 335  AIJOB0335   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 336  AIJOB0336              AI Engineer   AI Engineering   Lead (10+ yrs)
## 337  AIJOB0337       AI Product Manager          Product    Mid (3-5 yrs)
## 338  AIJOB0338             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 339  AIJOB0339   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 340  AIJOB0340             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 341  AIJOB0341       AI Product Manager          Product Senior (6-9 yrs)
## 342  AIJOB0342    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 343  AIJOB0343   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 344  AIJOB0344        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 345  AIJOB0345    AI Compliance Manager       Governance Senior (6-9 yrs)
## 346  AIJOB0346       AI Product Manager          Product   Lead (10+ yrs)
## 347  AIJOB0347       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 348  AIJOB0348      AI Business Analyst         Business  Entry (0-2 yrs)
## 349  AIJOB0349       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 350  AIJOB0350   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 351  AIJOB0351   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 352  AIJOB0352             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 353  AIJOB0353   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 354  AIJOB0354           Data Scientist     Data Science   Lead (10+ yrs)
## 355  AIJOB0355           Data Scientist     Data Science Senior (6-9 yrs)
## 356  AIJOB0356    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 357  AIJOB0357   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 358  AIJOB0358 Computer Vision Engineer   AI Engineering  Entry (0-2 yrs)
## 359  AIJOB0359           Data Scientist     Data Science Senior (6-9 yrs)
## 360  AIJOB0360          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 361  AIJOB0361    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 362  AIJOB0362             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 363  AIJOB0363      AI Business Analyst         Business Senior (6-9 yrs)
## 364  AIJOB0364      AI Business Analyst         Business    Mid (3-5 yrs)
## 365  AIJOB0365       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 366  AIJOB0366          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 367  AIJOB0367           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 368  AIJOB0368          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 369  AIJOB0369              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 370  AIJOB0370           Data Scientist     Data Science  Entry (0-2 yrs)
## 371  AIJOB0371   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 372  AIJOB0372           Data Scientist     Data Science    Mid (3-5 yrs)
## 373  AIJOB0373           Data Scientist     Data Science    Mid (3-5 yrs)
## 374  AIJOB0374              ML Engineer   AI Engineering Senior (6-9 yrs)
## 375  AIJOB0375   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 376  AIJOB0376             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 377  AIJOB0377           Data Scientist     Data Science    Mid (3-5 yrs)
## 378  AIJOB0378        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 379  AIJOB0379   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 380  AIJOB0380   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 381  AIJOB0381      AI Business Analyst         Business    Mid (3-5 yrs)
## 382  AIJOB0382       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 383  AIJOB0383             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 384  AIJOB0384     AI Security Engineer         Security   Lead (10+ yrs)
## 385  AIJOB0385    AI Compliance Manager       Governance   Lead (10+ yrs)
## 386  AIJOB0386        AI Ethics Officer       Governance Senior (6-9 yrs)
## 387  AIJOB0387   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 388  AIJOB0388           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 389  AIJOB0389             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 390  AIJOB0390    AI Compliance Manager       Governance    Mid (3-5 yrs)
## 391  AIJOB0391    AI Research Scientist         Research Senior (6-9 yrs)
## 392  AIJOB0392             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 393  AIJOB0393          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 394  AIJOB0394   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 395  AIJOB0395             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 396  AIJOB0396              AI Engineer   AI Engineering Senior (6-9 yrs)
## 397  AIJOB0397   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 398  AIJOB0398   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 399  AIJOB0399   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 400  AIJOB0400   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 401  AIJOB0401    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 402  AIJOB0402   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 403  AIJOB0403   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 404  AIJOB0404   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 405  AIJOB0405       Senior ML Engineer   AI Engineering  Entry (0-2 yrs)
## 406  AIJOB0406             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 407  AIJOB0407          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 408  AIJOB0408              AI Engineer   AI Engineering   Lead (10+ yrs)
## 409  AIJOB0409        AI Ethics Officer       Governance    Mid (3-5 yrs)
## 410  AIJOB0410    AI Compliance Manager       Governance Senior (6-9 yrs)
## 411  AIJOB0411   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 412  AIJOB0412   Deep Learning Engineer   AI Engineering  Entry (0-2 yrs)
## 413  AIJOB0413           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 414  AIJOB0414              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 415  AIJOB0415       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 416  AIJOB0416   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 417  AIJOB0417              AI Engineer   AI Engineering   Lead (10+ yrs)
## 418  AIJOB0418    AI Research Scientist         Research   Lead (10+ yrs)
## 419  AIJOB0419 Computer Vision Engineer   AI Engineering  Entry (0-2 yrs)
## 420  AIJOB0420             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 421  AIJOB0421       AI Product Manager          Product  Entry (0-2 yrs)
## 422  AIJOB0422     AI Security Engineer         Security   Lead (10+ yrs)
## 423  AIJOB0423    AI Research Scientist         Research Senior (6-9 yrs)
## 424  AIJOB0424   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 425  AIJOB0425          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 426  AIJOB0426    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 427  AIJOB0427             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 428  AIJOB0428             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 429  AIJOB0429   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 430  AIJOB0430    AI Research Scientist         Research   Lead (10+ yrs)
## 431  AIJOB0431    AI Research Scientist         Research   Lead (10+ yrs)
## 432  AIJOB0432    AI Compliance Manager       Governance    Mid (3-5 yrs)
## 433  AIJOB0433    AI Research Scientist         Research    Mid (3-5 yrs)
## 434  AIJOB0434    Senior Data Scientist     Data Science    Mid (3-5 yrs)
## 435  AIJOB0435       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 436  AIJOB0436    AI Compliance Manager       Governance    Mid (3-5 yrs)
## 437  AIJOB0437           MLOps Engineer    ML Operations  Entry (0-2 yrs)
## 438  AIJOB0438       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 439  AIJOB0439              ML Engineer   AI Engineering   Lead (10+ yrs)
## 440  AIJOB0440   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 441  AIJOB0441    AI Compliance Manager       Governance Senior (6-9 yrs)
## 442  AIJOB0442       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 443  AIJOB0443             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 444  AIJOB0444   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 445  AIJOB0445    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 446  AIJOB0446    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 447  AIJOB0447          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 448  AIJOB0448             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 449  AIJOB0449   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 450  AIJOB0450   Deep Learning Engineer   AI Engineering  Entry (0-2 yrs)
## 451  AIJOB0451        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 452  AIJOB0452    AI Research Scientist         Research    Mid (3-5 yrs)
## 453  AIJOB0453    Senior Data Scientist     Data Science    Mid (3-5 yrs)
## 454  AIJOB0454             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 455  AIJOB0455    AI Research Scientist         Research    Mid (3-5 yrs)
## 456  AIJOB0456    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 457  AIJOB0457   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 458  AIJOB0458           Data Scientist     Data Science    Mid (3-5 yrs)
## 459  AIJOB0459           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 460  AIJOB0460       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 461  AIJOB0461   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 462  AIJOB0462       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 463  AIJOB0463          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 464  AIJOB0464       Senior ML Engineer   AI Engineering  Entry (0-2 yrs)
## 465  AIJOB0465              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 466  AIJOB0466             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 467  AIJOB0467       Senior ML Engineer   AI Engineering  Entry (0-2 yrs)
## 468  AIJOB0468     AI Security Engineer         Security   Lead (10+ yrs)
## 469  AIJOB0469       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 470  AIJOB0470           Data Scientist     Data Science Senior (6-9 yrs)
## 471  AIJOB0471 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 472  AIJOB0472   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 473  AIJOB0473   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 474  AIJOB0474      AI Business Analyst         Business   Lead (10+ yrs)
## 475  AIJOB0475   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 476  AIJOB0476       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 477  AIJOB0477          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 478  AIJOB0478       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 479  AIJOB0479          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 480  AIJOB0480   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 481  AIJOB0481 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 482  AIJOB0482       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 483  AIJOB0483 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 484  AIJOB0484   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 485  AIJOB0485   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 486  AIJOB0486       AI Product Manager          Product  Entry (0-2 yrs)
## 487  AIJOB0487             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 488  AIJOB0488      AI Business Analyst         Business    Mid (3-5 yrs)
## 489  AIJOB0489    AI Research Scientist         Research Senior (6-9 yrs)
## 490  AIJOB0490    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 491  AIJOB0491       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 492  AIJOB0492   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 493  AIJOB0493             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 494  AIJOB0494    AI Research Scientist         Research Senior (6-9 yrs)
## 495  AIJOB0495    AI Compliance Manager       Governance   Lead (10+ yrs)
## 496  AIJOB0496   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 497  AIJOB0497   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 498  AIJOB0498           Data Scientist     Data Science   Lead (10+ yrs)
## 499  AIJOB0499             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 500  AIJOB0500       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 501  AIJOB0501    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 502  AIJOB0502    AI Compliance Manager       Governance Senior (6-9 yrs)
## 503  AIJOB0503           Data Scientist     Data Science   Lead (10+ yrs)
## 504  AIJOB0504        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 505  AIJOB0505   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 506  AIJOB0506           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 507  AIJOB0507          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 508  AIJOB0508       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 509  AIJOB0509   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 510  AIJOB0510           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 511  AIJOB0511             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 512  AIJOB0512             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 513  AIJOB0513   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 514  AIJOB0514        AI Ethics Officer       Governance   Lead (10+ yrs)
## 515  AIJOB0515              ML Engineer   AI Engineering   Lead (10+ yrs)
## 516  AIJOB0516           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 517  AIJOB0517    AI Research Scientist         Research  Entry (0-2 yrs)
## 518  AIJOB0518              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 519  AIJOB0519       AI Agent Developer   AI Engineering  Entry (0-2 yrs)
## 520  AIJOB0520   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 521  AIJOB0521           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 522  AIJOB0522   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 523  AIJOB0523        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 524  AIJOB0524       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 525  AIJOB0525              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 526  AIJOB0526 Computer Vision Engineer   AI Engineering  Entry (0-2 yrs)
## 527  AIJOB0527           Data Scientist     Data Science  Entry (0-2 yrs)
## 528  AIJOB0528           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 529  AIJOB0529   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 530  AIJOB0530      AI Business Analyst         Business Senior (6-9 yrs)
## 531  AIJOB0531   Deep Learning Engineer   AI Engineering  Entry (0-2 yrs)
## 532  AIJOB0532              ML Engineer   AI Engineering   Lead (10+ yrs)
## 533  AIJOB0533       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 534  AIJOB0534             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 535  AIJOB0535             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 536  AIJOB0536       AI Product Manager          Product   Lead (10+ yrs)
## 537  AIJOB0537      AI Business Analyst         Business Senior (6-9 yrs)
## 538  AIJOB0538          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 539  AIJOB0539             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 540  AIJOB0540    AI Research Scientist         Research Senior (6-9 yrs)
## 541  AIJOB0541      AI Business Analyst         Business  Entry (0-2 yrs)
## 542  AIJOB0542   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 543  AIJOB0543    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 544  AIJOB0544    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 545  AIJOB0545   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 546  AIJOB0546     AI Security Engineer         Security    Mid (3-5 yrs)
## 547  AIJOB0547   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 548  AIJOB0548              ML Engineer   AI Engineering Senior (6-9 yrs)
## 549  AIJOB0549             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 550  AIJOB0550       AI Product Manager          Product    Mid (3-5 yrs)
## 551  AIJOB0551       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 552  AIJOB0552        AI Ethics Officer       Governance   Lead (10+ yrs)
## 553  AIJOB0553             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 554  AIJOB0554    AI Compliance Manager       Governance   Lead (10+ yrs)
## 555  AIJOB0555             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 556  AIJOB0556        AI Ethics Officer       Governance   Lead (10+ yrs)
## 557  AIJOB0557   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 558  AIJOB0558   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 559  AIJOB0559 Computer Vision Engineer   AI Engineering    Mid (3-5 yrs)
## 560  AIJOB0560   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 561  AIJOB0561        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 562  AIJOB0562   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 563  AIJOB0563   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 564  AIJOB0564              AI Engineer   AI Engineering   Lead (10+ yrs)
## 565  AIJOB0565   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 566  AIJOB0566 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 567  AIJOB0567      AI Business Analyst         Business  Entry (0-2 yrs)
## 568  AIJOB0568 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 569  AIJOB0569   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 570  AIJOB0570       AI Product Manager          Product   Lead (10+ yrs)
## 571  AIJOB0571   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 572  AIJOB0572     AI Security Engineer         Security    Mid (3-5 yrs)
## 573  AIJOB0573             NLP Engineer   AI Engineering  Entry (0-2 yrs)
## 574  AIJOB0574             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 575  AIJOB0575             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 576  AIJOB0576 Computer Vision Engineer   AI Engineering    Mid (3-5 yrs)
## 577  AIJOB0577          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 578  AIJOB0578      AI Business Analyst         Business   Lead (10+ yrs)
## 579  AIJOB0579       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 580  AIJOB0580     AI Security Engineer         Security  Entry (0-2 yrs)
## 581  AIJOB0581          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 582  AIJOB0582   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 583  AIJOB0583      AI Business Analyst         Business Senior (6-9 yrs)
## 584  AIJOB0584              ML Engineer   AI Engineering   Lead (10+ yrs)
## 585  AIJOB0585    AI Compliance Manager       Governance   Lead (10+ yrs)
## 586  AIJOB0586   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 587  AIJOB0587           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 588  AIJOB0588   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 589  AIJOB0589           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 590  AIJOB0590        AI Ethics Officer       Governance   Lead (10+ yrs)
## 591  AIJOB0591       AI Agent Developer   AI Engineering  Entry (0-2 yrs)
## 592  AIJOB0592        AI Ethics Officer       Governance Senior (6-9 yrs)
## 593  AIJOB0593    AI Research Scientist         Research   Lead (10+ yrs)
## 594  AIJOB0594             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 595  AIJOB0595             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 596  AIJOB0596   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 597  AIJOB0597     AI Security Engineer         Security    Mid (3-5 yrs)
## 598  AIJOB0598      AI Business Analyst         Business   Lead (10+ yrs)
## 599  AIJOB0599       AI Product Manager          Product Senior (6-9 yrs)
## 600  AIJOB0600   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 601  AIJOB0601    AI Research Scientist         Research Senior (6-9 yrs)
## 602  AIJOB0602              AI Engineer   AI Engineering   Lead (10+ yrs)
## 603  AIJOB0603   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 604  AIJOB0604       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 605  AIJOB0605 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 606  AIJOB0606    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 607  AIJOB0607    AI Compliance Manager       Governance    Mid (3-5 yrs)
## 608  AIJOB0608          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 609  AIJOB0609       Data Engineer (AI) Data Engineering    Mid (3-5 yrs)
## 610  AIJOB0610           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 611  AIJOB0611      AI Business Analyst         Business    Mid (3-5 yrs)
## 612  AIJOB0612   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 613  AIJOB0613       AI Product Manager          Product    Mid (3-5 yrs)
## 614  AIJOB0614    AI Research Scientist         Research    Mid (3-5 yrs)
## 615  AIJOB0615          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 616  AIJOB0616             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 617  AIJOB0617             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 618  AIJOB0618          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 619  AIJOB0619             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 620  AIJOB0620    AI Compliance Manager       Governance  Entry (0-2 yrs)
## 621  AIJOB0621     AI Security Engineer         Security    Mid (3-5 yrs)
## 622  AIJOB0622   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 623  AIJOB0623    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 624  AIJOB0624             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 625  AIJOB0625           Data Scientist     Data Science   Lead (10+ yrs)
## 626  AIJOB0626             RAG Engineer   AI Engineering    Mid (3-5 yrs)
## 627  AIJOB0627      AI Business Analyst         Business   Lead (10+ yrs)
## 628  AIJOB0628    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 629  AIJOB0629   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 630  AIJOB0630        AI Ethics Officer       Governance Senior (6-9 yrs)
## 631  AIJOB0631       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 632  AIJOB0632    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 633  AIJOB0633             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 634  AIJOB0634   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 635  AIJOB0635           Data Scientist     Data Science Senior (6-9 yrs)
## 636  AIJOB0636       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 637  AIJOB0637       AI Product Manager          Product  Entry (0-2 yrs)
## 638  AIJOB0638   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 639  AIJOB0639             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 640  AIJOB0640      AI Business Analyst         Business    Mid (3-5 yrs)
## 641  AIJOB0641    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 642  AIJOB0642   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 643  AIJOB0643           Data Scientist     Data Science Senior (6-9 yrs)
## 644  AIJOB0644        AI Ethics Officer       Governance Senior (6-9 yrs)
## 645  AIJOB0645   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 646  AIJOB0646           Data Scientist     Data Science    Mid (3-5 yrs)
## 647  AIJOB0647           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 648  AIJOB0648       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 649  AIJOB0649        AI Ethics Officer       Governance    Mid (3-5 yrs)
## 650  AIJOB0650   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 651  AIJOB0651   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 652  AIJOB0652       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 653  AIJOB0653        AI Ethics Officer       Governance Senior (6-9 yrs)
## 654  AIJOB0654          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 655  AIJOB0655    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 656  AIJOB0656   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 657  AIJOB0657    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 658  AIJOB0658      AI Business Analyst         Business Senior (6-9 yrs)
## 659  AIJOB0659   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 660  AIJOB0660       Data Engineer (AI) Data Engineering    Mid (3-5 yrs)
## 661  AIJOB0661 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 662  AIJOB0662              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 663  AIJOB0663   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 664  AIJOB0664              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 665  AIJOB0665   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 666  AIJOB0666      AI Business Analyst         Business  Entry (0-2 yrs)
## 667  AIJOB0667 Computer Vision Engineer   AI Engineering  Entry (0-2 yrs)
## 668  AIJOB0668      AI Business Analyst         Business   Lead (10+ yrs)
## 669  AIJOB0669   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 670  AIJOB0670    Senior Data Scientist     Data Science    Mid (3-5 yrs)
## 671  AIJOB0671        AI Ethics Officer       Governance    Mid (3-5 yrs)
## 672  AIJOB0672   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 673  AIJOB0673 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 674  AIJOB0674        AI Ethics Officer       Governance Senior (6-9 yrs)
## 675  AIJOB0675        AI Ethics Officer       Governance    Mid (3-5 yrs)
## 676  AIJOB0676       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 677  AIJOB0677           Data Scientist     Data Science   Lead (10+ yrs)
## 678  AIJOB0678              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 679  AIJOB0679    AI Infrastructure Eng   Infrastructure  Entry (0-2 yrs)
## 680  AIJOB0680       AI Product Manager          Product   Lead (10+ yrs)
## 681  AIJOB0681     AI Security Engineer         Security    Mid (3-5 yrs)
## 682  AIJOB0682              AI Engineer   AI Engineering   Lead (10+ yrs)
## 683  AIJOB0683              AI Engineer   AI Engineering    Mid (3-5 yrs)
## 684  AIJOB0684              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 685  AIJOB0685       AI Agent Developer   AI Engineering  Entry (0-2 yrs)
## 686  AIJOB0686      AI Business Analyst         Business    Mid (3-5 yrs)
## 687  AIJOB0687   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 688  AIJOB0688       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 689  AIJOB0689    AI Compliance Manager       Governance   Lead (10+ yrs)
## 690  AIJOB0690   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 691  AIJOB0691       AI Product Manager          Product   Lead (10+ yrs)
## 692  AIJOB0692           Data Scientist     Data Science  Entry (0-2 yrs)
## 693  AIJOB0693          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 694  AIJOB0694    AI Compliance Manager       Governance Senior (6-9 yrs)
## 695  AIJOB0695             NLP Engineer   AI Engineering  Entry (0-2 yrs)
## 696  AIJOB0696   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 697  AIJOB0697    AI Compliance Manager       Governance Senior (6-9 yrs)
## 698  AIJOB0698          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 699  AIJOB0699           Data Scientist     Data Science  Entry (0-2 yrs)
## 700  AIJOB0700             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 701  AIJOB0701       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 702  AIJOB0702    AI Compliance Manager       Governance    Mid (3-5 yrs)
## 703  AIJOB0703    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 704  AIJOB0704 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 705  AIJOB0705    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 706  AIJOB0706    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 707  AIJOB0707     AI Security Engineer         Security    Mid (3-5 yrs)
## 708  AIJOB0708   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 709  AIJOB0709   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 710  AIJOB0710             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 711  AIJOB0711             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 712  AIJOB0712             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 713  AIJOB0713       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 714  AIJOB0714     AI Security Engineer         Security    Mid (3-5 yrs)
## 715  AIJOB0715    AI Research Scientist         Research   Lead (10+ yrs)
## 716  AIJOB0716    AI Research Scientist         Research    Mid (3-5 yrs)
## 717  AIJOB0717 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 718  AIJOB0718     AI Security Engineer         Security Senior (6-9 yrs)
## 719  AIJOB0719             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 720  AIJOB0720        AI Ethics Officer       Governance   Lead (10+ yrs)
## 721  AIJOB0721             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 722  AIJOB0722       AI Agent Developer   AI Engineering  Entry (0-2 yrs)
## 723  AIJOB0723       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 724  AIJOB0724    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 725  AIJOB0725   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 726  AIJOB0726              ML Engineer   AI Engineering Senior (6-9 yrs)
## 727  AIJOB0727   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 728  AIJOB0728          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 729  AIJOB0729       AI Agent Developer   AI Engineering  Entry (0-2 yrs)
## 730  AIJOB0730             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 731  AIJOB0731    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 732  AIJOB0732           Data Scientist     Data Science   Lead (10+ yrs)
## 733  AIJOB0733       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 734  AIJOB0734   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 735  AIJOB0735    AI Compliance Manager       Governance Senior (6-9 yrs)
## 736  AIJOB0736             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 737  AIJOB0737      AI Business Analyst         Business    Mid (3-5 yrs)
## 738  AIJOB0738 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 739  AIJOB0739   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 740  AIJOB0740   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 741  AIJOB0741       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 742  AIJOB0742              AI Engineer   AI Engineering   Lead (10+ yrs)
## 743  AIJOB0743   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 744  AIJOB0744   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 745  AIJOB0745   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 746  AIJOB0746      AI Business Analyst         Business  Entry (0-2 yrs)
## 747  AIJOB0747       Senior ML Engineer   AI Engineering  Entry (0-2 yrs)
## 748  AIJOB0748   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 749  AIJOB0749           MLOps Engineer    ML Operations  Entry (0-2 yrs)
## 750  AIJOB0750   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 751  AIJOB0751       AI Product Manager          Product Senior (6-9 yrs)
## 752  AIJOB0752   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 753  AIJOB0753        AI Ethics Officer       Governance    Mid (3-5 yrs)
## 754  AIJOB0754 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 755  AIJOB0755          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 756  AIJOB0756        AI Ethics Officer       Governance Senior (6-9 yrs)
## 757  AIJOB0757   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 758  AIJOB0758       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 759  AIJOB0759    AI Compliance Manager       Governance    Mid (3-5 yrs)
## 760  AIJOB0760           Data Scientist     Data Science Senior (6-9 yrs)
## 761  AIJOB0761          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 762  AIJOB0762   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 763  AIJOB0763     AI Security Engineer         Security    Mid (3-5 yrs)
## 764  AIJOB0764    Senior Data Scientist     Data Science    Mid (3-5 yrs)
## 765  AIJOB0765              AI Engineer   AI Engineering    Mid (3-5 yrs)
## 766  AIJOB0766           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 767  AIJOB0767              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 768  AIJOB0768       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 769  AIJOB0769    AI Compliance Manager       Governance    Mid (3-5 yrs)
## 770  AIJOB0770             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 771  AIJOB0771          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 772  AIJOB0772   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 773  AIJOB0773    AI Compliance Manager       Governance Senior (6-9 yrs)
## 774  AIJOB0774   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 775  AIJOB0775       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 776  AIJOB0776          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 777  AIJOB0777       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 778  AIJOB0778           Data Scientist     Data Science    Mid (3-5 yrs)
## 779  AIJOB0779       Senior ML Engineer   AI Engineering  Entry (0-2 yrs)
## 780  AIJOB0780    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 781  AIJOB0781    AI Compliance Manager       Governance Senior (6-9 yrs)
## 782  AIJOB0782           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 783  AIJOB0783              AI Engineer   AI Engineering Senior (6-9 yrs)
## 784  AIJOB0784             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 785  AIJOB0785    AI Research Scientist         Research    Mid (3-5 yrs)
## 786  AIJOB0786   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 787  AIJOB0787              AI Engineer   AI Engineering   Lead (10+ yrs)
## 788  AIJOB0788   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 789  AIJOB0789    AI Research Scientist         Research  Entry (0-2 yrs)
## 790  AIJOB0790              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 791  AIJOB0791          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 792  AIJOB0792    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 793  AIJOB0793    Senior Data Scientist     Data Science    Mid (3-5 yrs)
## 794  AIJOB0794             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 795  AIJOB0795              ML Engineer   AI Engineering Senior (6-9 yrs)
## 796  AIJOB0796       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 797  AIJOB0797       AI Product Manager          Product Senior (6-9 yrs)
## 798  AIJOB0798              AI Engineer   AI Engineering   Lead (10+ yrs)
## 799  AIJOB0799           Data Scientist     Data Science    Mid (3-5 yrs)
## 800  AIJOB0800   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 801  AIJOB0801       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 802  AIJOB0802             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 803  AIJOB0803   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 804  AIJOB0804    AI Research Scientist         Research    Mid (3-5 yrs)
## 805  AIJOB0805   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 806  AIJOB0806             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 807  AIJOB0807             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 808  AIJOB0808      AI Business Analyst         Business  Entry (0-2 yrs)
## 809  AIJOB0809        AI Ethics Officer       Governance    Mid (3-5 yrs)
## 810  AIJOB0810      AI Business Analyst         Business  Entry (0-2 yrs)
## 811  AIJOB0811    AI Compliance Manager       Governance  Entry (0-2 yrs)
## 812  AIJOB0812       AI Product Manager          Product Senior (6-9 yrs)
## 813  AIJOB0813       Data Engineer (AI) Data Engineering    Mid (3-5 yrs)
## 814  AIJOB0814    AI Research Scientist         Research Senior (6-9 yrs)
## 815  AIJOB0815   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 816  AIJOB0816       Senior ML Engineer   AI Engineering  Entry (0-2 yrs)
## 817  AIJOB0817       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 818  AIJOB0818   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 819  AIJOB0819       AI Product Manager          Product    Mid (3-5 yrs)
## 820  AIJOB0820    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 821  AIJOB0821             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 822  AIJOB0822        AI Ethics Officer       Governance    Mid (3-5 yrs)
## 823  AIJOB0824       AI Product Manager          Product  Entry (0-2 yrs)
## 824  AIJOB0825   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 825  AIJOB0826   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 826  AIJOB0827    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 827  AIJOB0828           Data Scientist     Data Science    Mid (3-5 yrs)
## 828  AIJOB0829       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 829  AIJOB0830   Deep Learning Engineer   AI Engineering  Entry (0-2 yrs)
## 830  AIJOB0831          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 831  AIJOB0832             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 832  AIJOB0833          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 833  AIJOB0834   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 834  AIJOB0835       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 835  AIJOB0836          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 836  AIJOB0837     AI Security Engineer         Security   Lead (10+ yrs)
## 837  AIJOB0838              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 838  AIJOB0839             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 839  AIJOB0840 Computer Vision Engineer   AI Engineering    Mid (3-5 yrs)
## 840  AIJOB0841              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 841  AIJOB0842       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 842  AIJOB0843   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 843  AIJOB0844       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 844  AIJOB0845       AI Agent Developer   AI Engineering  Entry (0-2 yrs)
## 845  AIJOB0846   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 846  AIJOB0847   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 847  AIJOB0848             RAG Engineer   AI Engineering    Mid (3-5 yrs)
## 848  AIJOB0849   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 849  AIJOB0850       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 850  AIJOB0851   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 851  AIJOB0852       AI Product Manager          Product   Lead (10+ yrs)
## 852  AIJOB0853      AI Business Analyst         Business  Entry (0-2 yrs)
## 853  AIJOB0854             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 854  AIJOB0855           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 855  AIJOB0856        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 856  AIJOB0857       AI Product Manager          Product  Entry (0-2 yrs)
## 857  AIJOB0858    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 858  AIJOB0859   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 859  AIJOB0860 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 860  AIJOB0861      AI Business Analyst         Business  Entry (0-2 yrs)
## 861  AIJOB0862              ML Engineer   AI Engineering Senior (6-9 yrs)
## 862  AIJOB0863   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 863  AIJOB0864       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 864  AIJOB0865             RAG Engineer   AI Engineering    Mid (3-5 yrs)
## 865  AIJOB0866   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 866  AIJOB0867    AI Compliance Manager       Governance  Entry (0-2 yrs)
## 867  AIJOB0868             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 868  AIJOB0869              AI Engineer   AI Engineering    Mid (3-5 yrs)
## 869  AIJOB0870     AI Security Engineer         Security   Lead (10+ yrs)
## 870  AIJOB0871             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 871  AIJOB0872   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 872  AIJOB0873             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 873  AIJOB0874   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 874  AIJOB0875       AI Agent Developer   AI Engineering  Entry (0-2 yrs)
## 875  AIJOB0876   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 876  AIJOB0877       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 877  AIJOB0878       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 878  AIJOB0879        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 879  AIJOB0880   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 880  AIJOB0881        AI Ethics Officer       Governance Senior (6-9 yrs)
## 881  AIJOB0882   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 882  AIJOB0883   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 883  AIJOB0884        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 884  AIJOB0885   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 885  AIJOB0886    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 886  AIJOB0887       AI Product Manager          Product Senior (6-9 yrs)
## 887  AIJOB0888           Data Scientist     Data Science   Lead (10+ yrs)
## 888  AIJOB0889       AI Product Manager          Product    Mid (3-5 yrs)
## 889  AIJOB0890   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 890  AIJOB0891      AI Business Analyst         Business    Mid (3-5 yrs)
## 891  AIJOB0892             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 892  AIJOB0893        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 893  AIJOB0894   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 894  AIJOB0895   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 895  AIJOB0896       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 896  AIJOB0898    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 897  AIJOB0899   Deep Learning Engineer   AI Engineering  Entry (0-2 yrs)
## 898  AIJOB0900       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 899  AIJOB0901             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 900  AIJOB0902    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 901  AIJOB0903              AI Engineer   AI Engineering    Mid (3-5 yrs)
## 902  AIJOB0904     AI Security Engineer         Security Senior (6-9 yrs)
## 903  AIJOB0905   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 904  AIJOB0906   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 905  AIJOB0907             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 906  AIJOB0908          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 907  AIJOB0909       AI Product Manager          Product Senior (6-9 yrs)
## 908  AIJOB0910             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 909  AIJOB0911   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 910  AIJOB0912    AI Compliance Manager       Governance Senior (6-9 yrs)
## 911  AIJOB0913              AI Engineer   AI Engineering Senior (6-9 yrs)
## 912  AIJOB0914    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 913  AIJOB0915    AI Compliance Manager       Governance  Entry (0-2 yrs)
## 914  AIJOB0916       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 915  AIJOB0917    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 916  AIJOB0918   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 917  AIJOB0919             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 918  AIJOB0920              AI Engineer   AI Engineering   Lead (10+ yrs)
## 919  AIJOB0921             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 920  AIJOB0922              ML Engineer   AI Engineering   Lead (10+ yrs)
## 921  AIJOB0923   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 922  AIJOB0924    AI Research Scientist         Research  Entry (0-2 yrs)
## 923  AIJOB0925       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 924  AIJOB0926    AI Compliance Manager       Governance Senior (6-9 yrs)
## 925  AIJOB0927   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 926  AIJOB0928              AI Engineer   AI Engineering   Lead (10+ yrs)
## 927  AIJOB0929             RAG Engineer   AI Engineering    Mid (3-5 yrs)
## 928  AIJOB0930          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 929  AIJOB0931       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 930  AIJOB0932             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 931  AIJOB0933           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 932  AIJOB0934      AI Business Analyst         Business    Mid (3-5 yrs)
## 933  AIJOB0935    AI Research Scientist         Research    Mid (3-5 yrs)
## 934  AIJOB0936   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 935  AIJOB0937    AI Compliance Manager       Governance    Mid (3-5 yrs)
## 936  AIJOB0938              ML Engineer   AI Engineering   Lead (10+ yrs)
## 937  AIJOB0939       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 938  AIJOB0940   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 939  AIJOB0941       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 940  AIJOB0942             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 941  AIJOB0943   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 942  AIJOB0944   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 943  AIJOB0945       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 944  AIJOB0946   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 945  AIJOB0947    AI Research Scientist         Research  Entry (0-2 yrs)
## 946  AIJOB0948              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 947  AIJOB0949           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 948  AIJOB0950       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 949  AIJOB0951    AI Research Scientist         Research   Lead (10+ yrs)
## 950  AIJOB0952      AI Business Analyst         Business    Mid (3-5 yrs)
## 951  AIJOB0953   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 952  AIJOB0954             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 953  AIJOB0955    AI Research Scientist         Research Senior (6-9 yrs)
## 954  AIJOB0956   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 955  AIJOB0957   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 956  AIJOB0958           MLOps Engineer    ML Operations  Entry (0-2 yrs)
## 957  AIJOB0959             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 958  AIJOB0960 Computer Vision Engineer   AI Engineering  Entry (0-2 yrs)
## 959  AIJOB0961     AI Security Engineer         Security  Entry (0-2 yrs)
## 960  AIJOB0962              AI Engineer   AI Engineering Senior (6-9 yrs)
## 961  AIJOB0963    AI Research Scientist         Research    Mid (3-5 yrs)
## 962  AIJOB0964    AI Compliance Manager       Governance   Lead (10+ yrs)
## 963  AIJOB0965   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 964  AIJOB0966    AI Research Scientist         Research  Entry (0-2 yrs)
## 965  AIJOB0967   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 966  AIJOB0968             RAG Engineer   AI Engineering    Mid (3-5 yrs)
## 967  AIJOB0969           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 968  AIJOB0970          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 969  AIJOB0971              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 970  AIJOB0972   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 971  AIJOB0973              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 972  AIJOB0974   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 973  AIJOB0975           Data Scientist     Data Science Senior (6-9 yrs)
## 974  AIJOB0976             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 975  AIJOB0977 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 976  AIJOB0978   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 977  AIJOB0979    Senior Data Scientist     Data Science    Mid (3-5 yrs)
## 978  AIJOB0980             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 979  AIJOB0981    AI Compliance Manager       Governance   Lead (10+ yrs)
## 980  AIJOB0982              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 981  AIJOB0983    AI Research Scientist         Research   Lead (10+ yrs)
## 982  AIJOB0984              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 983  AIJOB0985             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 984  AIJOB0986    AI Infrastructure Eng   Infrastructure  Entry (0-2 yrs)
## 985  AIJOB0987    AI Research Scientist         Research   Lead (10+ yrs)
## 986  AIJOB0988       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 987  AIJOB0989     AI Security Engineer         Security  Entry (0-2 yrs)
## 988  AIJOB0990              AI Engineer   AI Engineering    Mid (3-5 yrs)
## 989  AIJOB0991    AI Compliance Manager       Governance  Entry (0-2 yrs)
## 990  AIJOB0992    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 991  AIJOB0993       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 992  AIJOB0994   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 993  AIJOB0995   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 994  AIJOB0996 Computer Vision Engineer   AI Engineering  Entry (0-2 yrs)
## 995  AIJOB0997              AI Engineer   AI Engineering   Lead (10+ yrs)
## 996  AIJOB0998          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 997  AIJOB0999    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 998  AIJOB1000   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 999  AIJOB1001    Senior Data Scientist     Data Science    Mid (3-5 yrs)
## 1000 AIJOB1002      AI Business Analyst         Business    Mid (3-5 yrs)
## 1001 AIJOB1003   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1002 AIJOB1004           Data Scientist     Data Science  Entry (0-2 yrs)
## 1003 AIJOB1005             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 1004 AIJOB1006              AI Engineer   AI Engineering   Lead (10+ yrs)
## 1005 AIJOB1007             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 1006 AIJOB1008             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 1007 AIJOB1009   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 1008 AIJOB1010   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 1009 AIJOB1011   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 1010 AIJOB1012      AI Business Analyst         Business  Entry (0-2 yrs)
## 1011 AIJOB1013             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 1012 AIJOB1014    AI Research Scientist         Research    Mid (3-5 yrs)
## 1013 AIJOB1015             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 1014 AIJOB1016    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 1015 AIJOB1017      AI Business Analyst         Business    Mid (3-5 yrs)
## 1016 AIJOB1018    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 1017 AIJOB1019   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 1018 AIJOB1020    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 1019 AIJOB1021    AI Research Scientist         Research    Mid (3-5 yrs)
## 1020 AIJOB1022             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 1021 AIJOB1023   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 1022 AIJOB1024       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 1023 AIJOB1025    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 1024 AIJOB1026    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 1025 AIJOB1027     AI Security Engineer         Security   Lead (10+ yrs)
## 1026 AIJOB1028       AI Product Manager          Product Senior (6-9 yrs)
## 1027 AIJOB1029    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 1028 AIJOB1030       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 1029 AIJOB1031             NLP Engineer   AI Engineering  Entry (0-2 yrs)
## 1030 AIJOB1032           Data Scientist     Data Science   Lead (10+ yrs)
## 1031 AIJOB1033              AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1032 AIJOB1034           Data Scientist     Data Science  Entry (0-2 yrs)
## 1033 AIJOB1035              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1034 AIJOB1036              ML Engineer   AI Engineering   Lead (10+ yrs)
## 1035 AIJOB1037    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 1036 AIJOB1038           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 1037 AIJOB1039       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 1038 AIJOB1040        AI Ethics Officer       Governance    Mid (3-5 yrs)
## 1039 AIJOB1041             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 1040 AIJOB1042    AI Compliance Manager       Governance   Lead (10+ yrs)
## 1041 AIJOB1043    AI Compliance Manager       Governance  Entry (0-2 yrs)
## 1042 AIJOB1044       AI Product Manager          Product   Lead (10+ yrs)
## 1043 AIJOB1045   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 1044 AIJOB1046      AI Business Analyst         Business  Entry (0-2 yrs)
## 1045 AIJOB1047             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 1046 AIJOB1048             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 1047 AIJOB1049          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 1048 AIJOB1050              AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1049 AIJOB1051   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 1050 AIJOB1052   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 1051 AIJOB1053    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 1052 AIJOB1054    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 1053 AIJOB1055   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 1054 AIJOB1056 Computer Vision Engineer   AI Engineering  Entry (0-2 yrs)
## 1055 AIJOB1057           Data Scientist     Data Science Senior (6-9 yrs)
## 1056 AIJOB1058              AI Engineer   AI Engineering Senior (6-9 yrs)
## 1057 AIJOB1059             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 1058 AIJOB1060       AI Product Manager          Product    Mid (3-5 yrs)
## 1059 AIJOB1061           Data Scientist     Data Science   Lead (10+ yrs)
## 1060 AIJOB1062       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 1061 AIJOB1063    Senior Data Scientist     Data Science    Mid (3-5 yrs)
## 1062 AIJOB1064    AI Compliance Manager       Governance   Lead (10+ yrs)
## 1063 AIJOB1065   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 1064 AIJOB1066       AI Product Manager          Product   Lead (10+ yrs)
## 1065 AIJOB1067    AI Research Scientist         Research    Mid (3-5 yrs)
## 1066 AIJOB1068              ML Engineer   AI Engineering   Lead (10+ yrs)
## 1067 AIJOB1069   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 1068 AIJOB1070    Senior Data Scientist     Data Science    Mid (3-5 yrs)
## 1069 AIJOB1071   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1070 AIJOB1072   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 1071 AIJOB1073        AI Ethics Officer       Governance    Mid (3-5 yrs)
## 1072 AIJOB1074    AI Compliance Manager       Governance   Lead (10+ yrs)
## 1073 AIJOB1075   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1074 AIJOB1076      AI Business Analyst         Business  Entry (0-2 yrs)
## 1075 AIJOB1077       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 1076 AIJOB1078    AI Research Scientist         Research  Entry (0-2 yrs)
## 1077 AIJOB1079     AI Security Engineer         Security  Entry (0-2 yrs)
## 1078 AIJOB1080              AI Engineer   AI Engineering   Lead (10+ yrs)
## 1079 AIJOB1081    AI Compliance Manager       Governance  Entry (0-2 yrs)
## 1080 AIJOB1082   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 1081 AIJOB1083   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 1082 AIJOB1084      AI Business Analyst         Business  Entry (0-2 yrs)
## 1083 AIJOB1085              AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1084 AIJOB1086   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 1085 AIJOB1087              ML Engineer   AI Engineering   Lead (10+ yrs)
## 1086 AIJOB1088           MLOps Engineer    ML Operations  Entry (0-2 yrs)
## 1087 AIJOB1089           Data Scientist     Data Science   Lead (10+ yrs)
## 1088 AIJOB1090 Computer Vision Engineer   AI Engineering    Mid (3-5 yrs)
## 1089 AIJOB1091   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 1090 AIJOB1092             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 1091 AIJOB1093       Data Engineer (AI) Data Engineering    Mid (3-5 yrs)
## 1092 AIJOB1094          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 1093 AIJOB1095      AI Business Analyst         Business  Entry (0-2 yrs)
## 1094 AIJOB1096   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 1095 AIJOB1097   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 1096 AIJOB1098       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 1097 AIJOB1099           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 1098 AIJOB1100   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 1099 AIJOB1101       AI Product Manager          Product Senior (6-9 yrs)
## 1100 AIJOB1102        AI Ethics Officer       Governance    Mid (3-5 yrs)
## 1101 AIJOB1103     AI Security Engineer         Security    Mid (3-5 yrs)
## 1102 AIJOB1104       AI Product Manager          Product   Lead (10+ yrs)
## 1103 AIJOB1105             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 1104 AIJOB1106             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 1105 AIJOB1107    AI Research Scientist         Research  Entry (0-2 yrs)
## 1106 AIJOB1108   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 1107 AIJOB1109           MLOps Engineer    ML Operations  Entry (0-2 yrs)
## 1108 AIJOB1110   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 1109 AIJOB1111       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 1110 AIJOB1112        AI Ethics Officer       Governance    Mid (3-5 yrs)
## 1111 AIJOB1113   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 1112 AIJOB1114       AI Agent Developer   AI Engineering  Entry (0-2 yrs)
## 1113 AIJOB1115    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 1114 AIJOB1116           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 1115 AIJOB1117       Data Engineer (AI) Data Engineering    Mid (3-5 yrs)
## 1116 AIJOB1118              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1117 AIJOB1119       Senior ML Engineer   AI Engineering  Entry (0-2 yrs)
## 1118 AIJOB1120 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 1119 AIJOB1121             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 1120 AIJOB1122             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 1121 AIJOB1123       AI Product Manager          Product   Lead (10+ yrs)
## 1122 AIJOB1124   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1123 AIJOB1125    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 1124 AIJOB1126    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 1125 AIJOB1127   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 1126 AIJOB1128       AI Agent Developer   AI Engineering  Entry (0-2 yrs)
## 1127 AIJOB1129              AI Engineer   AI Engineering   Lead (10+ yrs)
## 1128 AIJOB1130    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 1129 AIJOB1131           Data Scientist     Data Science    Mid (3-5 yrs)
## 1130 AIJOB1132    AI Research Scientist         Research Senior (6-9 yrs)
## 1131 AIJOB1133       Senior ML Engineer   AI Engineering  Entry (0-2 yrs)
## 1132 AIJOB1134    AI Compliance Manager       Governance    Mid (3-5 yrs)
## 1133 AIJOB1135       AI Product Manager          Product   Lead (10+ yrs)
## 1134 AIJOB1136     AI Security Engineer         Security   Lead (10+ yrs)
## 1135 AIJOB1137             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 1136 AIJOB1138           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 1137 AIJOB1139              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1138 AIJOB1140       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 1139 AIJOB1141             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 1140 AIJOB1142       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 1141 AIJOB1143    AI Research Scientist         Research Senior (6-9 yrs)
## 1142 AIJOB1144   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1143 AIJOB1145    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 1144 AIJOB1146       AI Product Manager          Product   Lead (10+ yrs)
## 1145 AIJOB1147   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 1146 AIJOB1148     AI Security Engineer         Security   Lead (10+ yrs)
## 1147 AIJOB1149              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1148 AIJOB1150              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 1149 AIJOB1151        AI Ethics Officer       Governance   Lead (10+ yrs)
## 1150 AIJOB1152           Data Scientist     Data Science Senior (6-9 yrs)
## 1151 AIJOB1153       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 1152 AIJOB1154              ML Engineer   AI Engineering   Lead (10+ yrs)
## 1153 AIJOB1155    AI Compliance Manager       Governance Senior (6-9 yrs)
## 1154 AIJOB1156    AI Research Scientist         Research   Lead (10+ yrs)
## 1155 AIJOB1157    AI Research Scientist         Research   Lead (10+ yrs)
## 1156 AIJOB1158   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 1157 AIJOB1159       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 1158 AIJOB1160       AI Agent Developer   AI Engineering  Entry (0-2 yrs)
## 1159 AIJOB1161          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 1160 AIJOB1162        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 1161 AIJOB1163             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 1162 AIJOB1164             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 1163 AIJOB1165              AI Engineer   AI Engineering Senior (6-9 yrs)
## 1164 AIJOB1166       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 1165 AIJOB1167   Deep Learning Engineer   AI Engineering  Entry (0-2 yrs)
## 1166 AIJOB1168   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 1167 AIJOB1169           Data Scientist     Data Science   Lead (10+ yrs)
## 1168 AIJOB1170    AI Research Scientist         Research   Lead (10+ yrs)
## 1169 AIJOB1171              AI Engineer   AI Engineering   Lead (10+ yrs)
## 1170 AIJOB1172       AI Product Manager          Product    Mid (3-5 yrs)
## 1171 AIJOB1173           Data Scientist     Data Science    Mid (3-5 yrs)
## 1172 AIJOB1174             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 1173 AIJOB1175   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 1174 AIJOB1176     AI Security Engineer         Security   Lead (10+ yrs)
## 1175 AIJOB1177             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 1176 AIJOB1178   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 1177 AIJOB1179   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1178 AIJOB1180    AI Compliance Manager       Governance Senior (6-9 yrs)
## 1179 AIJOB1181             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 1180 AIJOB1182              AI Engineer   AI Engineering Senior (6-9 yrs)
## 1181 AIJOB1183       AI Product Manager          Product  Entry (0-2 yrs)
## 1182 AIJOB1184   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 1183 AIJOB1185             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 1184 AIJOB1186   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 1185 AIJOB1187           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 1186 AIJOB1188       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 1187 AIJOB1189           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 1188 AIJOB1190        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 1189 AIJOB1191          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 1190 AIJOB1192   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 1191 AIJOB1193             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 1192 AIJOB1194              ML Engineer   AI Engineering Senior (6-9 yrs)
## 1193 AIJOB1195    AI Compliance Manager       Governance    Mid (3-5 yrs)
## 1194 AIJOB1196              AI Engineer   AI Engineering   Lead (10+ yrs)
## 1195 AIJOB1197           Data Scientist     Data Science Senior (6-9 yrs)
## 1196 AIJOB1198             RAG Engineer   AI Engineering    Mid (3-5 yrs)
## 1197 AIJOB1199    AI Compliance Manager       Governance Senior (6-9 yrs)
## 1198 AIJOB1200        AI Ethics Officer       Governance    Mid (3-5 yrs)
## 1199 AIJOB1201       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 1200 AIJOB1202              ML Engineer   AI Engineering   Lead (10+ yrs)
## 1201 AIJOB1203              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 1202 AIJOB1204    AI Research Scientist         Research Senior (6-9 yrs)
## 1203 AIJOB1205       AI Product Manager          Product Senior (6-9 yrs)
## 1204 AIJOB1206       AI Product Manager          Product Senior (6-9 yrs)
## 1205 AIJOB1207             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 1206 AIJOB1208             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 1207 AIJOB1209              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1208 AIJOB1210              AI Engineer   AI Engineering Senior (6-9 yrs)
## 1209 AIJOB1211    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 1210 AIJOB1212           Data Scientist     Data Science Senior (6-9 yrs)
## 1211 AIJOB1213              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1212 AIJOB1214        AI Ethics Officer       Governance Senior (6-9 yrs)
## 1213 AIJOB1215       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 1214 AIJOB1216          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 1215 AIJOB1217              AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1216 AIJOB1218       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 1217 AIJOB1219       AI Agent Developer   AI Engineering  Entry (0-2 yrs)
## 1218 AIJOB1220   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 1219 AIJOB1221   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 1220 AIJOB1222    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 1221 AIJOB1223          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 1222 AIJOB1224   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1223 AIJOB1225              AI Engineer   AI Engineering   Lead (10+ yrs)
## 1224 AIJOB1226       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 1225 AIJOB1227     AI Security Engineer         Security    Mid (3-5 yrs)
## 1226 AIJOB1228             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 1227 AIJOB1229          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 1228 AIJOB1230 Computer Vision Engineer   AI Engineering  Entry (0-2 yrs)
## 1229 AIJOB1231           Data Scientist     Data Science Senior (6-9 yrs)
## 1230 AIJOB1232    AI Compliance Manager       Governance    Mid (3-5 yrs)
## 1231 AIJOB1233        AI Ethics Officer       Governance   Lead (10+ yrs)
## 1232 AIJOB1234              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1233 AIJOB1235        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 1234 AIJOB1236   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1235 AIJOB1237    AI Infrastructure Eng   Infrastructure  Entry (0-2 yrs)
## 1236 AIJOB1238       Senior ML Engineer   AI Engineering  Entry (0-2 yrs)
## 1237 AIJOB1239           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 1238 AIJOB1240   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 1239 AIJOB1241   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 1240 AIJOB1242    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 1241 AIJOB1243              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 1242 AIJOB1244    AI Research Scientist         Research  Entry (0-2 yrs)
## 1243 AIJOB1245              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 1244 AIJOB1246   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1245 AIJOB1247   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 1246 AIJOB1248       AI Agent Developer   AI Engineering  Entry (0-2 yrs)
## 1247 AIJOB1249   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 1248 AIJOB1250             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 1249 AIJOB1251   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 1250 AIJOB1252    AI Research Scientist         Research   Lead (10+ yrs)
## 1251 AIJOB1253   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 1252 AIJOB1254       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 1253 AIJOB1255   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 1254 AIJOB1256   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 1255 AIJOB1257           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 1256 AIJOB1258             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 1257 AIJOB1259       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 1258 AIJOB1260    AI Compliance Manager       Governance Senior (6-9 yrs)
## 1259 AIJOB1261   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 1260 AIJOB1262       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 1261 AIJOB1263           Data Scientist     Data Science Senior (6-9 yrs)
## 1262 AIJOB1264             RAG Engineer   AI Engineering    Mid (3-5 yrs)
## 1263 AIJOB1265   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1264 AIJOB1266             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 1265 AIJOB1267           Data Scientist     Data Science  Entry (0-2 yrs)
## 1266 AIJOB1268   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 1267 AIJOB1269    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 1268 AIJOB1270     AI Security Engineer         Security  Entry (0-2 yrs)
## 1269 AIJOB1271             NLP Engineer   AI Engineering  Entry (0-2 yrs)
## 1270 AIJOB1272          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 1271 AIJOB1273             NLP Engineer   AI Engineering  Entry (0-2 yrs)
## 1272 AIJOB1274             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 1273 AIJOB1275    AI Research Scientist         Research  Entry (0-2 yrs)
## 1274 AIJOB1276       AI Product Manager          Product    Mid (3-5 yrs)
## 1275 AIJOB1277           Data Scientist     Data Science   Lead (10+ yrs)
## 1276 AIJOB1278       Data Engineer (AI) Data Engineering    Mid (3-5 yrs)
## 1277 AIJOB1279              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1278 AIJOB1280 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 1279 AIJOB1281       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 1280 AIJOB1282   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 1281 AIJOB1283       AI Product Manager          Product Senior (6-9 yrs)
## 1282 AIJOB1284       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 1283 AIJOB1285   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 1284 AIJOB1286       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 1285 AIJOB1287             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 1286 AIJOB1288    AI Compliance Manager       Governance   Lead (10+ yrs)
## 1287 AIJOB1289   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 1288 AIJOB1290       AI Product Manager          Product   Lead (10+ yrs)
## 1289 AIJOB1291          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 1290 AIJOB1292    AI Research Scientist         Research  Entry (0-2 yrs)
## 1291 AIJOB1293    AI Research Scientist         Research Senior (6-9 yrs)
## 1292 AIJOB1294          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 1293 AIJOB1295   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1294 AIJOB1296             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 1295 AIJOB1297           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 1296 AIJOB1298           Data Scientist     Data Science   Lead (10+ yrs)
## 1297 AIJOB1299       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 1298 AIJOB1300           Data Scientist     Data Science    Mid (3-5 yrs)
## 1299 AIJOB1301   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 1300 AIJOB1302       AI Product Manager          Product Senior (6-9 yrs)
## 1301 AIJOB1303   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 1302 AIJOB1304   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 1303 AIJOB1305       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 1304 AIJOB1306   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 1305 AIJOB1307    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 1306 AIJOB1308          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 1307 AIJOB1309   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 1308 AIJOB1310    AI Compliance Manager       Governance   Lead (10+ yrs)
## 1309 AIJOB1311    AI Compliance Manager       Governance  Entry (0-2 yrs)
## 1310 AIJOB1312       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 1311 AIJOB1313      AI Business Analyst         Business  Entry (0-2 yrs)
## 1312 AIJOB1314        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 1313 AIJOB1315      AI Business Analyst         Business  Entry (0-2 yrs)
## 1314 AIJOB1316   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 1315 AIJOB1317       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 1316 AIJOB1318       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 1317 AIJOB1319    AI Compliance Manager       Governance  Entry (0-2 yrs)
## 1318 AIJOB1320       AI Product Manager          Product  Entry (0-2 yrs)
## 1319 AIJOB1321 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 1320 AIJOB1322           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 1321 AIJOB1323           Data Scientist     Data Science   Lead (10+ yrs)
## 1322 AIJOB1324           Data Scientist     Data Science Senior (6-9 yrs)
## 1323 AIJOB1325   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1324 AIJOB1326             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 1325 AIJOB1327        AI Ethics Officer       Governance   Lead (10+ yrs)
## 1326 AIJOB1328             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 1327 AIJOB1329 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 1328 AIJOB1330             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 1329 AIJOB1331      AI Business Analyst         Business  Entry (0-2 yrs)
## 1330 AIJOB1332     AI Security Engineer         Security    Mid (3-5 yrs)
## 1331 AIJOB1333        AI Ethics Officer       Governance Senior (6-9 yrs)
## 1332 AIJOB1334   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 1333 AIJOB1335          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 1334 AIJOB1336   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1335 AIJOB1337       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 1336 AIJOB1338      AI Business Analyst         Business    Mid (3-5 yrs)
## 1337 AIJOB1339   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1338 AIJOB1340   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 1339 AIJOB1341              ML Engineer   AI Engineering   Lead (10+ yrs)
## 1340 AIJOB1342     AI Security Engineer         Security   Lead (10+ yrs)
## 1341 AIJOB1343             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 1342 AIJOB1344             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 1343 AIJOB1345    AI Compliance Manager       Governance Senior (6-9 yrs)
## 1344 AIJOB1346             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 1345 AIJOB1347   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 1346 AIJOB1348       AI Product Manager          Product  Entry (0-2 yrs)
## 1347 AIJOB1349   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 1348 AIJOB1350   Deep Learning Engineer   AI Engineering  Entry (0-2 yrs)
## 1349 AIJOB1351       AI Product Manager          Product  Entry (0-2 yrs)
## 1350 AIJOB1352              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 1351 AIJOB1353    AI Compliance Manager       Governance   Lead (10+ yrs)
## 1352 AIJOB1354    AI Compliance Manager       Governance    Mid (3-5 yrs)
## 1353 AIJOB1355       AI Product Manager          Product   Lead (10+ yrs)
## 1354 AIJOB1356       AI Product Manager          Product    Mid (3-5 yrs)
## 1355 AIJOB1357       AI Product Manager          Product  Entry (0-2 yrs)
## 1356 AIJOB1358 Computer Vision Engineer   AI Engineering  Entry (0-2 yrs)
## 1357 AIJOB1359    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 1358 AIJOB1360             NLP Engineer   AI Engineering  Entry (0-2 yrs)
## 1359 AIJOB1361      AI Business Analyst         Business   Lead (10+ yrs)
## 1360 AIJOB1362        AI Ethics Officer       Governance Senior (6-9 yrs)
## 1361 AIJOB1363       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 1362 AIJOB1364      AI Business Analyst         Business   Lead (10+ yrs)
## 1363 AIJOB1365      AI Business Analyst         Business  Entry (0-2 yrs)
## 1364 AIJOB1366   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 1365 AIJOB1367       AI Product Manager          Product    Mid (3-5 yrs)
## 1366 AIJOB1368             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 1367 AIJOB1369             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 1368 AIJOB1370   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1369 AIJOB1371   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 1370 AIJOB1372           MLOps Engineer    ML Operations  Entry (0-2 yrs)
## 1371 AIJOB1373   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 1372 AIJOB1374   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 1373 AIJOB1376       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 1374 AIJOB1377      AI Business Analyst         Business  Entry (0-2 yrs)
## 1375 AIJOB1378             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 1376 AIJOB1379          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 1377 AIJOB1380       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 1378 AIJOB1381      AI Business Analyst         Business Senior (6-9 yrs)
## 1379 AIJOB1382              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1380 AIJOB1383          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 1381 AIJOB1384   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 1382 AIJOB1385       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 1383 AIJOB1386      AI Business Analyst         Business  Entry (0-2 yrs)
## 1384 AIJOB1387       AI Product Manager          Product Senior (6-9 yrs)
## 1385 AIJOB1388           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 1386 AIJOB1389          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 1387 AIJOB1390           MLOps Engineer    ML Operations  Entry (0-2 yrs)
## 1388 AIJOB1391           MLOps Engineer    ML Operations  Entry (0-2 yrs)
## 1389 AIJOB1392              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 1390 AIJOB1393       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 1391 AIJOB1394    AI Research Scientist         Research    Mid (3-5 yrs)
## 1392 AIJOB1395   Deep Learning Engineer   AI Engineering  Entry (0-2 yrs)
## 1393 AIJOB1396    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 1394 AIJOB1397   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 1395 AIJOB1398              ML Engineer   AI Engineering   Lead (10+ yrs)
## 1396 AIJOB1399             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 1397 AIJOB1400    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 1398 AIJOB1401       Data Engineer (AI) Data Engineering    Mid (3-5 yrs)
## 1399 AIJOB1402          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 1400 AIJOB1403    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 1401 AIJOB1404   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1402 AIJOB1405        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 1403 AIJOB1406        AI Ethics Officer       Governance    Mid (3-5 yrs)
## 1404 AIJOB1407   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 1405 AIJOB1408             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 1406 AIJOB1409     AI Security Engineer         Security    Mid (3-5 yrs)
## 1407 AIJOB1410    AI Infrastructure Eng   Infrastructure  Entry (0-2 yrs)
## 1408 AIJOB1411              AI Engineer   AI Engineering Senior (6-9 yrs)
## 1409 AIJOB1412             NLP Engineer   AI Engineering  Entry (0-2 yrs)
## 1410 AIJOB1413       AI Product Manager          Product   Lead (10+ yrs)
## 1411 AIJOB1414    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 1412 AIJOB1415          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 1413 AIJOB1416           MLOps Engineer    ML Operations  Entry (0-2 yrs)
## 1414 AIJOB1417              ML Engineer   AI Engineering   Lead (10+ yrs)
## 1415 AIJOB1418           Data Scientist     Data Science    Mid (3-5 yrs)
## 1416 AIJOB1419   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 1417 AIJOB1420   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 1418 AIJOB1421   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 1419 AIJOB1422             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 1420 AIJOB1423           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 1421 AIJOB1424     AI Security Engineer         Security  Entry (0-2 yrs)
## 1422 AIJOB1425             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 1423 AIJOB1426       AI Product Manager          Product   Lead (10+ yrs)
## 1424 AIJOB1427             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 1425 AIJOB1428    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 1426 AIJOB1429      AI Business Analyst         Business   Lead (10+ yrs)
## 1427 AIJOB1430    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 1428 AIJOB1431    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 1429 AIJOB1432   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 1430 AIJOB1433       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 1431 AIJOB1434   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 1432 AIJOB1435       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 1433 AIJOB1436    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 1434 AIJOB1437    AI Research Scientist         Research   Lead (10+ yrs)
## 1435 AIJOB1438              AI Engineer   AI Engineering   Lead (10+ yrs)
## 1436 AIJOB1439 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 1437 AIJOB1440   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1438 AIJOB1441     AI Security Engineer         Security Senior (6-9 yrs)
## 1439 AIJOB1442     AI Security Engineer         Security    Mid (3-5 yrs)
## 1440 AIJOB1443   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 1441 AIJOB1444    AI Compliance Manager       Governance Senior (6-9 yrs)
## 1442 AIJOB1445    Senior Data Scientist     Data Science    Mid (3-5 yrs)
## 1443 AIJOB1446   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1444 AIJOB1447   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1445 AIJOB1448       AI Product Manager          Product  Entry (0-2 yrs)
## 1446 AIJOB1449          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 1447 AIJOB1450   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 1448 AIJOB1451    AI Compliance Manager       Governance Senior (6-9 yrs)
## 1449 AIJOB1452   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 1450 AIJOB1453       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 1451 AIJOB1454             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 1452 AIJOB1455 Computer Vision Engineer   AI Engineering  Entry (0-2 yrs)
## 1453 AIJOB1456    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 1454 AIJOB1457             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 1455 AIJOB1458          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 1456 AIJOB1459    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 1457 AIJOB1460        AI Ethics Officer       Governance   Lead (10+ yrs)
## 1458 AIJOB1461     AI Security Engineer         Security  Entry (0-2 yrs)
## 1459 AIJOB1462    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 1460 AIJOB1463    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 1461 AIJOB1464             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 1462 AIJOB1465       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 1463 AIJOB1466    AI Compliance Manager       Governance Senior (6-9 yrs)
## 1464 AIJOB1467    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 1465 AIJOB1468       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 1466 AIJOB1469      AI Business Analyst         Business    Mid (3-5 yrs)
## 1467 AIJOB1470    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 1468 AIJOB1471     AI Security Engineer         Security    Mid (3-5 yrs)
## 1469 AIJOB1472              AI Engineer   AI Engineering   Lead (10+ yrs)
## 1470 AIJOB1473    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 1471 AIJOB1474             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 1472 AIJOB1475             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 1473 AIJOB1476             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 1474 AIJOB1477              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 1475 AIJOB1478   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1476 AIJOB1479           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 1477 AIJOB1480             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 1478 AIJOB1481       Data Engineer (AI) Data Engineering    Mid (3-5 yrs)
## 1479 AIJOB1482       AI Product Manager          Product   Lead (10+ yrs)
## 1480 AIJOB1483             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 1481 AIJOB1484              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 1482 AIJOB1485 Computer Vision Engineer   AI Engineering  Entry (0-2 yrs)
## 1483 AIJOB1486   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 1484 AIJOB1487   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1485 AIJOB1488             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 1486 AIJOB1489    AI Infrastructure Eng   Infrastructure  Entry (0-2 yrs)
## 1487 AIJOB1490     AI Security Engineer         Security   Lead (10+ yrs)
## 1488 AIJOB1491          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 1489 AIJOB1492    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 1490 AIJOB1493          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 1491 AIJOB1494    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 1492 AIJOB1495   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 1493 AIJOB1496   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 1494 AIJOB1497             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 1495 AIJOB1498    AI Compliance Manager       Governance    Mid (3-5 yrs)
## 1496 AIJOB1499             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 1497 AIJOB1500     AI Security Engineer         Security   Lead (10+ yrs)
## 1498 AIJOB1501              AI Engineer   AI Engineering   Lead (10+ yrs)
## 1499 AIJOB1502             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 1500 AIJOB1503    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 1501 AIJOB1504    AI Compliance Manager       Governance    Mid (3-5 yrs)
## 1502 AIJOB1505       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 1503 AIJOB1506           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 1504 AIJOB1507   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 1505 AIJOB1508    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 1506 AIJOB1509       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 1507 AIJOB1510      AI Business Analyst         Business Senior (6-9 yrs)
## 1508 AIJOB1511        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 1509 AIJOB1512              ML Engineer   AI Engineering   Lead (10+ yrs)
## 1510 AIJOB1513             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 1511 AIJOB1514             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 1512 AIJOB1515   Deep Learning Engineer   AI Engineering  Entry (0-2 yrs)
## 1513 AIJOB1516              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 1514 AIJOB1517          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 1515 AIJOB1518   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 1516 AIJOB1519     AI Security Engineer         Security    Mid (3-5 yrs)
## 1517 AIJOB1520    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 1518 AIJOB1521   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 1519 AIJOB1522   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 1520 AIJOB1523   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 1521 AIJOB1524 Computer Vision Engineer   AI Engineering    Mid (3-5 yrs)
## 1522 AIJOB1525    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 1523 AIJOB1526    AI Compliance Manager       Governance    Mid (3-5 yrs)
## 1524 AIJOB1527              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 1525 AIJOB1528        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 1526 AIJOB1529       AI Product Manager          Product   Lead (10+ yrs)
## 1527 AIJOB1530    AI Research Scientist         Research   Lead (10+ yrs)
## 1528 AIJOB1531           Data Scientist     Data Science  Entry (0-2 yrs)
## 1529 AIJOB1532   Deep Learning Engineer   AI Engineering  Entry (0-2 yrs)
## 1530 AIJOB1533    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 1531 AIJOB1534   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 1532 AIJOB1535             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 1533 AIJOB1536   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 1534 AIJOB1537       AI Product Manager          Product  Entry (0-2 yrs)
## 1535 AIJOB1538           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 1536 AIJOB1539              AI Engineer   AI Engineering   Lead (10+ yrs)
## 1537 AIJOB1540          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 1538 AIJOB1541       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 1539 AIJOB1542              AI Engineer   AI Engineering   Lead (10+ yrs)
## 1540 AIJOB1543             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 1541 AIJOB1544       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 1542 AIJOB1545    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 1543 AIJOB1546    AI Research Scientist         Research Senior (6-9 yrs)
## 1544 AIJOB1547             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 1545 AIJOB1548 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 1546 AIJOB1549   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 1547 AIJOB1550              AI Engineer   AI Engineering   Lead (10+ yrs)
## 1548 AIJOB1551   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 1549 AIJOB1552           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 1550 AIJOB1553    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 1551 AIJOB1554           Data Scientist     Data Science Senior (6-9 yrs)
## 1552 AIJOB1555          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 1553 AIJOB1556              ML Engineer   AI Engineering   Lead (10+ yrs)
## 1554 AIJOB1557   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 1555 AIJOB1558    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 1556 AIJOB1559             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 1557 AIJOB1560           Data Scientist     Data Science Senior (6-9 yrs)
## 1558 AIJOB1561      AI Business Analyst         Business  Entry (0-2 yrs)
## 1559 AIJOB1562   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 1560 AIJOB1563    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 1561 AIJOB1564    AI Research Scientist         Research  Entry (0-2 yrs)
## 1562 AIJOB1565             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 1563 AIJOB1566   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 1564 AIJOB1567    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 1565 AIJOB1568   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 1566 AIJOB1569   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 1567 AIJOB1570           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 1568 AIJOB1571       AI Product Manager          Product  Entry (0-2 yrs)
## 1569 AIJOB1572   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 1570 AIJOB1573              AI Engineer   AI Engineering   Lead (10+ yrs)
## 1571 AIJOB1574    AI Compliance Manager       Governance Senior (6-9 yrs)
## 1572 AIJOB1575 Computer Vision Engineer   AI Engineering    Mid (3-5 yrs)
## 1573 AIJOB1576       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 1574 AIJOB1577              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 1575 AIJOB1578          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 1576 AIJOB1579              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 1577 AIJOB1580   Deep Learning Engineer   AI Engineering  Entry (0-2 yrs)
## 1578 AIJOB1581   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 1579 AIJOB1582       AI Product Manager          Product  Entry (0-2 yrs)
## 1580 AIJOB1583           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 1581 AIJOB1584           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 1582 AIJOB1585             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 1583 AIJOB1586    Senior Data Scientist     Data Science    Mid (3-5 yrs)
## 1584 AIJOB1587    AI Research Scientist         Research  Entry (0-2 yrs)
## 1585 AIJOB1588       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 1586 AIJOB1589    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 1587 AIJOB1590             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 1588 AIJOB1591        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 1589 AIJOB1592              AI Engineer   AI Engineering   Lead (10+ yrs)
## 1590 AIJOB1593      AI Business Analyst         Business    Mid (3-5 yrs)
## 1591 AIJOB1594           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 1592 AIJOB1595             NLP Engineer   AI Engineering  Entry (0-2 yrs)
## 1593 AIJOB1596   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 1594 AIJOB1597     AI Security Engineer         Security   Lead (10+ yrs)
## 1595 AIJOB1598       AI Product Manager          Product   Lead (10+ yrs)
## 1596 AIJOB1599    Senior Data Scientist     Data Science    Mid (3-5 yrs)
## 1597 AIJOB1600             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 1598 AIJOB1601              AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1599 AIJOB1602          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 1600 AIJOB1603              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 1601 AIJOB1604           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 1602 AIJOB1605   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 1603 AIJOB1606           Data Scientist     Data Science Senior (6-9 yrs)
## 1604 AIJOB1607             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 1605 AIJOB1608       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 1606 AIJOB1609   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 1607 AIJOB1610           MLOps Engineer    ML Operations  Entry (0-2 yrs)
## 1608 AIJOB1611   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1609 AIJOB1612   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 1610 AIJOB1613          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 1611 AIJOB1614          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 1612 AIJOB1615              ML Engineer   AI Engineering Senior (6-9 yrs)
## 1613 AIJOB1616       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 1614 AIJOB1617   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1615 AIJOB1618    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 1616 AIJOB1619       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 1617 AIJOB1620 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 1618 AIJOB1621             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 1619 AIJOB1622              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1620 AIJOB1623       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 1621 AIJOB1624           MLOps Engineer    ML Operations  Entry (0-2 yrs)
## 1622 AIJOB1625       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 1623 AIJOB1626      AI Business Analyst         Business  Entry (0-2 yrs)
## 1624 AIJOB1627    AI Compliance Manager       Governance   Lead (10+ yrs)
## 1625 AIJOB1628              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 1626 AIJOB1629             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 1627 AIJOB1630       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 1628 AIJOB1631   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 1629 AIJOB1632             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 1630 AIJOB1633    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 1631 AIJOB1634   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 1632 AIJOB1635   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 1633 AIJOB1636             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 1634 AIJOB1637   Deep Learning Engineer   AI Engineering  Entry (0-2 yrs)
## 1635 AIJOB1638   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1636 AIJOB1639   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1637 AIJOB1640   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 1638 AIJOB1641   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 1639 AIJOB1642          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 1640 AIJOB1643       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 1641 AIJOB1644              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1642 AIJOB1645       Data Engineer (AI) Data Engineering    Mid (3-5 yrs)
## 1643 AIJOB1646      AI Business Analyst         Business    Mid (3-5 yrs)
## 1644 AIJOB1647   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 1645 AIJOB1648   Deep Learning Engineer   AI Engineering  Entry (0-2 yrs)
## 1646 AIJOB1649             NLP Engineer   AI Engineering  Entry (0-2 yrs)
## 1647 AIJOB1650       AI Agent Developer   AI Engineering  Entry (0-2 yrs)
## 1648 AIJOB1651   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 1649 AIJOB1652       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 1650 AIJOB1653       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 1651 AIJOB1654    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 1652 AIJOB1655              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1653 AIJOB1656           Data Scientist     Data Science  Entry (0-2 yrs)
## 1654 AIJOB1657   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 1655 AIJOB1658 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 1656 AIJOB1659   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 1657 AIJOB1660    AI Research Scientist         Research    Mid (3-5 yrs)
## 1658 AIJOB1661        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 1659 AIJOB1662             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 1660 AIJOB1663   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 1661 AIJOB1664    AI Research Scientist         Research   Lead (10+ yrs)
## 1662 AIJOB1665    AI Compliance Manager       Governance    Mid (3-5 yrs)
## 1663 AIJOB1666             RAG Engineer   AI Engineering    Mid (3-5 yrs)
## 1664 AIJOB1667   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 1665 AIJOB1668       AI Product Manager          Product  Entry (0-2 yrs)
## 1666 AIJOB1669             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 1667 AIJOB1670   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1668 AIJOB1671   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 1669 AIJOB1672   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 1670 AIJOB1673       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 1671 AIJOB1674   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 1672 AIJOB1675    AI Research Scientist         Research    Mid (3-5 yrs)
## 1673 AIJOB1676           Data Scientist     Data Science Senior (6-9 yrs)
## 1674 AIJOB1677 Computer Vision Engineer   AI Engineering  Entry (0-2 yrs)
## 1675 AIJOB1678    AI Compliance Manager       Governance Senior (6-9 yrs)
## 1676 AIJOB1679   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 1677 AIJOB1680   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 1678 AIJOB1681     AI Security Engineer         Security  Entry (0-2 yrs)
## 1679 AIJOB1682       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 1680 AIJOB1683             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 1681 AIJOB1684   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 1682 AIJOB1685   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 1683 AIJOB1686        AI Ethics Officer       Governance   Lead (10+ yrs)
## 1684 AIJOB1687        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 1685 AIJOB1688     AI Security Engineer         Security    Mid (3-5 yrs)
## 1686 AIJOB1689       AI Product Manager          Product Senior (6-9 yrs)
## 1687 AIJOB1690     AI Security Engineer         Security   Lead (10+ yrs)
## 1688 AIJOB1691 Computer Vision Engineer   AI Engineering    Mid (3-5 yrs)
## 1689 AIJOB1692             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 1690 AIJOB1693   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 1691 AIJOB1694   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1692 AIJOB1695          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 1693 AIJOB1696    AI Compliance Manager       Governance Senior (6-9 yrs)
## 1694 AIJOB1697       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 1695 AIJOB1698       AI Product Manager          Product Senior (6-9 yrs)
## 1696 AIJOB1699       Data Engineer (AI) Data Engineering    Mid (3-5 yrs)
## 1697 AIJOB1700      AI Business Analyst         Business    Mid (3-5 yrs)
## 1698 AIJOB1701        AI Ethics Officer       Governance Senior (6-9 yrs)
## 1699 AIJOB1702    Senior Data Scientist     Data Science    Mid (3-5 yrs)
## 1700 AIJOB1703           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 1701 AIJOB1704   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 1702 AIJOB1705        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 1703 AIJOB1706       AI Product Manager          Product   Lead (10+ yrs)
## 1704 AIJOB1707             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 1705 AIJOB1708             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 1706 AIJOB1709       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 1707 AIJOB1710           Data Scientist     Data Science Senior (6-9 yrs)
## 1708 AIJOB1711              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1709 AIJOB1712          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 1710 AIJOB1713           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 1711 AIJOB1714        AI Ethics Officer       Governance   Lead (10+ yrs)
## 1712 AIJOB1715      AI Business Analyst         Business    Mid (3-5 yrs)
## 1713 AIJOB1716     AI Security Engineer         Security  Entry (0-2 yrs)
## 1714 AIJOB1717             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 1715 AIJOB1718 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 1716 AIJOB1719           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 1717 AIJOB1720    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 1718 AIJOB1721       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 1719 AIJOB1722        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 1720 AIJOB1723          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 1721 AIJOB1724           Data Scientist     Data Science   Lead (10+ yrs)
## 1722 AIJOB1725       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 1723 AIJOB1726       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 1724 AIJOB1727   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 1725 AIJOB1728           Data Scientist     Data Science    Mid (3-5 yrs)
## 1726 AIJOB1729             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 1727 AIJOB1730    AI Compliance Manager       Governance   Lead (10+ yrs)
## 1728 AIJOB1731              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 1729 AIJOB1732    AI Research Scientist         Research   Lead (10+ yrs)
## 1730 AIJOB1733   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1731 AIJOB1734    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 1732 AIJOB1735   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 1733 AIJOB1736        AI Ethics Officer       Governance   Lead (10+ yrs)
## 1734 AIJOB1737       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 1735 AIJOB1738   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 1736 AIJOB1739           Data Scientist     Data Science Senior (6-9 yrs)
## 1737 AIJOB1740       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 1738 AIJOB1741    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 1739 AIJOB1742   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 1740 AIJOB1743    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 1741 AIJOB1744             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 1742 AIJOB1745      AI Business Analyst         Business   Lead (10+ yrs)
## 1743 AIJOB1746    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 1744 AIJOB1747       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 1745 AIJOB1748       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 1746 AIJOB1749             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 1747 AIJOB1750             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 1748 AIJOB1751    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 1749 AIJOB1752   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1750 AIJOB1753   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 1751 AIJOB1754     AI Security Engineer         Security   Lead (10+ yrs)
## 1752 AIJOB1755              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 1753 AIJOB1756    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 1754 AIJOB1757             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 1755 AIJOB1758       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 1756 AIJOB1759          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 1757 AIJOB1760              ML Engineer   AI Engineering   Lead (10+ yrs)
## 1758 AIJOB1761    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 1759 AIJOB1762           Data Scientist     Data Science  Entry (0-2 yrs)
## 1760 AIJOB1763    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 1761 AIJOB1764       AI Product Manager          Product   Lead (10+ yrs)
## 1762 AIJOB1765   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1763 AIJOB1766              AI Engineer   AI Engineering   Lead (10+ yrs)
## 1764 AIJOB1767       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 1765 AIJOB1768          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 1766 AIJOB1769        AI Ethics Officer       Governance   Lead (10+ yrs)
## 1767 AIJOB1770    AI Compliance Manager       Governance  Entry (0-2 yrs)
## 1768 AIJOB1771          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 1769 AIJOB1772     AI Security Engineer         Security   Lead (10+ yrs)
## 1770 AIJOB1773           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 1771 AIJOB1774             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 1772 AIJOB1775       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 1773 AIJOB1776              AI Engineer   AI Engineering   Lead (10+ yrs)
## 1774 AIJOB1777    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 1775 AIJOB1778       AI Product Manager          Product   Lead (10+ yrs)
## 1776 AIJOB1779        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 1777 AIJOB1780    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 1778 AIJOB1781       AI Product Manager          Product Senior (6-9 yrs)
## 1779 AIJOB1782       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 1780 AIJOB1783   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 1781 AIJOB1784       AI Product Manager          Product   Lead (10+ yrs)
## 1782 AIJOB1785           Data Scientist     Data Science    Mid (3-5 yrs)
## 1783 AIJOB1786   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 1784 AIJOB1787             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 1785 AIJOB1788             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 1786 AIJOB1789    AI Infrastructure Eng   Infrastructure   Lead (10+ yrs)
## 1787 AIJOB1790      AI Business Analyst         Business    Mid (3-5 yrs)
## 1788 AIJOB1791              AI Engineer   AI Engineering Senior (6-9 yrs)
## 1789 AIJOB1792   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 1790 AIJOB1793       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 1791 AIJOB1794   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 1792 AIJOB1795          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 1793 AIJOB1796             RAG Engineer   AI Engineering    Mid (3-5 yrs)
## 1794 AIJOB1797      AI Business Analyst         Business Senior (6-9 yrs)
## 1795 AIJOB1798   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 1796 AIJOB1799       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 1797 AIJOB1800      AI Business Analyst         Business    Mid (3-5 yrs)
## 1798 AIJOB1801   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 1799 AIJOB1802   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 1800 AIJOB1803          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 1801 AIJOB1804   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 1802 AIJOB1805    AI Research Scientist         Research    Mid (3-5 yrs)
## 1803 AIJOB1806             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 1804 AIJOB1807           Data Scientist     Data Science Senior (6-9 yrs)
## 1805 AIJOB1808        AI Ethics Officer       Governance Senior (6-9 yrs)
## 1806 AIJOB1809             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 1807 AIJOB1810             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 1808 AIJOB1811           Data Scientist     Data Science    Mid (3-5 yrs)
## 1809 AIJOB1812             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 1810 AIJOB1813   Multimodal AI Engineer   AI Engineering Senior (6-9 yrs)
## 1811 AIJOB1814          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 1812 AIJOB1815           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 1813 AIJOB1816             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 1814 AIJOB1817              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 1815 AIJOB1818       Data Engineer (AI) Data Engineering Senior (6-9 yrs)
## 1816 AIJOB1819             NLP Engineer   AI Engineering  Entry (0-2 yrs)
## 1817 AIJOB1820              ML Engineer   AI Engineering Senior (6-9 yrs)
## 1818 AIJOB1821             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 1819 AIJOB1822       AI Product Manager          Product  Entry (0-2 yrs)
## 1820 AIJOB1823              AI Engineer   AI Engineering   Lead (10+ yrs)
## 1821 AIJOB1824    Senior Data Scientist     Data Science    Mid (3-5 yrs)
## 1822 AIJOB1825 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 1823 AIJOB1826      AI Business Analyst         Business    Mid (3-5 yrs)
## 1824 AIJOB1827       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 1825 AIJOB1828    AI Compliance Manager       Governance    Mid (3-5 yrs)
## 1826 AIJOB1829           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 1827 AIJOB1830   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 1828 AIJOB1831       AI Product Manager          Product    Mid (3-5 yrs)
## 1829 AIJOB1832       Senior ML Engineer   AI Engineering   Lead (10+ yrs)
## 1830 AIJOB1833   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 1831 AIJOB1834    AI Compliance Manager       Governance   Lead (10+ yrs)
## 1832 AIJOB1835   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 1833 AIJOB1836   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 1834 AIJOB1837           Data Scientist     Data Science  Entry (0-2 yrs)
## 1835 AIJOB1838    AI Compliance Manager       Governance Senior (6-9 yrs)
## 1836 AIJOB1839   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 1837 AIJOB1840   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 1838 AIJOB1841    AI Compliance Manager       Governance    Mid (3-5 yrs)
## 1839 AIJOB1842          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 1840 AIJOB1843   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 1841 AIJOB1844       AI Agent Developer   AI Engineering  Entry (0-2 yrs)
## 1842 AIJOB1845      AI Business Analyst         Business  Entry (0-2 yrs)
## 1843 AIJOB1846              AI Engineer   AI Engineering Senior (6-9 yrs)
## 1844 AIJOB1847        AI Ethics Officer       Governance    Mid (3-5 yrs)
## 1845 AIJOB1848   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 1846 AIJOB1849              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 1847 AIJOB1850             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 1848 AIJOB1851           Data Scientist     Data Science    Mid (3-5 yrs)
## 1849 AIJOB1852       AI Product Manager          Product    Mid (3-5 yrs)
## 1850 AIJOB1853    AI Research Scientist         Research   Lead (10+ yrs)
## 1851 AIJOB1854             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 1852 AIJOB1855    AI Research Scientist         Research   Lead (10+ yrs)
## 1853 AIJOB1856     AI Security Engineer         Security   Lead (10+ yrs)
## 1854 AIJOB1857             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 1855 AIJOB1858           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 1856 AIJOB1859          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 1857 AIJOB1860   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1858 AIJOB1861          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 1859 AIJOB1862           Data Scientist     Data Science  Entry (0-2 yrs)
## 1860 AIJOB1863    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 1861 AIJOB1864      AI Business Analyst         Business Senior (6-9 yrs)
## 1862 AIJOB1865             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 1863 AIJOB1866             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 1864 AIJOB1867             NLP Engineer   AI Engineering  Entry (0-2 yrs)
## 1865 AIJOB1868          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 1866 AIJOB1869    AI Research Scientist         Research  Entry (0-2 yrs)
## 1867 AIJOB1870             RAG Engineer   AI Engineering    Mid (3-5 yrs)
## 1868 AIJOB1871   Deep Learning Engineer   AI Engineering  Entry (0-2 yrs)
## 1869 AIJOB1872       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 1870 AIJOB1873             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 1871 AIJOB1874   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1872 AIJOB1875          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 1873 AIJOB1876       AI Product Manager          Product Senior (6-9 yrs)
## 1874 AIJOB1877       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 1875 AIJOB1878 Computer Vision Engineer   AI Engineering  Entry (0-2 yrs)
## 1876 AIJOB1879             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 1877 AIJOB1880             NLP Engineer   AI Engineering   Lead (10+ yrs)
## 1878 AIJOB1881          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 1879 AIJOB1882   Multimodal AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1880 AIJOB1883       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 1881 AIJOB1884   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 1882 AIJOB1885 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 1883 AIJOB1886    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 1884 AIJOB1887          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 1885 AIJOB1888          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 1886 AIJOB1889       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 1887 AIJOB1890              AI Engineer   AI Engineering   Lead (10+ yrs)
## 1888 AIJOB1891             LLM Engineer   AI Engineering    Mid (3-5 yrs)
## 1889 AIJOB1892       AI Product Manager          Product   Lead (10+ yrs)
## 1890 AIJOB1893 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 1891 AIJOB1894    AI Compliance Manager       Governance   Lead (10+ yrs)
## 1892 AIJOB1895   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 1893 AIJOB1896             RAG Engineer   AI Engineering    Mid (3-5 yrs)
## 1894 AIJOB1897   Robotics Engineer (AI)         Robotics   Lead (10+ yrs)
## 1895 AIJOB1898              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1896 AIJOB1899    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 1897 AIJOB1900             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 1898 AIJOB1901    AI Research Scientist         Research  Entry (0-2 yrs)
## 1899 AIJOB1902   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 1900 AIJOB1903   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 1901 AIJOB1904       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 1902 AIJOB1905 Computer Vision Engineer   AI Engineering  Entry (0-2 yrs)
## 1903 AIJOB1906   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 1904 AIJOB1907          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 1905 AIJOB1908       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 1906 AIJOB1909             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 1907 AIJOB1910          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 1908 AIJOB1911    AI Research Scientist         Research  Entry (0-2 yrs)
## 1909 AIJOB1912           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 1910 AIJOB1913    AI Research Scientist         Research   Lead (10+ yrs)
## 1911 AIJOB1914           Data Scientist     Data Science    Mid (3-5 yrs)
## 1912 AIJOB1915              AI Engineer   AI Engineering   Lead (10+ yrs)
## 1913 AIJOB1916   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 1914 AIJOB1917              AI Engineer   AI Engineering   Lead (10+ yrs)
## 1915 AIJOB1918   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 1916 AIJOB1919     AI Security Engineer         Security  Entry (0-2 yrs)
## 1917 AIJOB1920     AI Security Engineer         Security  Entry (0-2 yrs)
## 1918 AIJOB1921           Data Scientist     Data Science  Entry (0-2 yrs)
## 1919 AIJOB1922   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 1920 AIJOB1923       Data Engineer (AI) Data Engineering  Entry (0-2 yrs)
## 1921 AIJOB1924   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 1922 AIJOB1925           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 1923 AIJOB1926   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 1924 AIJOB1927             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 1925 AIJOB1928   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 1926 AIJOB1929    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 1927 AIJOB1930   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 1928 AIJOB1931   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 1929 AIJOB1932             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 1930 AIJOB1933    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 1931 AIJOB1934           MLOps Engineer    ML Operations Senior (6-9 yrs)
## 1932 AIJOB1935       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 1933 AIJOB1936   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 1934 AIJOB1937    AI Research Scientist         Research  Entry (0-2 yrs)
## 1935 AIJOB1938   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 1936 AIJOB1939       AI Product Manager          Product   Lead (10+ yrs)
## 1937 AIJOB1940           MLOps Engineer    ML Operations  Entry (0-2 yrs)
## 1938 AIJOB1941       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 1939 AIJOB1942             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 1940 AIJOB1943             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 1941 AIJOB1944   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 1942 AIJOB1945     AI Security Engineer         Security    Mid (3-5 yrs)
## 1943 AIJOB1946    Senior Data Scientist     Data Science    Mid (3-5 yrs)
## 1944 AIJOB1947   Deep Learning Engineer   AI Engineering  Entry (0-2 yrs)
## 1945 AIJOB1948   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 1946 AIJOB1949   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 1947 AIJOB1950           Data Scientist     Data Science    Mid (3-5 yrs)
## 1948 AIJOB1951   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 1949 AIJOB1952      AI Business Analyst         Business    Mid (3-5 yrs)
## 1950 AIJOB1953          Prompt Engineer   AI Engineering   Lead (10+ yrs)
## 1951 AIJOB1954       AI Product Manager          Product   Lead (10+ yrs)
## 1952 AIJOB1955    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 1953 AIJOB1956           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 1954 AIJOB1957   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 1955 AIJOB1958       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 1956 AIJOB1959           Data Scientist     Data Science Senior (6-9 yrs)
## 1957 AIJOB1960   Robotics Engineer (AI)         Robotics    Mid (3-5 yrs)
## 1958 AIJOB1961       AI Product Manager          Product   Lead (10+ yrs)
## 1959 AIJOB1962    AI Infrastructure Eng   Infrastructure  Entry (0-2 yrs)
## 1960 AIJOB1963             RAG Engineer   AI Engineering Senior (6-9 yrs)
## 1961 AIJOB1964   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 1962 AIJOB1965             NLP Engineer   AI Engineering Senior (6-9 yrs)
## 1963 AIJOB1966    AI Compliance Manager       Governance    Mid (3-5 yrs)
## 1964 AIJOB1967             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 1965 AIJOB1968           MLOps Engineer    ML Operations  Entry (0-2 yrs)
## 1966 AIJOB1969       Senior ML Engineer   AI Engineering  Entry (0-2 yrs)
## 1967 AIJOB1970      AI Business Analyst         Business   Lead (10+ yrs)
## 1968 AIJOB1971    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 1969 AIJOB1972             NLP Engineer   AI Engineering  Entry (0-2 yrs)
## 1970 AIJOB1973           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 1971 AIJOB1974       AI Agent Developer   AI Engineering  Entry (0-2 yrs)
## 1972 AIJOB1975   AI Solutions Architect     Architecture Senior (6-9 yrs)
## 1973 AIJOB1976       Data Engineer (AI) Data Engineering    Mid (3-5 yrs)
## 1974 AIJOB1977     AI Security Engineer         Security  Entry (0-2 yrs)
## 1975 AIJOB1978              AI Engineer   AI Engineering    Mid (3-5 yrs)
## 1976 AIJOB1979           MLOps Engineer    ML Operations  Entry (0-2 yrs)
## 1977 AIJOB1980      AI Business Analyst         Business  Entry (0-2 yrs)
## 1978 AIJOB1981   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1979 AIJOB1982       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 1980 AIJOB1983       AI Agent Developer   AI Engineering   Lead (10+ yrs)
## 1981 AIJOB1984   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1982 AIJOB1985          Prompt Engineer   AI Engineering    Mid (3-5 yrs)
## 1983 AIJOB1986    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 1984 AIJOB1987           Data Scientist     Data Science    Mid (3-5 yrs)
## 1985 AIJOB1988              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 1986 AIJOB1989       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 1987 AIJOB1990 Computer Vision Engineer   AI Engineering  Entry (0-2 yrs)
## 1988 AIJOB1991       Senior ML Engineer   AI Engineering  Entry (0-2 yrs)
## 1989 AIJOB1992              AI Engineer   AI Engineering Senior (6-9 yrs)
## 1990 AIJOB1993          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 1991 AIJOB1994   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 1992 AIJOB1995   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 1993 AIJOB1996       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 1994 AIJOB1997       AI Product Manager          Product  Entry (0-2 yrs)
## 1995 AIJOB1998    AI Research Scientist         Research    Mid (3-5 yrs)
## 1996 AIJOB1999    AI Research Scientist         Research Senior (6-9 yrs)
## 1997 AIJOB2000       AI Product Manager          Product  Entry (0-2 yrs)
## 1998 AIJOB2001   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 1999 AIJOB2002      AI Business Analyst         Business Senior (6-9 yrs)
## 2000 AIJOB2003       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 2001 AIJOB2004   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 2002 AIJOB2005             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 2003 AIJOB2006   Deep Learning Engineer   AI Engineering Senior (6-9 yrs)
## 2004 AIJOB2007   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 2005 AIJOB2008    AI Research Scientist         Research    Mid (3-5 yrs)
## 2006 AIJOB2009              AI Engineer   AI Engineering Senior (6-9 yrs)
## 2007 AIJOB2010   Deep Learning Engineer   AI Engineering    Mid (3-5 yrs)
## 2008 AIJOB2011   Deep Learning Engineer   AI Engineering  Entry (0-2 yrs)
## 2009 AIJOB2012       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 2010 AIJOB2013   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 2011 AIJOB2014              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 2012 AIJOB2015   Generative AI Engineer   AI Engineering   Lead (10+ yrs)
## 2013 AIJOB2016        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 2014 AIJOB2017    AI Infrastructure Eng   Infrastructure Senior (6-9 yrs)
## 2015 AIJOB2018          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 2016 AIJOB2019           MLOps Engineer    ML Operations   Lead (10+ yrs)
## 2017 AIJOB2020   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 2018 AIJOB2021          Prompt Engineer   AI Engineering  Entry (0-2 yrs)
## 2019 AIJOB2022   Generative AI Engineer   AI Engineering  Entry (0-2 yrs)
## 2020 AIJOB2023              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 2021 AIJOB2024        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 2022 AIJOB2025   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 2023 AIJOB2026   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 2024 AIJOB2027   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 2025 AIJOB2028   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 2026 AIJOB2029   Multimodal AI Engineer   AI Engineering   Lead (10+ yrs)
## 2027 AIJOB2030    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 2028 AIJOB2031       Senior ML Engineer   AI Engineering Senior (6-9 yrs)
## 2029 AIJOB2032   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 2030 AIJOB2033             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 2031 AIJOB2034           MLOps Engineer    ML Operations  Entry (0-2 yrs)
## 2032 AIJOB2035              AI Engineer   AI Engineering   Lead (10+ yrs)
## 2033 AIJOB2036 Computer Vision Engineer   AI Engineering  Entry (0-2 yrs)
## 2034 AIJOB2037   Robotics Engineer (AI)         Robotics Senior (6-9 yrs)
## 2035 AIJOB2038   AI Solutions Architect     Architecture  Entry (0-2 yrs)
## 2036 AIJOB2039      AI Business Analyst         Business   Lead (10+ yrs)
## 2037 AIJOB2040        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 2038 AIJOB2041      AI Business Analyst         Business    Mid (3-5 yrs)
## 2039 AIJOB2042             LLM Engineer   AI Engineering   Lead (10+ yrs)
## 2040 AIJOB2043        AI Ethics Officer       Governance    Mid (3-5 yrs)
## 2041 AIJOB2044        AI Ethics Officer       Governance  Entry (0-2 yrs)
## 2042 AIJOB2045           Data Scientist     Data Science  Entry (0-2 yrs)
## 2043 AIJOB2046       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 2044 AIJOB2047             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 2045 AIJOB2048   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 2046 AIJOB2049       Senior ML Engineer   AI Engineering    Mid (3-5 yrs)
## 2047 AIJOB2050     AI Security Engineer         Security  Entry (0-2 yrs)
## 2048 AIJOB2051    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 2049 AIJOB2052           MLOps Engineer    ML Operations    Mid (3-5 yrs)
## 2050 AIJOB2053    AI Research Scientist         Research   Lead (10+ yrs)
## 2051 AIJOB2054    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 2052 AIJOB2055             RAG Engineer   AI Engineering   Lead (10+ yrs)
## 2053 AIJOB2056           MLOps Engineer    ML Operations  Entry (0-2 yrs)
## 2054 AIJOB2057       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 2055 AIJOB2058   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 2056 AIJOB2059       AI Agent Developer   AI Engineering Senior (6-9 yrs)
## 2057 AIJOB2060              AI Engineer   AI Engineering  Entry (0-2 yrs)
## 2058 AIJOB2061          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 2059 AIJOB2062              AI Engineer   AI Engineering   Lead (10+ yrs)
## 2060 AIJOB2063           Data Scientist     Data Science   Lead (10+ yrs)
## 2061 AIJOB2064   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 2062 AIJOB2065             RAG Engineer   AI Engineering  Entry (0-2 yrs)
## 2063 AIJOB2066   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
## 2064 AIJOB2067              AI Engineer   AI Engineering   Lead (10+ yrs)
## 2065 AIJOB2068             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 2066 AIJOB2069   Generative AI Engineer   AI Engineering    Mid (3-5 yrs)
## 2067 AIJOB2070              ML Engineer   AI Engineering    Mid (3-5 yrs)
## 2068 AIJOB2071   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 2069 AIJOB2072          Prompt Engineer   AI Engineering Senior (6-9 yrs)
## 2070 AIJOB2073    AI Infrastructure Eng   Infrastructure    Mid (3-5 yrs)
## 2071 AIJOB2074 Computer Vision Engineer   AI Engineering   Lead (10+ yrs)
## 2072 AIJOB2075        AI Ethics Officer       Governance    Mid (3-5 yrs)
## 2073 AIJOB2076    Senior Data Scientist     Data Science Senior (6-9 yrs)
## 2074 AIJOB2077   Robotics Engineer (AI)         Robotics  Entry (0-2 yrs)
## 2075 AIJOB2078           Data Scientist     Data Science Senior (6-9 yrs)
## 2076 AIJOB2079             LLM Engineer   AI Engineering  Entry (0-2 yrs)
## 2077 AIJOB2080 Computer Vision Engineer   AI Engineering    Mid (3-5 yrs)
## 2078 AIJOB2081             NLP Engineer   AI Engineering    Mid (3-5 yrs)
## 2079 AIJOB2082             LLM Engineer   AI Engineering Senior (6-9 yrs)
## 2080 AIJOB2083       AI Product Manager          Product    Mid (3-5 yrs)
## 2081 AIJOB2084       Data Engineer (AI) Data Engineering   Lead (10+ yrs)
## 2082 AIJOB2085    Senior Data Scientist     Data Science   Lead (10+ yrs)
## 2083 AIJOB2086   AI Solutions Architect     Architecture    Mid (3-5 yrs)
## 2084 AIJOB2087    Senior Data Scientist     Data Science  Entry (0-2 yrs)
## 2085 AIJOB2088   AI Solutions Architect     Architecture   Lead (10+ yrs)
## 2086 AIJOB2089              ML Engineer   AI Engineering   Lead (10+ yrs)
## 2087 AIJOB2090              AI Engineer   AI Engineering    Mid (3-5 yrs)
## 2088 AIJOB2091              ML Engineer   AI Engineering  Entry (0-2 yrs)
## 2089 AIJOB2092   Generative AI Engineer   AI Engineering Senior (6-9 yrs)
## 2090 AIJOB2093    AI Compliance Manager       Governance  Entry (0-2 yrs)
## 2091 AIJOB2094   Multimodal AI Engineer   AI Engineering    Mid (3-5 yrs)
## 2092 AIJOB2095           Data Scientist     Data Science Senior (6-9 yrs)
## 2093 AIJOB2096       AI Agent Developer   AI Engineering    Mid (3-5 yrs)
## 2094 AIJOB2097 Computer Vision Engineer   AI Engineering Senior (6-9 yrs)
## 2095 AIJOB2098    AI Research Scientist         Research   Lead (10+ yrs)
## 2096 AIJOB2099           Data Scientist     Data Science   Lead (10+ yrs)
## 2097 AIJOB2100   Deep Learning Engineer   AI Engineering   Lead (10+ yrs)
##      years_of_experience   education_required annual_salary_usd salary_min_usd
## 1                      7             Master's            239000         155000
## 2                      2           Bachelor's            166000          90000
## 3                      4          Associate's            360000         160000
## 4                      3           Bachelor's            161000         130000
## 5                      5 Bootcamp/Self-taught            283000         140000
## 6                      5 Bootcamp/Self-taught            155000         155000
## 7                      5             Master's            197000         140000
## 8                      7             Master's            221000         180000
## 9                      3           Bachelor's            145000         145000
## 10                     4 Bootcamp/Self-taught             90000          90000
## 11                     7          Associate's            180000         180000
## 12                     1             Master's            118000          90000
## 13                     8 Bootcamp/Self-taught            180000         180000
## 14                    15 Bootcamp/Self-taught            180000         180000
## 15                     3           Bachelor's            209000         155000
## 16                     3           Bachelor's            155000         155000
## 17                     6                  PhD            120000         120000
## 18                     2           Bachelor's            162000         150000
## 19                     7           Bachelor's            228000         140000
## 20                     6           Bachelor's            185000         141000
## 21                     3 Bootcamp/Self-taught            329000         160000
## 22                     9           Bachelor's            272000         130000
## 23                     7 Bootcamp/Self-taught            201000          95000
## 24                     3          Associate's            230000         145000
## 25                     8           Bachelor's            145000         145000
## 26                    10             Master's            125000         125000
## 27                     8                  PhD            157000         157000
## 28                     6           Bachelor's            224000         120000
## 29                     3 Bootcamp/Self-taught            216000          95000
## 30                    10 Bootcamp/Self-taught            208000         110000
## 31                     8                  PhD            348000         145000
## 32                     4           Bachelor's            285000         140000
## 33                    10             Master's            141000         141000
## 34                     6           Bachelor's            160000         140000
## 35                     8          Associate's            223000         180000
## 36                     4                  PhD            221000         100000
## 37                     8 Bootcamp/Self-taught            130000         130000
## 38                     8          Associate's             95000          95000
## 39                     5 Bootcamp/Self-taught            198000         138000
## 40                     6 Bootcamp/Self-taught            238000         141000
## 41                     7             Master's            192000         145000
## 42                    10                  PhD            149000         140000
## 43                     9 Bootcamp/Self-taught            164000         145000
## 44                     6          Associate's            272000         180000
## 45                     3                  PhD            275000         140000
## 46                     4             Master's            189000         145000
## 47                     7          Associate's            146000         138000
## 48                     3                  PhD            180000         160000
## 49                     4           Bachelor's            234000         145000
## 50                     6           Bachelor's            240000         130000
## 51                     7          Associate's            169000         157000
## 52                     2                  PhD            257000         155000
## 53                     5                  PhD            188000         100000
## 54                    10           Bachelor's            157000         157000
## 55                     5                  PhD            110000         110000
## 56                     8             Master's            354000         150000
## 57                     6          Associate's            160000         130000
## 58                     8                  PhD            130000         130000
## 59                     7           Bachelor's            160000         160000
## 60                     9                  PhD            100000         100000
## 61                     6           Bachelor's            120000         120000
## 62                     2 Bootcamp/Self-taught            130000         130000
## 63                     6 Bootcamp/Self-taught            180000         180000
## 64                    10           Bachelor's            222000         141000
## 65                     5           Bachelor's            131000         130000
## 66                     3          Associate's            247000         141000
## 67                     7           Bachelor's            160000         160000
## 68                     8                  PhD            324000         140000
## 69                     5          Associate's            157000         157000
## 70                     9                  PhD            191000         130000
## 71                     8          Associate's            126000         110000
## 72                     4             Master's            167000         145000
## 73                     2                  PhD            157000         145000
## 74                     7          Associate's            100000         100000
## 75                     4           Bachelor's            138000         138000
## 76                     4          Associate's            258000         140000
## 77                     3           Bachelor's            248000         140000
## 78                     5           Bachelor's            145000         145000
## 79                     7 Bootcamp/Self-taught            244000         160000
## 80                     4 Bootcamp/Self-taught            167000         140000
## 81                     9           Bachelor's            196000         140000
## 82                     4             Master's            146000         140000
## 83                     8           Bachelor's            179000         140000
## 84                    11             Master's            374400         180000
## 85                     8                  PhD            253000         141000
## 86                     2          Associate's            121000          90000
## 87                     9                  PhD            312000         130000
## 88                    12             Master's            180000         180000
## 89                     9             Master's            244000         157000
## 90                     6                  PhD            348000         155000
## 91                    12          Associate's            183000         157000
## 92                     5             Master's            360000         160000
## 93                     7                  PhD            181000         160000
## 94                     9             Master's            295000         145000
## 95                     9          Associate's            140000         140000
## 96                     7             Master's            281000         140000
## 97                     2           Bachelor's            283000         160000
## 98                     5           Bachelor's            145000         145000
## 99                     4             Master's            252000         125000
## 100                   10             Master's            233000         140000
## 101                    7 Bootcamp/Self-taught            214000         180000
## 102                    9          Associate's            240000         100000
## 103                    3          Associate's            145000         145000
## 104                    3             Master's            177000          95000
## 105                    4 Bootcamp/Self-taught            261000         155000
## 106                    3           Bachelor's            323000         155000
## 107                    6             Master's            298000         141000
## 108                    6           Bachelor's            253000         141000
## 109                    8             Master's            336000         145000
## 110                    5          Associate's            180000         180000
## 111                    6             Master's            217000         138000
## 112                    5          Associate's            281000         180000
## 113                    8             Master's            187000         120000
## 114                    6           Bachelor's            137000         100000
## 115                    2             Master's            360000         160000
## 116                    3           Bachelor's            231000          90000
## 117                    7             Master's            192000         140000
## 118                    9                  PhD            150000         141000
## 119                    9                  PhD            270000         130000
## 120                    4             Master's            257000         160000
## 121                    7          Associate's            138000         138000
## 122                    4           Bachelor's            125000          95000
## 123                    6           Bachelor's            140000         140000
## 124                    2          Associate's            150000         150000
## 125                    6          Associate's            140000         140000
## 126                    7 Bootcamp/Self-taught            336000         145000
## 127                    5 Bootcamp/Self-taught            327000         160000
## 128                    8                  PhD            248000         140000
## 129                    5          Associate's            121000         100000
## 130                    3                  PhD            168000         138000
## 131                    4 Bootcamp/Self-taught            232000         160000
## 132                    8                  PhD            216000          95000
## 133                    4           Bachelor's            193000         155000
## 134                    9                  PhD            140000         140000
## 135                    5          Associate's            155000         155000
## 136                    7          Associate's            145000         145000
## 137                    2          Associate's            138000         138000
## 138                    9          Associate's            241000         120000
## 139                    3             Master's            354000         160000
## 140                    4                  PhD            219000         145000
## 141                    3             Master's            176000         100000
## 142                    3 Bootcamp/Self-taught            112000          90000
## 143                    6           Bachelor's            312000         140000
## 144                    6                  PhD            172000         100000
## 145                    8          Associate's            190000         150000
## 146                   12           Bachelor's            157000         157000
## 147                    4                  PhD            180000         140000
## 148                    9           Bachelor's            261600         157000
## 149                    3 Bootcamp/Self-taught            238000         160000
## 150                    6             Master's            238000         145000
## 151                    5          Associate's            313000         120000
## 152                    7                  PhD            217000         140000
## 153                    5                  PhD            197000         141000
## 154                    3             Master's            214000         155000
## 155                    4                  PhD            130000         130000
## 156                    6 Bootcamp/Self-taught            130000         130000
## 157                    7           Bachelor's            373000         180000
## 158                   12 Bootcamp/Self-taught            157000         157000
## 159                    2                  PhD            344000         160000
## 160                    5          Associate's            293000         160000
## 161                    8          Associate's            160000         160000
## 162                    8          Associate's            138000         138000
## 163                   10           Bachelor's            157000         157000
## 164                    6                  PhD            229000         157000
## 165                    3             Master's            176000          95000
## 166                   10                  PhD            336000         180000
## 167                    2 Bootcamp/Self-taught             90000          90000
## 168                    6          Associate's            234000         138000
## 169                   10             Master's            120000         120000
## 170                    5                  PhD            140000         140000
## 171                   15          Associate's            186000         180000
## 172                    8           Bachelor's            231000         180000
## 173                    5 Bootcamp/Self-taught            154000          90000
## 174                    4           Bachelor's             95000          95000
## 175                    3           Bachelor's            314000         141000
## 176                    4           Bachelor's            348000         155000
## 177                    2          Associate's             90000          90000
## 178                    7             Master's            145000         145000
## 179                    9             Master's            253000         145000
## 180                    5             Master's            206000         160000
## 181                    6 Bootcamp/Self-taught            156000         145000
## 182                    4 Bootcamp/Self-taught            302000         140000
## 183                    4 Bootcamp/Self-taught            145000         145000
## 184                    4           Bachelor's            205000         130000
## 185                    6 Bootcamp/Self-taught            155000         155000
## 186                    5          Associate's            160000         160000
## 187                    5             Master's            144000         140000
## 188                    1           Bachelor's            180000          90000
## 189                    7             Master's            234000         145000
## 190                    3             Master's            247000         155000
## 191                    9          Associate's            181000         157000
## 192                    9                  PhD            237000         160000
## 193                    8           Bachelor's            299000         160000
## 194                   11           Bachelor's            328000         180000
## 195                    4 Bootcamp/Self-taught            167000          90000
## 196                    3             Master's            248000         160000
## 197                    3          Associate's            203000         150000
## 198                    6             Master's            209000         160000
## 199                    3                  PhD            216000          95000
## 200                    5                  PhD            159000         125000
## 201                    6             Master's            318000         160000
## 202                    8 Bootcamp/Self-taught            110000         110000
## 203                    8 Bootcamp/Self-taught            176000         145000
## 204                    9           Bachelor's            157000         157000
## 205                    3          Associate's            100000         100000
## 206                    6 Bootcamp/Self-taught            160000         160000
## 207                   11          Associate's            157000         157000
## 208                    7                  PhD            348000         155000
## 209                    6          Associate's            141000         141000
## 210                   10                  PhD            166000         125000
## 211                    3           Bachelor's            336000         145000
## 212                    7           Bachelor's            279000         120000
## 213                    8          Associate's            160000         160000
## 214                    1          Associate's             90000          90000
## 215                    7 Bootcamp/Self-taught            113000         110000
## 216                    7             Master's            264000         130000
## 217                    9          Associate's            221000         160000
## 218                    4             Master's            257000         120000
## 219                    8             Master's            264000         130000
## 220                   10 Bootcamp/Self-taught            157000         157000
## 221                    6 Bootcamp/Self-taught            125000         125000
## 222                    3           Bachelor's             90000          90000
## 223                    3             Master's            106000          90000
## 224                    5           Bachelor's            159000         138000
## 225                   10          Associate's            145000         145000
## 226                    5 Bootcamp/Self-taught            130000         130000
## 227                    7          Associate's            208000         145000
## 228                    4          Associate's            140000         140000
## 229                   12             Master's            199000         180000
## 230                    6           Bachelor's            326000         145000
## 231                   10          Associate's            223000         140000
## 232                    5          Associate's            198000         120000
## 233                    4                  PhD            216000          95000
## 234                    6           Bachelor's            130000         130000
## 235                    9           Bachelor's            191000         141000
## 236                    2          Associate's            150000         150000
## 237                    5          Associate's            150000         150000
## 238                    4          Associate's            129000          90000
## 239                    4           Bachelor's            139000         100000
## 240                    4          Associate's            167000         115000
## 241                    6                  PhD            242000         140000
## 242                    9           Bachelor's            193000         120000
## 243                    5 Bootcamp/Self-taught            160000         160000
## 244                    6           Bachelor's            141000         141000
## 245                    3           Bachelor's            217000         125000
## 246                    6             Master's            234000         138000
## 247                    6           Bachelor's            195000         140000
## 248                    9 Bootcamp/Self-taught            140000         140000
## 249                    7             Master's            235000         130000
## 250                    2           Bachelor's            150000         150000
## 251                    3 Bootcamp/Self-taught            213000         130000
## 252                   12           Bachelor's            329000         180000
## 253                    7 Bootcamp/Self-taught            307000         120000
## 254                    2             Master's             98000          90000
## 255                    4           Bachelor's            336000         145000
## 256                   10           Bachelor's            324000         141000
## 257                    3           Bachelor's            145000         145000
## 258                    2          Associate's            118000          95000
## 259                    4           Bachelor's            140000         140000
## 260                    4           Bachelor's            145000         145000
## 261                    8           Bachelor's            140000         140000
## 262                    9          Associate's            140000         140000
## 263                    4                  PhD            263000         160000
## 264                   10          Associate's            154000         100000
## 265                    4          Associate's            147000         138000
## 266                    6             Master's            225000         138000
## 267                    5           Bachelor's            162000         120000
## 268                    7             Master's            137000         100000
## 269                    2 Bootcamp/Self-taught            145000         145000
## 270                    3          Associate's            131000          95000
## 271                    8             Master's            142000         140000
## 272                    6          Associate's            140000         140000
## 273                    6 Bootcamp/Self-taught            140000         140000
## 274                   12             Master's            166000         157000
## 275                    6          Associate's            100000         100000
## 276                    7             Master's            180000         180000
## 277                    5           Bachelor's            120000         120000
## 278                    7          Associate's            205000         100000
## 279                    5 Bootcamp/Self-taught            118000         100000
## 280                    5             Master's            263000         160000
## 281                    7                  PhD            140000         140000
## 282                    4           Bachelor's            145000         145000
## 283                    8           Bachelor's            209000         115000
## 284                    9 Bootcamp/Self-taught            141000         141000
## 285                    4                  PhD            348000         155000
## 286                   10           Bachelor's            140000         140000
## 287                    3             Master's            203000         130000
## 288                    6           Bachelor's            153000         120000
## 289                    3           Bachelor's            160000         100000
## 290                    6             Master's            131000          95000
## 291                    2           Bachelor's            155000         155000
## 292                   15          Associate's            180000         180000
## 293                    4                  PhD            168000         140000
## 294                   10             Master's            189000         120000
## 295                    6             Master's            226000         150000
## 296                    5           Bachelor's            158000          95000
## 297                    6             Master's            270000         145000
## 298                   12          Associate's            180000         180000
## 299                    6                  PhD            310000         180000
## 300                    4           Bachelor's            354000         150000
## 301                    9                  PhD            229000         141000
## 302                    4           Bachelor's            304000         160000
## 303                    3 Bootcamp/Self-taught            211000         125000
## 304                   10                  PhD            259000         180000
## 305                    5           Bachelor's            151000         140000
## 306                    5 Bootcamp/Self-taught            125000         125000
## 307                    8           Bachelor's            157000         157000
## 308                   10                  PhD            138000         110000
## 309                    7             Master's            312000         130000
## 310                    2          Associate's            240000          90000
## 311                    8 Bootcamp/Self-taught            161000         130000
## 312                    2                  PhD            149000         138000
## 313                    7           Bachelor's            183000         180000
## 314                   10             Master's            161000         140000
## 315                    4           Bachelor's            175000         140000
## 316                    3             Master's            117000         100000
## 317                    8                  PhD            239000         157000
## 318                    3 Bootcamp/Self-taught            177000         140000
## 319                    4 Bootcamp/Self-taught            214000         150000
## 320                   15             Master's            180000         180000
## 321                    9 Bootcamp/Self-taught            100000         100000
## 322                    6          Associate's            247000         110000
## 323                    9 Bootcamp/Self-taught            124000         100000
## 324                    5 Bootcamp/Self-taught            247000         125000
## 325                    4 Bootcamp/Self-taught            100000         100000
## 326                    5 Bootcamp/Self-taught            100000         100000
## 327                   10          Associate's            110000         110000
## 328                    9                  PhD            140000         140000
## 329                    7             Master's            280000         155000
## 330                    4                  PhD            348000         155000
## 331                    7           Bachelor's            168000         141000
## 332                    6           Bachelor's            180000         180000
## 333                    7 Bootcamp/Self-taught            180000         180000
## 334                    8          Associate's            248000         160000
## 335                   13                  PhD            199000         180000
## 336                    3             Master's            243000         100000
## 337                    8                  PhD            199000         140000
## 338                    3             Master's            216000         145000
## 339                    9             Master's            183000         160000
## 340                   10                  PhD            145000         145000
## 341                   10          Associate's            204000         140000
## 342                   10             Master's            261600         157000
## 343                    2           Bachelor's            273000         150000
## 344                    5             Master's            111000         110000
## 345                    4           Bachelor's            144000         100000
## 346                    9                  PhD            312000         140000
## 347                    9 Bootcamp/Self-taught            269000         180000
## 348                    6 Bootcamp/Self-taught             95000          95000
## 349                    5 Bootcamp/Self-taught            171000         155000
## 350                    8                  PhD            150000         150000
## 351                    7             Master's            180000         180000
## 352                    2 Bootcamp/Self-taught            250000         145000
## 353                    3             Master's            324000         141000
## 354                    6          Associate's            186000         138000
## 355                    2 Bootcamp/Self-taught            234000         138000
## 356                    7                  PhD            261600         157000
## 357                    5                  PhD            234000         125000
## 358                   10           Bachelor's            213000         145000
## 359                    3             Master's            192000         138000
## 360                    4 Bootcamp/Self-taught            161000          90000
## 361                    9 Bootcamp/Self-taught            157000         157000
## 362                    5           Bachelor's            178000         160000
## 363                    2 Bootcamp/Self-taught            114000          95000
## 364                    7                  PhD            147000          95000
## 365                   12             Master's            360000         180000
## 366                    2 Bootcamp/Self-taught            116000          90000
## 367                    5           Bachelor's            261000         130000
## 368                    3          Associate's            206000          90000
## 369                    7             Master's            147000         120000
## 370                    3                  PhD            138000         138000
## 371                    4             Master's            160000         125000
## 372                    5          Associate's            145000         138000
## 373                    5                  PhD            201000         138000
## 374                   10             Master's            317000         120000
## 375                    8             Master's            271000         150000
## 376                    7             Master's            145000         145000
## 377                    7 Bootcamp/Self-taught            138000         138000
## 378                   10             Master's            110000         110000
## 379                    7          Associate's            150000         150000
## 380                    4 Bootcamp/Self-taught            125000         125000
## 381                    4           Bachelor's             99000          95000
## 382                   11           Bachelor's            292000         180000
## 383                    7                  PhD            201000         160000
## 384                   10 Bootcamp/Self-taught            201000         140000
## 385                    7                  PhD            240000         100000
## 386                    9          Associate's            204000         110000
## 387                    2 Bootcamp/Self-taught            150000         150000
## 388                    7             Master's            203000         130000
## 389                    9          Associate's            167000         145000
## 390                    5          Associate's            100000         100000
## 391                    6 Bootcamp/Self-taught            190000         115000
## 392                    8 Bootcamp/Self-taught            330000         160000
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## 1832                   8          Associate's            232000         150000
## 1833                  13           Bachelor's            209000         180000
## 1834                   2                  PhD            149000         138000
## 1835                   4           Bachelor's            144000         100000
## 1836                  13             Master's            180000         180000
## 1837                   7                  PhD            155000         125000
## 1838                  10             Master's            127000         100000
## 1839                   5                  PhD            240000          90000
## 1840                  12             Master's            180000         180000
## 1841                   2          Associate's            155000         155000
## 1842                   2             Master's            119000          95000
## 1843                   3           Bachelor's            160000         100000
## 1844                   9 Bootcamp/Self-taught            111000         110000
## 1845                   9 Bootcamp/Self-taught            180000         180000
## 1846                  10                  PhD            235000         120000
## 1847                   2           Bachelor's            283000         160000
## 1848                   5             Master's            138000         138000
## 1849                   6 Bootcamp/Self-taught            191000         140000
## 1850                  12                  PhD            217000         115000
## 1851                   8             Master's            231000         160000
## 1852                   5                  PhD            291000         115000
## 1853                  10             Master's            233000         140000
## 1854                   5 Bootcamp/Self-taught            327000         160000
## 1855                   4             Master's            259000         130000
## 1856                   5           Bachelor's             90000          90000
## 1857                   9          Associate's            221000         160000
## 1858                   1 Bootcamp/Self-taught            129000          90000
## 1859                   8          Associate's            138000         138000
## 1860                   5             Master's            144000         140000
## 1861                   3             Master's            177000          95000
## 1862                   6           Bachelor's            326000         145000
## 1863                   8           Bachelor's            193000         160000
## 1864                   3          Associate's            145000         145000
## 1865                   2 Bootcamp/Self-taught             90000          90000
## 1866                   5                  PhD            262000         115000
## 1867                   7                  PhD            167000         145000
## 1868                   6           Bachelor's            141000         141000
## 1869                   2                  PhD            183000         130000
## 1870                   5             Master's            301000         160000
## 1871                   8          Associate's            160000         160000
## 1872                   1           Bachelor's            180000          90000
## 1873                  10 Bootcamp/Self-taught            196000         140000
## 1874                   2 Bootcamp/Self-taught            130000         130000
## 1875                   5           Bachelor's            145000         145000
## 1876                   2                  PhD            344000         160000
## 1877                   4                  PhD            348000         145000
## 1878                   1 Bootcamp/Self-taught            129000          90000
## 1879                   6                  PhD            179000         160000
## 1880                   3 Bootcamp/Self-taught            261000         155000
## 1881                   6                  PhD            269000         180000
## 1882                   3             Master's            161000         145000
## 1883                   5          Associate's            140000         140000
## 1884                   1           Bachelor's             90000          90000
## 1885                   4           Bachelor's            240000          90000
## 1886                   9 Bootcamp/Self-taught            316000         180000
## 1887                   7             Master's            296000         100000
## 1888                   8             Master's            231000         160000
## 1889                   6          Associate's            140000         140000
## 1890                   7                  PhD            336000         145000
## 1891                  10 Bootcamp/Self-taught            175000         100000
## 1892                   5                  PhD            260000         125000
## 1893                   5 Bootcamp/Self-taught            145000         145000
## 1894                   3           Bachelor's            265000         125000
## 1895                   5          Associate's            100000         100000
## 1896                   6 Bootcamp/Self-taught            140000         140000
## 1897                   3                  PhD            307000         160000
## 1898                   4          Associate's            115000         115000
## 1899                   5 Bootcamp/Self-taught            125000         125000
## 1900                   6           Bachelor's            267000         150000
## 1901                  11          Associate's            188000         180000
## 1902                   8          Associate's            145000         145000
## 1903                   6                  PhD            175000         125000
## 1904                   2             Master's            166000          90000
## 1905                  12 Bootcamp/Self-taught            307000         180000
## 1906                   6             Master's            260000         160000
## 1907                   1                  PhD            118000          90000
## 1908                   6          Associate's            115000         115000
## 1909                   7             Master's            130000         130000
## 1910                  12                  PhD            217000         115000
## 1911                   5           Bachelor's            159000         138000
## 1912                   8           Bachelor's            187000         100000
## 1913                   6                  PhD            255000         180000
## 1914                   7          Associate's            142000         100000
## 1915                   7 Bootcamp/Self-taught            132000         125000
## 1916                   9             Master's            140000         140000
## 1917                   9           Bachelor's            140000         140000
## 1918                   3                  PhD            138000         138000
## 1919                   2             Master's            353000         150000
## 1920                   8                  PhD            130000         130000
## 1921                   8                  PhD            125000         125000
## 1922                   7           Bachelor's            208000         130000
## 1923                   6             Master's            246000         125000
## 1924                   2                  PhD            157000         145000
## 1925                   5                  PhD            354000         150000
## 1926                   7          Associate's            241000         140000
## 1927                   8          Associate's            221000         150000
## 1928                   3          Associate's            177000         125000
## 1929                   7             Master's            348000         145000
## 1930                  10             Master's            261600         157000
## 1931                   3          Associate's            170000         130000
## 1932                   5           Bachelor's            180000         180000
## 1933                   7           Bachelor's            163000         125000
## 1934                   8                  PhD            142000         115000
## 1935                  10             Master's            149000         125000
## 1936                   7             Master's            254000         140000
## 1937                   5           Bachelor's            131000         130000
## 1938                   5           Bachelor's            180000         180000
## 1939                   4 Bootcamp/Self-taught            336000         145000
## 1940                   7             Master's            348000         145000
## 1941                   6                  PhD            175000         125000
## 1942                   6                  PhD            242000         140000
## 1943                   5             Master's            157000         157000
## 1944                   5          Associate's            141000         141000
## 1945                   7 Bootcamp/Self-taught            141000         141000
## 1946                   9                  PhD            150000         141000
## 1947                   4           Bachelor's            138000         138000
## 1948                   3             Master's            360000         160000
## 1949                   5             Master's            104000          95000
## 1950                   1           Bachelor's            195000          90000
## 1951                   4          Associate's            258000         140000
## 1952                   5          Associate's            157000         157000
## 1953                   8             Master's            130000         130000
## 1954                   3 Bootcamp/Self-taught            125000         125000
## 1955                   9             Master's            374400         180000
## 1956                   7          Associate's            153000         138000
## 1957                   3          Associate's            125000         125000
## 1958                   7          Associate's            303000         140000
## 1959                   6                  PhD            220000         140000
## 1960                   7 Bootcamp/Self-taught            293000         145000
## 1961                   6 Bootcamp/Self-taught            160000         160000
## 1962                   4             Master's            167000         145000
## 1963                   5          Associate's            100000         100000
## 1964                   2                  PhD            157000         145000
## 1965                   9 Bootcamp/Self-taught            134000         130000
## 1966                  11          Associate's            180000         180000
## 1967                   8                  PhD            216000          95000
## 1968                   8             Master's            140000         140000
## 1969                   7             Master's            192000         145000
## 1970                   3                  PhD            233000         130000
## 1971                   7          Associate's            157000         155000
## 1972                   6             Master's            324000         180000
## 1973                   6 Bootcamp/Self-taught            160000         130000
## 1974                   8                  PhD            248000         140000
## 1975                   3             Master's            118000         100000
## 1976                   7 Bootcamp/Self-taught            130000         130000
## 1977                   4             Master's             95000          95000
## 1978                   8             Master's            150000         150000
## 1979                  12          Associate's            224000         180000
## 1980                   7 Bootcamp/Self-taught            291000         155000
## 1981                   6                  PhD            150000         150000
## 1982                   5          Associate's             98000          90000
## 1983                   6 Bootcamp/Self-taught            193000         157000
## 1984                   5           Bachelor's            159000         138000
## 1985                   6                  PhD            120000         120000
## 1986                   8             Master's            264000         130000
## 1987                   8          Associate's            145000         145000
## 1988                   7           Bachelor's            180000         180000
## 1989                   2          Associate's            100000         100000
## 1990                   3 Bootcamp/Self-taught            104000          90000
## 1991                   7          Associate's            177000         150000
## 1992                   9             Master's            324000         141000
## 1993                   5 Bootcamp/Self-taught            160000         155000
## 1994                   7                  PhD            140000         140000
## 1995                   5          Associate's            115000         115000
## 1996                  12          Associate's            297000         115000
## 1997                  10           Bachelor's            140000         140000
## 1998                   5                  PhD            354000         150000
## 1999                   4                  PhD            216000          95000
## 2000                   7          Associate's            212000         155000
## 2001                   5 Bootcamp/Self-taught            204000         141000
## 2002                   3                  PhD            258000         145000
## 2003                   9             Master's            324000         141000
## 2004                   5 Bootcamp/Self-taught            204000         141000
## 2005                   8                  PhD            224000         115000
## 2006                   6             Master's            135000         100000
## 2007                   3 Bootcamp/Self-taught            227000         141000
## 2008                   3          Associate's            154000         141000
## 2009                  12 Bootcamp/Self-taught            307000         180000
## 2010                   4             Master's            340000         150000
## 2011                   3           Bachelor's            194000         100000
## 2012                   4           Bachelor's            253000         150000
## 2013                  10          Associate's            110000         110000
## 2014                   6 Bootcamp/Self-taught            140000         140000
## 2015                   2 Bootcamp/Self-taught             90000          90000
## 2016                   4             Master's            183000         130000
## 2017                   3 Bootcamp/Self-taught            174000         150000
## 2018                   1          Associate's             90000          90000
## 2019                   8             Master's            150000         150000
## 2020                   5           Bachelor's            118000         100000
## 2021                   6             Master's            134000         110000
## 2022                   5                  PhD            234000         160000
## 2023                   3          Associate's            206000         160000
## 2024                   6                  PhD            310000         180000
## 2025                   2           Bachelor's            150000         150000
## 2026                   7 Bootcamp/Self-taught            323000         160000
## 2027                   8                  PhD            188000         157000
## 2028                  11             Master's            226000         180000
## 2029                   5 Bootcamp/Self-taught            189000         141000
## 2030                   5          Associate's            160000         160000
## 2031                   7 Bootcamp/Self-taught            130000         130000
## 2032                   6          Associate's            100000         100000
## 2033                   6             Master's            160000         145000
## 2034                   5          Associate's            166000         125000
## 2035                  12             Master's            180000         180000
## 2036                   3 Bootcamp/Self-taught            216000          95000
## 2037                   5                  PhD            110000         110000
## 2038                   3             Master's            176000          95000
## 2039                   8                  PhD            360000         160000
## 2040                  10 Bootcamp/Self-taught            110000         110000
## 2041                  10             Master's            110000         110000
## 2042                   2                  PhD            149000         138000
## 2043                   3             Master's            203000         130000
## 2044                   2                  PhD            157000         145000
## 2045                   7             Master's            302000         160000
## 2046                   6 Bootcamp/Self-taught            180000         180000
## 2047                   4             Master's            178000         140000
## 2048                   5           Bachelor's            151000         140000
## 2049                   4          Associate's            142000         130000
## 2050                   9                  PhD            186000         115000
## 2051                  10             Master's            261600         157000
## 2052                   3           Bachelor's            336000         145000
## 2053                   5             Master's            130000         130000
## 2054                   6                  PhD            130000         130000
## 2055                   7                  PhD            171000         150000
## 2056                   5 Bootcamp/Self-taught            160000         155000
## 2057                   5           Bachelor's            118000         100000
## 2058                   3          Associate's            144000          90000
## 2059                   3                  PhD            204000         100000
## 2060                   2          Associate's            182000         138000
## 2061                   7             Master's            324000         141000
## 2062                   2                  PhD            181000         145000
## 2063                   6           Bachelor's            253000         141000
## 2064                   2             Master's            296000         100000
## 2065                   7          Associate's            160000         160000
## 2066                   6                  PhD            354000         150000
## 2067                   5          Associate's            198000         120000
## 2068                   4           Bachelor's            228000         150000
## 2069                   3           Bachelor's            206000          90000
## 2070                   7                  PhD            140000         140000
## 2071                   8             Master's            336000         145000
## 2072                   5             Master's            185000         110000
## 2073                   8           Bachelor's            233000         157000
## 2074                   8          Associate's            125000         125000
## 2075                   7                  PhD            138000         138000
## 2076                   3           Bachelor's            160000         160000
## 2077                   9                  PhD            173000         145000
## 2078                   7          Associate's            145000         145000
## 2079                   7 Bootcamp/Self-taught            226000         160000
## 2080                   8          Associate's            158000         140000
## 2081                   6                  PhD            130000         130000
## 2082                   7                  PhD            261600         157000
## 2083                   6 Bootcamp/Self-taught            215000         180000
## 2084                   6 Bootcamp/Self-taught            208000         157000
## 2085                  13 Bootcamp/Self-taught            349000         180000
## 2086                   9           Bachelor's            336000         120000
## 2087                   3 Bootcamp/Self-taught            113000         100000
## 2088                   6                  PhD            120000         120000
## 2089                   8          Associate's            221000         150000
## 2090                   9 Bootcamp/Self-taught            124000         100000
## 2091                   4           Bachelor's            161000         160000
## 2092                   8           Bachelor's            203000         138000
## 2093                   3                  PhD            215000         155000
## 2094                   9 Bootcamp/Self-taught            176000         145000
## 2095                   7           Bachelor's            220000         115000
## 2096                   4                  PhD            234000         138000
## 2097                   4          Associate's            206000         141000
##      salary_max_usd          city     country  remote_work        company_size
## 1            290000        Boston         USA      On-site      Startup (1-50)
## 2            200000        London          UK       Hybrid  Enterprise (5000+)
## 3            300000       Seattle         USA Fully Remote   Big Tech (FAANG+)
## 4            220000     Singapore   Singapore Fully Remote        SME (51-500)
## 5            260000   Los Angeles         USA Fully Remote  Enterprise (5000+)
## 6            290000       Chicago         USA      On-site  Enterprise (5000+)
## 7            260000        Boston         USA Fully Remote Mid-size (501-5000)
## 8            312000        Remote      Global Fully Remote      Startup (1-50)
## 9            290000     Bangalore       India       Hybrid        SME (51-500)
## 10           200000   Los Angeles         USA      On-site      Startup (1-50)
## 11           320000         Tokyo       Japan      On-site      Startup (1-50)
## 12           200000         Tokyo       Japan       Hybrid  Enterprise (5000+)
## 13           312000       Beijing       China      On-site      Startup (1-50)
## 14           320000       Toronto      Canada Fully Remote      Startup (1-50)
## 15           290000         Dubai         UAE       Hybrid      Startup (1-50)
## 16           290000     Amsterdam Netherlands Fully Remote Mid-size (501-5000)
## 17           280000         Paris      France Fully Remote Mid-size (501-5000)
## 18           295000        London          UK      On-site Mid-size (501-5000)
## 19           260000        Sydney   Australia       Hybrid   Big Tech (FAANG+)
## 20           270000        Berlin     Germany       Hybrid      Startup (1-50)
## 21           300000       Chicago         USA      On-site   Big Tech (FAANG+)
## 22           260000         Dubai         UAE      On-site   Big Tech (FAANG+)
## 23           180000   Los Angeles         USA      On-site  Enterprise (5000+)
## 24           280000       Toronto      Canada Fully Remote  Enterprise (5000+)
## 25           290000        Sydney   Australia       Hybrid        SME (51-500)
## 26           240000       Beijing       China       Hybrid        SME (51-500)
## 27           218000        Zurich Switzerland Fully Remote        SME (51-500)
## 28           280000 San Francisco         USA       Hybrid        SME (51-500)
## 29           180000 San Francisco         USA       Hybrid Mid-size (501-5000)
## 30           210000        Boston         USA       Hybrid  Enterprise (5000+)
## 31           290000        Zurich Switzerland      On-site   Big Tech (FAANG+)
## 32           270000        Remote      Global       Hybrid  Enterprise (5000+)
## 33           270000       Toronto      Canada       Hybrid      Startup (1-50)
## 34           270000        Austin         USA       Hybrid  Enterprise (5000+)
## 35           312000        London          UK       Hybrid      Startup (1-50)
## 36           250000     Amsterdam Netherlands       Hybrid  Enterprise (5000+)
## 37           260000       Beijing       China Fully Remote   Big Tech (FAANG+)
## 38           180000     Bangalore       India       Hybrid      Startup (1-50)
## 39           195000       Chicago         USA Fully Remote Mid-size (501-5000)
## 40           270000         Dubai         UAE       Hybrid Mid-size (501-5000)
## 41           290000        Boston         USA       Hybrid  Enterprise (5000+)
## 42           260000         Dubai         UAE       Hybrid Mid-size (501-5000)
## 43           290000     Amsterdam Netherlands       Hybrid      Startup (1-50)
## 44           312000        Remote      Global       Hybrid Mid-size (501-5000)
## 45           270000        Boston         USA       Hybrid  Enterprise (5000+)
## 46           280000        London          UK Fully Remote  Enterprise (5000+)
## 47           195000        London          UK Fully Remote  Enterprise (5000+)
## 48           300000        Austin         USA Fully Remote      Startup (1-50)
## 49           280000        Remote      Global      On-site Mid-size (501-5000)
## 50           220000        Boston         USA      On-site        SME (51-500)
## 51           218000        Sydney   Australia       Hybrid  Enterprise (5000+)
## 52           290000     Singapore   Singapore      On-site      Startup (1-50)
## 53           200000        Austin         USA      On-site   Big Tech (FAANG+)
## 54           218000     Amsterdam Netherlands       Hybrid   Big Tech (FAANG+)
## 55           210000        Zurich Switzerland       Hybrid      Startup (1-50)
## 56           295000   Los Angeles         USA Fully Remote  Enterprise (5000+)
## 57           220000        Austin         USA       Hybrid   Big Tech (FAANG+)
## 58           220000         Tokyo       Japan Fully Remote Mid-size (501-5000)
## 59           300000        Sydney   Australia Fully Remote      Startup (1-50)
## 60           200000       Beijing       China       Hybrid      Startup (1-50)
## 61           280000        London          UK       Hybrid  Enterprise (5000+)
## 62           220000       Seattle         USA      On-site  Enterprise (5000+)
## 63           312000     Amsterdam Netherlands       Hybrid      Startup (1-50)
## 64           270000       Chicago         USA       Hybrid   Big Tech (FAANG+)
## 65           260000        Zurich Switzerland       Hybrid  Enterprise (5000+)
## 66           270000       Toronto      Canada       Hybrid   Big Tech (FAANG+)
## 67           300000       Beijing       China      On-site      Startup (1-50)
## 68           270000       Seattle         USA      On-site Mid-size (501-5000)
## 69           218000       Seattle         USA Fully Remote Mid-size (501-5000)
## 70           260000        Zurich Switzerland Fully Remote        SME (51-500)
## 71           210000     Singapore   Singapore Fully Remote   Big Tech (FAANG+)
## 72           290000        Sydney   Australia      On-site      Startup (1-50)
## 73           280000         Dubai         UAE       Hybrid  Enterprise (5000+)
## 74           250000       Beijing       China       Hybrid Mid-size (501-5000)
## 75           195000     Bangalore       India Fully Remote Mid-size (501-5000)
## 76           260000         Paris      France Fully Remote   Big Tech (FAANG+)
## 77           270000        Remote      Global       Hybrid Mid-size (501-5000)
## 78           280000     Amsterdam Netherlands      On-site Mid-size (501-5000)
## 79           300000        Zurich Switzerland      On-site Mid-size (501-5000)
## 80           270000        Zurich Switzerland       Hybrid        SME (51-500)
## 81           270000       Chicago         USA      On-site Mid-size (501-5000)
## 82           260000     Amsterdam Netherlands Fully Remote  Enterprise (5000+)
## 83           270000        London          UK       Hybrid Mid-size (501-5000)
## 84           312000      New York         USA       Hybrid   Big Tech (FAANG+)
## 85           270000       Toronto      Canada       Hybrid   Big Tech (FAANG+)
## 86           200000        London          UK Fully Remote        SME (51-500)
## 87           260000        Remote      Global       Hybrid   Big Tech (FAANG+)
## 88           320000         Tokyo       Japan      On-site Mid-size (501-5000)
## 89           218000       Toronto      Canada       Hybrid   Big Tech (FAANG+)
## 90           290000 San Francisco         USA      On-site   Big Tech (FAANG+)
## 91           218000     Amsterdam Netherlands Fully Remote        SME (51-500)
## 92           300000        Berlin     Germany       Hybrid   Big Tech (FAANG+)
## 93           300000        Sydney   Australia       Hybrid Mid-size (501-5000)
## 94           290000      New York         USA       Hybrid   Big Tech (FAANG+)
## 95           260000         Paris      France Fully Remote      Startup (1-50)
## 96           260000         Paris      France Fully Remote  Enterprise (5000+)
## 97           300000     Amsterdam Netherlands      On-site   Big Tech (FAANG+)
## 98           280000     Singapore   Singapore Fully Remote        SME (51-500)
## 99           240000        Remote      Global       Hybrid   Big Tech (FAANG+)
## 100          260000        Zurich Switzerland      On-site      Startup (1-50)
## 101          312000        Remote      Global      On-site      Startup (1-50)
## 102          200000 San Francisco         USA Fully Remote Mid-size (501-5000)
## 103          290000   Los Angeles         USA Fully Remote      Startup (1-50)
## 104          180000       Toronto      Canada Fully Remote   Big Tech (FAANG+)
## 105          290000        Sydney   Australia       Hybrid   Big Tech (FAANG+)
## 106          290000       Seattle         USA Fully Remote  Enterprise (5000+)
## 107          270000   Los Angeles         USA       Hybrid      Startup (1-50)
## 108          270000     Singapore   Singapore      On-site Mid-size (501-5000)
## 109          280000        Remote      Global Fully Remote  Enterprise (5000+)
## 110          312000        Austin         USA       Hybrid      Startup (1-50)
## 111          195000        Boston         USA      On-site   Big Tech (FAANG+)
## 112          312000        Sydney   Australia Fully Remote  Enterprise (5000+)
## 113          280000       Seattle         USA       Hybrid Mid-size (501-5000)
## 114          200000        Austin         USA       Hybrid      Startup (1-50)
## 115          300000       Seattle         USA      On-site   Big Tech (FAANG+)
## 116          200000        Zurich Switzerland       Hybrid   Big Tech (FAANG+)
## 117          260000       Chicago         USA Fully Remote  Enterprise (5000+)
## 118          270000        Zurich Switzerland       Hybrid      Startup (1-50)
## 119          260000        Remote      Global      On-site   Big Tech (FAANG+)
## 120          300000        Remote      Global      On-site        SME (51-500)
## 121          195000        London          UK       Hybrid Mid-size (501-5000)
## 122          180000         Dubai         UAE Fully Remote        SME (51-500)
## 123          260000       Seattle         USA      On-site Mid-size (501-5000)
## 124          295000       Beijing       China       Hybrid        SME (51-500)
## 125          260000       Beijing       China      On-site  Enterprise (5000+)
## 126          280000        Austin         USA Fully Remote   Big Tech (FAANG+)
## 127          300000         Tokyo       Japan       Hybrid   Big Tech (FAANG+)
## 128          260000        Boston         USA Fully Remote   Big Tech (FAANG+)
## 129          200000        London          UK Fully Remote        SME (51-500)
## 130          195000        Austin         USA       Hybrid  Enterprise (5000+)
## 131          300000         Dubai         UAE Fully Remote Mid-size (501-5000)
## 132          180000        Austin         USA       Hybrid   Big Tech (FAANG+)
## 133          290000         Paris      France       Hybrid        SME (51-500)
## 134          260000        Zurich Switzerland       Hybrid      Startup (1-50)
## 135          290000        Austin         USA      On-site      Startup (1-50)
## 136          290000        Berlin     Germany       Hybrid      Startup (1-50)
## 137          195000        London          UK Fully Remote  Enterprise (5000+)
## 138          280000        Sydney   Australia Fully Remote   Big Tech (FAANG+)
## 139          300000       Seattle         USA Fully Remote Mid-size (501-5000)
## 140          280000       Chicago         USA       Hybrid Mid-size (501-5000)
## 141          200000        Boston         USA      On-site   Big Tech (FAANG+)
## 142          200000        London          UK Fully Remote Mid-size (501-5000)
## 143          260000       Seattle         USA      On-site   Big Tech (FAANG+)
## 144          250000       Toronto      Canada      On-site      Startup (1-50)
## 145          295000       Seattle         USA Fully Remote   Big Tech (FAANG+)
## 146          218000     Bangalore       India      On-site      Startup (1-50)
## 147          260000        Austin         USA      On-site      Startup (1-50)
## 148          218000   Los Angeles         USA      On-site  Enterprise (5000+)
## 149          300000        Remote      Global       Hybrid      Startup (1-50)
## 150          280000        Sydney   Australia       Hybrid        SME (51-500)
## 151          280000        Remote      Global Fully Remote   Big Tech (FAANG+)
## 152          270000     Singapore   Singapore      On-site   Big Tech (FAANG+)
## 153          270000        Austin         USA       Hybrid Mid-size (501-5000)
## 154          290000       Toronto      Canada      On-site        SME (51-500)
## 155          220000       Toronto      Canada       Hybrid        SME (51-500)
## 156          220000         Tokyo       Japan Fully Remote  Enterprise (5000+)
## 157          312000       Toronto      Canada       Hybrid   Big Tech (FAANG+)
## 158          218000      New York         USA       Hybrid Mid-size (501-5000)
## 159          300000       Chicago         USA       Hybrid Mid-size (501-5000)
## 160          300000         Dubai         UAE Fully Remote  Enterprise (5000+)
## 161          300000     Amsterdam Netherlands       Hybrid        SME (51-500)
## 162          195000     Amsterdam Netherlands       Hybrid        SME (51-500)
## 163          218000       Beijing       China       Hybrid   Big Tech (FAANG+)
## 164          218000         Paris      France       Hybrid  Enterprise (5000+)
## 165          180000 San Francisco         USA       Hybrid        SME (51-500)
## 166          320000       Chicago         USA Fully Remote  Enterprise (5000+)
## 167          200000         Dubai         UAE       Hybrid      Startup (1-50)
## 168          195000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 169          280000       Beijing       China Fully Remote  Enterprise (5000+)
## 170          260000         Paris      France Fully Remote        SME (51-500)
## 171          320000        Boston         USA      On-site  Enterprise (5000+)
## 172          320000        Austin         USA Fully Remote Mid-size (501-5000)
## 173          200000        Sydney   Australia Fully Remote  Enterprise (5000+)
## 174          180000         Paris      France      On-site        SME (51-500)
## 175          270000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 176          290000 San Francisco         USA      On-site Mid-size (501-5000)
## 177          200000         Paris      France      On-site        SME (51-500)
## 178          280000        Zurich Switzerland Fully Remote      Startup (1-50)
## 179          280000       Seattle         USA      On-site Mid-size (501-5000)
## 180          300000     Singapore   Singapore       Hybrid   Big Tech (FAANG+)
## 181          290000       Toronto      Canada Fully Remote   Big Tech (FAANG+)
## 182          260000        London          UK Fully Remote   Big Tech (FAANG+)
## 183          280000       Beijing       China       Hybrid Mid-size (501-5000)
## 184          260000         Tokyo       Japan      On-site   Big Tech (FAANG+)
## 185          290000     Bangalore       India Fully Remote      Startup (1-50)
## 186          300000       Beijing       China       Hybrid   Big Tech (FAANG+)
## 187          270000         Tokyo       Japan       Hybrid        SME (51-500)
## 188          200000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 189          280000         Tokyo       Japan Fully Remote        SME (51-500)
## 190          290000     Singapore   Singapore       Hybrid   Big Tech (FAANG+)
## 191          218000      New York         USA Fully Remote        SME (51-500)
## 192          300000       Toronto      Canada       Hybrid Mid-size (501-5000)
## 193          300000        Berlin     Germany      On-site   Big Tech (FAANG+)
## 194          312000   Los Angeles         USA      On-site        SME (51-500)
## 195          200000        Sydney   Australia Fully Remote  Enterprise (5000+)
## 196          300000        Sydney   Australia      On-site      Startup (1-50)
## 197          295000     Singapore   Singapore Fully Remote        SME (51-500)
## 198          300000       Seattle         USA      On-site Mid-size (501-5000)
## 199          180000        Austin         USA       Hybrid   Big Tech (FAANG+)
## 200          240000        Boston         USA       Hybrid        SME (51-500)
## 201          300000        London          UK      On-site   Big Tech (FAANG+)
## 202          210000     Singapore   Singapore Fully Remote      Startup (1-50)
## 203          280000        Berlin     Germany       Hybrid   Big Tech (FAANG+)
## 204          218000        Zurich Switzerland Fully Remote        SME (51-500)
## 205          250000        London          UK       Hybrid      Startup (1-50)
## 206          300000         Paris      France Fully Remote      Startup (1-50)
## 207          218000        Boston         USA       Hybrid      Startup (1-50)
## 208          290000     Amsterdam Netherlands Fully Remote   Big Tech (FAANG+)
## 209          270000 San Francisco         USA       Hybrid      Startup (1-50)
## 210          240000         Tokyo       Japan Fully Remote  Enterprise (5000+)
## 211          280000      New York         USA       Hybrid        SME (51-500)
## 212          280000       Chicago         USA      On-site  Enterprise (5000+)
## 213          300000        Sydney   Australia      On-site  Enterprise (5000+)
## 214          200000         Dubai         UAE Fully Remote      Startup (1-50)
## 215          210000        Boston         USA       Hybrid Mid-size (501-5000)
## 216          220000   Los Angeles         USA      On-site   Big Tech (FAANG+)
## 217          300000        Remote      Global       Hybrid   Big Tech (FAANG+)
## 218          280000         Dubai         UAE Fully Remote Mid-size (501-5000)
## 219          220000       Chicago         USA       Hybrid  Enterprise (5000+)
## 220          218000        Remote      Global       Hybrid      Startup (1-50)
## 221          240000        Berlin     Germany       Hybrid Mid-size (501-5000)
## 222          200000       Beijing       China Fully Remote   Big Tech (FAANG+)
## 223          200000       Chicago         USA Fully Remote        SME (51-500)
## 224          195000        Berlin     Germany      On-site   Big Tech (FAANG+)
## 225          280000         Tokyo       Japan       Hybrid  Enterprise (5000+)
## 226          220000         Paris      France       Hybrid  Enterprise (5000+)
## 227          280000       Seattle         USA       Hybrid  Enterprise (5000+)
## 228          260000 San Francisco         USA      On-site        SME (51-500)
## 229          320000      New York         USA Fully Remote Mid-size (501-5000)
## 230          290000      New York         USA       Hybrid        SME (51-500)
## 231          260000 San Francisco         USA      On-site        SME (51-500)
## 232          280000      New York         USA Fully Remote Mid-size (501-5000)
## 233          180000       Chicago         USA       Hybrid   Big Tech (FAANG+)
## 234          220000       Beijing       China      On-site        SME (51-500)
## 235          270000        Boston         USA       Hybrid  Enterprise (5000+)
## 236          295000     Amsterdam Netherlands       Hybrid Mid-size (501-5000)
## 237          295000         Tokyo       Japan Fully Remote  Enterprise (5000+)
## 238          200000       Toronto      Canada      On-site   Big Tech (FAANG+)
## 239          250000        Berlin     Germany      On-site   Big Tech (FAANG+)
## 240          280000        Remote      Global       Hybrid   Big Tech (FAANG+)
## 241          260000      New York         USA       Hybrid Mid-size (501-5000)
## 242          280000         Tokyo       Japan       Hybrid  Enterprise (5000+)
## 243          300000     Bangalore       India       Hybrid      Startup (1-50)
## 244          270000     Singapore   Singapore       Hybrid        SME (51-500)
## 245          240000        Remote      Global Fully Remote   Big Tech (FAANG+)
## 246          195000 San Francisco         USA Fully Remote Mid-size (501-5000)
## 247          260000        Remote      Global Fully Remote  Enterprise (5000+)
## 248          260000        Sydney   Australia       Hybrid        SME (51-500)
## 249          260000         Dubai         UAE Fully Remote        SME (51-500)
## 250          295000        Berlin     Germany      On-site        SME (51-500)
## 251          220000       Chicago         USA      On-site  Enterprise (5000+)
## 252          320000        London          UK       Hybrid  Enterprise (5000+)
## 253          280000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 254          200000       Toronto      Canada       Hybrid  Enterprise (5000+)
## 255          280000       Chicago         USA       Hybrid  Enterprise (5000+)
## 256          270000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 257          280000       Beijing       China       Hybrid   Big Tech (FAANG+)
## 258          180000         Tokyo       Japan      On-site        SME (51-500)
## 259          260000   Los Angeles         USA       Hybrid        SME (51-500)
## 260          290000         Paris      France      On-site        SME (51-500)
## 261          260000         Tokyo       Japan Fully Remote Mid-size (501-5000)
## 262          260000        Zurich Switzerland Fully Remote  Enterprise (5000+)
## 263          300000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 264          200000   Los Angeles         USA       Hybrid      Startup (1-50)
## 265          195000 San Francisco         USA       Hybrid Mid-size (501-5000)
## 266          195000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 267          280000        Boston         USA Fully Remote  Enterprise (5000+)
## 268          200000        Zurich Switzerland      On-site  Enterprise (5000+)
## 269          280000     Bangalore       India       Hybrid        SME (51-500)
## 270          180000     Amsterdam Netherlands Fully Remote  Enterprise (5000+)
## 271          260000        Remote      Global      On-site      Startup (1-50)
## 272          270000     Singapore   Singapore       Hybrid      Startup (1-50)
## 273          270000     Bangalore       India Fully Remote  Enterprise (5000+)
## 274          218000 San Francisco         USA       Hybrid      Startup (1-50)
## 275          250000     Bangalore       India Fully Remote  Enterprise (5000+)
## 276          320000         Dubai         UAE       Hybrid      Startup (1-50)
## 277          280000       Beijing       China       Hybrid Mid-size (501-5000)
## 278          250000        Boston         USA       Hybrid   Big Tech (FAANG+)
## 279          200000     Amsterdam Netherlands       Hybrid  Enterprise (5000+)
## 280          300000        Sydney   Australia Fully Remote  Enterprise (5000+)
## 281          260000        Berlin     Germany      On-site Mid-size (501-5000)
## 282          290000         Paris      France       Hybrid Mid-size (501-5000)
## 283          280000        Berlin     Germany       Hybrid Mid-size (501-5000)
## 284          270000       Beijing       China      On-site  Enterprise (5000+)
## 285          290000 San Francisco         USA       Hybrid      Startup (1-50)
## 286          260000         Paris      France Fully Remote  Enterprise (5000+)
## 287          220000        Remote      Global       Hybrid      Startup (1-50)
## 288          280000       Toronto      Canada       Hybrid      Startup (1-50)
## 289          250000       Chicago         USA       Hybrid      Startup (1-50)
## 290          180000         Tokyo       Japan       Hybrid        SME (51-500)
## 291          290000       Beijing       China Fully Remote  Enterprise (5000+)
## 292          320000     Amsterdam Netherlands       Hybrid        SME (51-500)
## 293          260000        London          UK       Hybrid  Enterprise (5000+)
## 294          280000        Boston         USA Fully Remote      Startup (1-50)
## 295          295000     Amsterdam Netherlands Fully Remote        SME (51-500)
## 296          180000      New York         USA       Hybrid Mid-size (501-5000)
## 297          280000 San Francisco         USA Fully Remote  Enterprise (5000+)
## 298          320000        Remote      Global       Hybrid        SME (51-500)
## 299          320000        Austin         USA Fully Remote  Enterprise (5000+)
## 300          295000      New York         USA       Hybrid   Big Tech (FAANG+)
## 301          270000        London          UK       Hybrid Mid-size (501-5000)
## 302          300000       Seattle         USA      On-site        SME (51-500)
## 303          240000        Austin         USA       Hybrid  Enterprise (5000+)
## 304          320000         Paris      France       Hybrid   Big Tech (FAANG+)
## 305          270000        Austin         USA      On-site        SME (51-500)
## 306          240000         Paris      France Fully Remote      Startup (1-50)
## 307          218000         Tokyo       Japan       Hybrid      Startup (1-50)
## 308          210000       Toronto      Canada Fully Remote   Big Tech (FAANG+)
## 309          260000       Chicago         USA Fully Remote  Enterprise (5000+)
## 310          200000       Chicago         USA       Hybrid   Big Tech (FAANG+)
## 311          260000        Remote      Global       Hybrid      Startup (1-50)
## 312          195000     Singapore   Singapore       Hybrid   Big Tech (FAANG+)
## 313          312000         Dubai         UAE       Hybrid        SME (51-500)
## 314          260000       Chicago         USA Fully Remote      Startup (1-50)
## 315          260000       Toronto      Canada      On-site        SME (51-500)
## 316          200000        Remote      Global Fully Remote  Enterprise (5000+)
## 317          218000        Berlin     Germany Fully Remote   Big Tech (FAANG+)
## 318          270000        Remote      Global      On-site Mid-size (501-5000)
## 319          295000      New York         USA Fully Remote      Startup (1-50)
## 320          320000         Dubai         UAE       Hybrid      Startup (1-50)
## 321          200000     Bangalore       India       Hybrid   Big Tech (FAANG+)
## 322          210000 San Francisco         USA       Hybrid        SME (51-500)
## 323          200000      New York         USA      On-site  Enterprise (5000+)
## 324          240000         Tokyo       Japan      On-site   Big Tech (FAANG+)
## 325          250000       Toronto      Canada       Hybrid  Enterprise (5000+)
## 326          250000         Tokyo       Japan       Hybrid Mid-size (501-5000)
## 327          210000         Dubai         UAE      On-site Mid-size (501-5000)
## 328          270000     Bangalore       India       Hybrid      Startup (1-50)
## 329          290000         Dubai         UAE      On-site        SME (51-500)
## 330          290000   Los Angeles         USA Fully Remote  Enterprise (5000+)
## 331          270000       Chicago         USA       Hybrid Mid-size (501-5000)
## 332          312000        Sydney   Australia Fully Remote        SME (51-500)
## 333          320000     Amsterdam Netherlands Fully Remote Mid-size (501-5000)
## 334          300000      New York         USA       Hybrid        SME (51-500)
## 335          320000       Toronto      Canada      On-site  Enterprise (5000+)
## 336          250000      New York         USA Fully Remote        SME (51-500)
## 337          260000        Zurich Switzerland Fully Remote  Enterprise (5000+)
## 338          280000        London          UK      On-site      Startup (1-50)
## 339          300000        Remote      Global Fully Remote      Startup (1-50)
## 340          290000       Beijing       China       Hybrid  Enterprise (5000+)
## 341          260000        London          UK      On-site  Enterprise (5000+)
## 342          218000       Seattle         USA       Hybrid Mid-size (501-5000)
## 343          295000        Remote      Global      On-site        SME (51-500)
## 344          210000        Zurich Switzerland Fully Remote  Enterprise (5000+)
## 345          200000        Remote      Global Fully Remote      Startup (1-50)
## 346          260000      New York         USA Fully Remote   Big Tech (FAANG+)
## 347          312000 San Francisco         USA      On-site        SME (51-500)
## 348          180000       Beijing       China Fully Remote  Enterprise (5000+)
## 349          290000         Dubai         UAE      On-site      Startup (1-50)
## 350          295000     Bangalore       India      On-site Mid-size (501-5000)
## 351          320000       Beijing       China      On-site Mid-size (501-5000)
## 352          280000        Remote      Global      On-site Mid-size (501-5000)
## 353          270000       Seattle         USA       Hybrid Mid-size (501-5000)
## 354          195000     Amsterdam Netherlands      On-site  Enterprise (5000+)
## 355          195000        Remote      Global       Hybrid   Big Tech (FAANG+)
## 356          218000         Paris      France       Hybrid  Enterprise (5000+)
## 357          240000      New York         USA       Hybrid      Startup (1-50)
## 358          280000        Austin         USA Fully Remote   Big Tech (FAANG+)
## 359          195000        Austin         USA Fully Remote Mid-size (501-5000)
## 360          200000        London          UK       Hybrid        SME (51-500)
## 361          218000     Bangalore       India       Hybrid      Startup (1-50)
## 362          300000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 363          180000        Berlin     Germany       Hybrid        SME (51-500)
## 364          180000         Tokyo       Japan       Hybrid   Big Tech (FAANG+)
## 365          312000       Seattle         USA       Hybrid      Startup (1-50)
## 366          200000       Chicago         USA       Hybrid        SME (51-500)
## 367          260000      New York         USA      On-site   Big Tech (FAANG+)
## 368          200000        Remote      Global Fully Remote   Big Tech (FAANG+)
## 369          280000        Zurich Switzerland       Hybrid Mid-size (501-5000)
## 370          195000         Tokyo       Japan      On-site        SME (51-500)
## 371          240000       Chicago         USA      On-site Mid-size (501-5000)
## 372          195000      New York         USA       Hybrid        SME (51-500)
## 373          195000        London          UK Fully Remote   Big Tech (FAANG+)
## 374          280000 San Francisco         USA Fully Remote  Enterprise (5000+)
## 375          295000         Tokyo       Japan      On-site Mid-size (501-5000)
## 376          280000        Remote      Global Fully Remote      Startup (1-50)
## 377          195000        Zurich Switzerland       Hybrid Mid-size (501-5000)
## 378          210000       Beijing       China      On-site        SME (51-500)
## 379          295000        Berlin     Germany       Hybrid        SME (51-500)
## 380          240000        Zurich Switzerland      On-site Mid-size (501-5000)
## 381          180000       Toronto      Canada       Hybrid Mid-size (501-5000)
## 382          312000        Austin         USA       Hybrid      Startup (1-50)
## 383          300000        Zurich Switzerland       Hybrid  Enterprise (5000+)
## 384          260000        Berlin     Germany       Hybrid Mid-size (501-5000)
## 385          200000        Austin         USA      On-site        SME (51-500)
## 386          210000        Zurich Switzerland Fully Remote   Big Tech (FAANG+)
## 387          295000       Toronto      Canada      On-site  Enterprise (5000+)
## 388          260000       Chicago         USA      On-site        SME (51-500)
## 389          290000     Singapore   Singapore       Hybrid Mid-size (501-5000)
## 390          200000       Beijing       China Fully Remote   Big Tech (FAANG+)
## 391          280000         Dubai         UAE Fully Remote  Enterprise (5000+)
## 392          300000   Los Angeles         USA      On-site Mid-size (501-5000)
## 393          200000     Singapore   Singapore Fully Remote  Enterprise (5000+)
## 394          300000       Toronto      Canada Fully Remote Mid-size (501-5000)
## 395          300000        London          UK       Hybrid        SME (51-500)
## 396          250000        Remote      Global       Hybrid Mid-size (501-5000)
## 397          270000        Sydney   Australia      On-site      Startup (1-50)
## 398          300000         Dubai         UAE       Hybrid      Startup (1-50)
## 399          270000         Paris      France      On-site  Enterprise (5000+)
## 400          320000        Zurich Switzerland Fully Remote   Big Tech (FAANG+)
## 401          270000      New York         USA       Hybrid        SME (51-500)
## 402          320000 San Francisco         USA       Hybrid      Startup (1-50)
## 403          320000        Austin         USA Fully Remote  Enterprise (5000+)
## 404          300000         Tokyo       Japan      On-site        SME (51-500)
## 405          312000 San Francisco         USA      On-site  Enterprise (5000+)
## 406          300000     Amsterdam Netherlands      On-site      Startup (1-50)
## 407          200000         Paris      France       Hybrid   Big Tech (FAANG+)
## 408          250000       Beijing       China       Hybrid   Big Tech (FAANG+)
## 409          210000         Paris      France       Hybrid        SME (51-500)
## 410          200000 San Francisco         USA      On-site        SME (51-500)
## 411          270000        Austin         USA      On-site      Startup (1-50)
## 412          270000        Berlin     Germany       Hybrid  Enterprise (5000+)
## 413          260000        Sydney   Australia Fully Remote   Big Tech (FAANG+)
## 414          280000        Boston         USA       Hybrid  Enterprise (5000+)
## 415          290000        Austin         USA Fully Remote Mid-size (501-5000)
## 416          240000        Sydney   Australia      On-site   Big Tech (FAANG+)
## 417          250000        Boston         USA       Hybrid      Startup (1-50)
## 418          280000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 419          280000 San Francisco         USA Fully Remote   Big Tech (FAANG+)
## 420          280000      New York         USA       Hybrid Mid-size (501-5000)
## 421          260000 San Francisco         USA       Hybrid Mid-size (501-5000)
## 422          260000      New York         USA      On-site        SME (51-500)
## 423          280000       Toronto      Canada Fully Remote  Enterprise (5000+)
## 424          295000        Sydney   Australia Fully Remote   Big Tech (FAANG+)
## 425          200000       Toronto      Canada Fully Remote Mid-size (501-5000)
## 426          270000      New York         USA Fully Remote   Big Tech (FAANG+)
## 427          290000      New York         USA       Hybrid        SME (51-500)
## 428          300000        Boston         USA Fully Remote        SME (51-500)
## 429          300000        Austin         USA Fully Remote  Enterprise (5000+)
## 430          280000        Sydney   Australia       Hybrid      Startup (1-50)
## 431          280000        Sydney   Australia       Hybrid  Enterprise (5000+)
## 432          200000   Los Angeles         USA       Hybrid      Startup (1-50)
## 433          280000     Amsterdam Netherlands       Hybrid      Startup (1-50)
## 434          218000         Paris      France       Hybrid        SME (51-500)
## 435          312000        Berlin     Germany       Hybrid        SME (51-500)
## 436          200000        Berlin     Germany Fully Remote        SME (51-500)
## 437          260000         Tokyo       Japan      On-site Mid-size (501-5000)
## 438          290000     Singapore   Singapore Fully Remote        SME (51-500)
## 439          280000       Seattle         USA Fully Remote Mid-size (501-5000)
## 440          295000         Dubai         UAE       Hybrid   Big Tech (FAANG+)
## 441          200000        Boston         USA Fully Remote Mid-size (501-5000)
## 442          220000        Boston         USA Fully Remote      Startup (1-50)
## 443          290000        Remote      Global Fully Remote  Enterprise (5000+)
## 444          295000       Toronto      Canada Fully Remote      Startup (1-50)
## 445          218000        Austin         USA       Hybrid Mid-size (501-5000)
## 446          270000        London          UK       Hybrid  Enterprise (5000+)
## 447          200000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 448          290000       Toronto      Canada       Hybrid      Startup (1-50)
## 449          240000        Austin         USA       Hybrid Mid-size (501-5000)
## 450          270000        Zurich Switzerland Fully Remote      Startup (1-50)
## 451          210000     Amsterdam Netherlands       Hybrid   Big Tech (FAANG+)
## 452          280000 San Francisco         USA      On-site        SME (51-500)
## 453          218000        Berlin     Germany Fully Remote      Startup (1-50)
## 454          290000        Berlin     Germany       Hybrid        SME (51-500)
## 455          280000        Zurich Switzerland      On-site        SME (51-500)
## 456          218000 San Francisco         USA      On-site   Big Tech (FAANG+)
## 457          240000       Toronto      Canada       Hybrid      Startup (1-50)
## 458          195000         Dubai         UAE Fully Remote  Enterprise (5000+)
## 459          260000     Singapore   Singapore      On-site      Startup (1-50)
## 460          220000        Boston         USA       Hybrid Mid-size (501-5000)
## 461          295000        Berlin     Germany       Hybrid        SME (51-500)
## 462          312000     Bangalore       India       Hybrid  Enterprise (5000+)
## 463          200000        London          UK       Hybrid        SME (51-500)
## 464          312000        London          UK       Hybrid      Startup (1-50)
## 465          280000       Beijing       China       Hybrid        SME (51-500)
## 466          300000       Chicago         USA       Hybrid   Big Tech (FAANG+)
## 467          312000   Los Angeles         USA      On-site   Big Tech (FAANG+)
## 468          260000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 469          290000       Seattle         USA      On-site        SME (51-500)
## 470          195000 San Francisco         USA      On-site        SME (51-500)
## 471          280000        Remote      Global       Hybrid Mid-size (501-5000)
## 472          320000        Berlin     Germany      On-site      Startup (1-50)
## 473          320000        Boston         USA       Hybrid      Startup (1-50)
## 474          180000      New York         USA       Hybrid   Big Tech (FAANG+)
## 475          320000     Amsterdam Netherlands Fully Remote   Big Tech (FAANG+)
## 476          220000     Bangalore       India Fully Remote  Enterprise (5000+)
## 477          200000        Berlin     Germany       Hybrid   Big Tech (FAANG+)
## 478          220000     Singapore   Singapore Fully Remote      Startup (1-50)
## 479          200000     Singapore   Singapore Fully Remote        SME (51-500)
## 480          300000         Paris      France Fully Remote  Enterprise (5000+)
## 481          280000        Berlin     Germany      On-site Mid-size (501-5000)
## 482          290000        Sydney   Australia Fully Remote      Startup (1-50)
## 483          280000         Tokyo       Japan       Hybrid        SME (51-500)
## 484          240000        London          UK      On-site  Enterprise (5000+)
## 485          270000        Sydney   Australia       Hybrid      Startup (1-50)
## 486          260000     Singapore   Singapore Fully Remote  Enterprise (5000+)
## 487          290000       Seattle         USA       Hybrid        SME (51-500)
## 488          180000     Bangalore       India       Hybrid Mid-size (501-5000)
## 489          280000      New York         USA      On-site   Big Tech (FAANG+)
## 490          270000 San Francisco         USA       Hybrid Mid-size (501-5000)
## 491          290000     Amsterdam Netherlands       Hybrid  Enterprise (5000+)
## 492          320000         Paris      France       Hybrid        SME (51-500)
## 493          280000      New York         USA Fully Remote  Enterprise (5000+)
## 494          280000       Seattle         USA       Hybrid        SME (51-500)
## 495          200000     Bangalore       India Fully Remote  Enterprise (5000+)
## 496          295000   Los Angeles         USA Fully Remote      Startup (1-50)
## 497          320000        Austin         USA       Hybrid   Big Tech (FAANG+)
## 498          195000        London          UK       Hybrid      Startup (1-50)
## 499          300000     Amsterdam Netherlands      On-site        SME (51-500)
## 500          312000         Tokyo       Japan       Hybrid      Startup (1-50)
## 501          270000       Beijing       China       Hybrid  Enterprise (5000+)
## 502          200000 San Francisco         USA Fully Remote   Big Tech (FAANG+)
## 503          195000         Paris      France Fully Remote Mid-size (501-5000)
## 504          210000        Boston         USA      On-site Mid-size (501-5000)
## 505          300000         Tokyo       Japan       Hybrid  Enterprise (5000+)
## 506          260000        Boston         USA       Hybrid      Startup (1-50)
## 507          200000     Singapore   Singapore Fully Remote      Startup (1-50)
## 508          290000        Sydney   Australia       Hybrid  Enterprise (5000+)
## 509          240000       Chicago         USA      On-site  Enterprise (5000+)
## 510          260000        London          UK       Hybrid   Big Tech (FAANG+)
## 511          280000        Boston         USA       Hybrid Mid-size (501-5000)
## 512          280000   Los Angeles         USA       Hybrid      Startup (1-50)
## 513          240000        Berlin     Germany       Hybrid   Big Tech (FAANG+)
## 514          210000     Singapore   Singapore       Hybrid Mid-size (501-5000)
## 515          280000     Singapore   Singapore       Hybrid        SME (51-500)
## 516          260000        Sydney   Australia Fully Remote      Startup (1-50)
## 517          280000        London          UK       Hybrid      Startup (1-50)
## 518          250000       Chicago         USA Fully Remote Mid-size (501-5000)
## 519          290000        Boston         USA Fully Remote        SME (51-500)
## 520          320000     Amsterdam Netherlands Fully Remote  Enterprise (5000+)
## 521          260000       Seattle         USA       Hybrid   Big Tech (FAANG+)
## 522          295000       Toronto      Canada       Hybrid      Startup (1-50)
## 523          210000         Paris      France       Hybrid        SME (51-500)
## 524          220000     Singapore   Singapore Fully Remote        SME (51-500)
## 525          280000       Toronto      Canada Fully Remote Mid-size (501-5000)
## 526          280000       Toronto      Canada Fully Remote   Big Tech (FAANG+)
## 527          195000 San Francisco         USA       Hybrid  Enterprise (5000+)
## 528          260000      New York         USA Fully Remote   Big Tech (FAANG+)
## 529          300000         Paris      France Fully Remote   Big Tech (FAANG+)
## 530          180000        Sydney   Australia      On-site      Startup (1-50)
## 531          270000     Amsterdam Netherlands      On-site      Startup (1-50)
## 532          280000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 533          312000        London          UK       Hybrid        SME (51-500)
## 534          280000 San Francisco         USA Fully Remote        SME (51-500)
## 535          300000       Seattle         USA       Hybrid      Startup (1-50)
## 536          260000        Boston         USA Fully Remote        SME (51-500)
## 537          180000        Austin         USA       Hybrid   Big Tech (FAANG+)
## 538          200000        Berlin     Germany       Hybrid   Big Tech (FAANG+)
## 539          280000       Beijing       China Fully Remote      Startup (1-50)
## 540          280000         Dubai         UAE      On-site   Big Tech (FAANG+)
## 541          180000       Beijing       China Fully Remote Mid-size (501-5000)
## 542          240000         Dubai         UAE       Hybrid        SME (51-500)
## 543          270000        Boston         USA       Hybrid  Enterprise (5000+)
## 544          270000       Toronto      Canada       Hybrid      Startup (1-50)
## 545          295000        Remote      Global       Hybrid Mid-size (501-5000)
## 546          260000       Chicago         USA Fully Remote Mid-size (501-5000)
## 547          300000     Amsterdam Netherlands       Hybrid      Startup (1-50)
## 548          280000         Tokyo       Japan       Hybrid Mid-size (501-5000)
## 549          280000       Toronto      Canada Fully Remote        SME (51-500)
## 550          260000     Amsterdam Netherlands       Hybrid        SME (51-500)
## 551          290000        Sydney   Australia Fully Remote        SME (51-500)
## 552          210000        Sydney   Australia       Hybrid Mid-size (501-5000)
## 553          300000        London          UK      On-site  Enterprise (5000+)
## 554          200000        London          UK       Hybrid      Startup (1-50)
## 555          290000       Toronto      Canada       Hybrid  Enterprise (5000+)
## 556          210000       Chicago         USA       Hybrid   Big Tech (FAANG+)
## 557          270000       Beijing       China       Hybrid Mid-size (501-5000)
## 558          240000        Zurich Switzerland       Hybrid Mid-size (501-5000)
## 559          280000         Tokyo       Japan       Hybrid   Big Tech (FAANG+)
## 560          295000       Beijing       China       Hybrid  Enterprise (5000+)
## 561          210000       Toronto      Canada Fully Remote Mid-size (501-5000)
## 562          300000        Boston         USA Fully Remote   Big Tech (FAANG+)
## 563          270000        Zurich Switzerland       Hybrid Mid-size (501-5000)
## 564          250000        Remote      Global       Hybrid   Big Tech (FAANG+)
## 565          240000        Berlin     Germany      On-site        SME (51-500)
## 566          280000       Beijing       China Fully Remote        SME (51-500)
## 567          180000 San Francisco         USA       Hybrid        SME (51-500)
## 568          280000   Los Angeles         USA       Hybrid        SME (51-500)
## 569          270000     Amsterdam Netherlands      On-site Mid-size (501-5000)
## 570          260000     Singapore   Singapore Fully Remote   Big Tech (FAANG+)
## 571          320000       Beijing       China      On-site  Enterprise (5000+)
## 572          260000       Chicago         USA       Hybrid Mid-size (501-5000)
## 573          290000   Los Angeles         USA       Hybrid  Enterprise (5000+)
## 574          290000        Boston         USA Fully Remote  Enterprise (5000+)
## 575          280000       Beijing       China       Hybrid  Enterprise (5000+)
## 576          280000     Amsterdam Netherlands       Hybrid        SME (51-500)
## 577          200000      New York         USA       Hybrid Mid-size (501-5000)
## 578          180000        Berlin     Germany       Hybrid        SME (51-500)
## 579          220000     Amsterdam Netherlands       Hybrid      Startup (1-50)
## 580          260000     Bangalore       India       Hybrid  Enterprise (5000+)
## 581          200000        Boston         USA Fully Remote        SME (51-500)
## 582          300000         Paris      France      On-site Mid-size (501-5000)
## 583          180000     Amsterdam Netherlands Fully Remote   Big Tech (FAANG+)
## 584          280000     Bangalore       India       Hybrid      Startup (1-50)
## 585          200000 San Francisco         USA       Hybrid Mid-size (501-5000)
## 586          240000     Amsterdam Netherlands Fully Remote Mid-size (501-5000)
## 587          260000 San Francisco         USA      On-site   Big Tech (FAANG+)
## 588          295000     Amsterdam Netherlands Fully Remote      Startup (1-50)
## 589          260000       Seattle         USA Fully Remote      Startup (1-50)
## 590          210000        Sydney   Australia Fully Remote      Startup (1-50)
## 591          290000        Zurich Switzerland Fully Remote  Enterprise (5000+)
## 592          210000        London          UK       Hybrid Mid-size (501-5000)
## 593          280000     Bangalore       India       Hybrid Mid-size (501-5000)
## 594          300000        Remote      Global      On-site   Big Tech (FAANG+)
## 595          280000        Boston         USA       Hybrid        SME (51-500)
## 596          240000       Seattle         USA       Hybrid      Startup (1-50)
## 597          260000         Paris      France       Hybrid      Startup (1-50)
## 598          180000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 599          260000        Berlin     Germany      On-site   Big Tech (FAANG+)
## 600          300000         Tokyo       Japan      On-site        SME (51-500)
## 601          280000       Beijing       China Fully Remote        SME (51-500)
## 602          250000        Sydney   Australia Fully Remote      Startup (1-50)
## 603          270000   Los Angeles         USA Fully Remote   Big Tech (FAANG+)
## 604          220000        Zurich Switzerland       Hybrid Mid-size (501-5000)
## 605          280000         Tokyo       Japan       Hybrid   Big Tech (FAANG+)
## 606          218000        Boston         USA       Hybrid  Enterprise (5000+)
## 607          200000        Boston         USA       Hybrid   Big Tech (FAANG+)
## 608          200000 San Francisco         USA       Hybrid  Enterprise (5000+)
## 609          220000     Bangalore       India       Hybrid        SME (51-500)
## 610          260000       Chicago         USA Fully Remote  Enterprise (5000+)
## 611          180000        Boston         USA      On-site      Startup (1-50)
## 612          320000 San Francisco         USA       Hybrid      Startup (1-50)
## 613          260000      New York         USA Fully Remote        SME (51-500)
## 614          280000         Dubai         UAE       Hybrid        SME (51-500)
## 615          200000      New York         USA      On-site   Big Tech (FAANG+)
## 616          280000 San Francisco         USA Fully Remote Mid-size (501-5000)
## 617          290000       Seattle         USA       Hybrid      Startup (1-50)
## 618          200000     Singapore   Singapore      On-site        SME (51-500)
## 619          300000        Zurich Switzerland Fully Remote        SME (51-500)
## 620          200000         Dubai         UAE       Hybrid Mid-size (501-5000)
## 621          260000       Chicago         USA       Hybrid  Enterprise (5000+)
## 622          300000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 623          270000         Tokyo       Japan Fully Remote Mid-size (501-5000)
## 624          290000        Berlin     Germany       Hybrid        SME (51-500)
## 625          195000         Tokyo       Japan       Hybrid   Big Tech (FAANG+)
## 626          280000       Beijing       China Fully Remote Mid-size (501-5000)
## 627          180000        Remote      Global Fully Remote        SME (51-500)
## 628          270000      New York         USA      On-site Mid-size (501-5000)
## 629          320000        Berlin     Germany Fully Remote Mid-size (501-5000)
## 630          210000       Seattle         USA      On-site Mid-size (501-5000)
## 631          220000       Chicago         USA      On-site        SME (51-500)
## 632          270000       Toronto      Canada      On-site   Big Tech (FAANG+)
## 633          290000        London          UK      On-site        SME (51-500)
## 634          295000        Berlin     Germany      On-site Mid-size (501-5000)
## 635          195000       Beijing       China       Hybrid        SME (51-500)
## 636          312000     Singapore   Singapore Fully Remote      Startup (1-50)
## 637          260000 San Francisco         USA Fully Remote   Big Tech (FAANG+)
## 638          295000        Boston         USA      On-site Mid-size (501-5000)
## 639          290000     Singapore   Singapore Fully Remote      Startup (1-50)
## 640          180000     Singapore   Singapore       Hybrid      Startup (1-50)
## 641          218000        Zurich Switzerland      On-site      Startup (1-50)
## 642          240000        Sydney   Australia Fully Remote  Enterprise (5000+)
## 643          195000         Dubai         UAE       Hybrid      Startup (1-50)
## 644          210000       Beijing       China       Hybrid  Enterprise (5000+)
## 645          240000      New York         USA      On-site  Enterprise (5000+)
## 646          195000         Paris      France       Hybrid      Startup (1-50)
## 647          260000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 648          312000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 649          210000        Boston         USA       Hybrid      Startup (1-50)
## 650          295000       Toronto      Canada      On-site      Startup (1-50)
## 651          295000        Zurich Switzerland      On-site      Startup (1-50)
## 652          220000      New York         USA       Hybrid        SME (51-500)
## 653          210000       Beijing       China Fully Remote Mid-size (501-5000)
## 654          200000         Tokyo       Japan       Hybrid        SME (51-500)
## 655          270000   Los Angeles         USA       Hybrid   Big Tech (FAANG+)
## 656          270000       Toronto      Canada       Hybrid   Big Tech (FAANG+)
## 657          218000        Remote      Global      On-site Mid-size (501-5000)
## 658          180000        Zurich Switzerland       Hybrid  Enterprise (5000+)
## 659          300000        Austin         USA Fully Remote  Enterprise (5000+)
## 660          220000       Seattle         USA Fully Remote        SME (51-500)
## 661          280000   Los Angeles         USA      On-site   Big Tech (FAANG+)
## 662          280000        Austin         USA Fully Remote   Big Tech (FAANG+)
## 663          295000        Berlin     Germany      On-site   Big Tech (FAANG+)
## 664          250000 San Francisco         USA Fully Remote Mid-size (501-5000)
## 665          300000        London          UK      On-site        SME (51-500)
## 666          180000   Los Angeles         USA       Hybrid      Startup (1-50)
## 667          280000         Paris      France       Hybrid        SME (51-500)
## 668          180000        Berlin     Germany       Hybrid Mid-size (501-5000)
## 669          320000        Zurich Switzerland Fully Remote  Enterprise (5000+)
## 670          218000        Berlin     Germany       Hybrid Mid-size (501-5000)
## 671          210000       Beijing       China       Hybrid Mid-size (501-5000)
## 672          295000     Singapore   Singapore       Hybrid        SME (51-500)
## 673          280000         Tokyo       Japan       Hybrid Mid-size (501-5000)
## 674          210000        Zurich Switzerland      On-site   Big Tech (FAANG+)
## 675          210000       Toronto      Canada Fully Remote   Big Tech (FAANG+)
## 676          290000     Amsterdam Netherlands       Hybrid      Startup (1-50)
## 677          195000      New York         USA Fully Remote Mid-size (501-5000)
## 678          280000        Austin         USA       Hybrid  Enterprise (5000+)
## 679          270000        Austin         USA      On-site   Big Tech (FAANG+)
## 680          260000       Toronto      Canada      On-site  Enterprise (5000+)
## 681          260000       Chicago         USA       Hybrid  Enterprise (5000+)
## 682          250000        Zurich Switzerland      On-site   Big Tech (FAANG+)
## 683          250000         Paris      France       Hybrid      Startup (1-50)
## 684          250000 San Francisco         USA      On-site   Big Tech (FAANG+)
## 685          290000 San Francisco         USA      On-site Mid-size (501-5000)
## 686          180000        Remote      Global       Hybrid      Startup (1-50)
## 687          295000        Remote      Global       Hybrid        SME (51-500)
## 688          220000       Seattle         USA       Hybrid   Big Tech (FAANG+)
## 689          200000        Remote      Global       Hybrid   Big Tech (FAANG+)
## 690          295000       Chicago         USA       Hybrid   Big Tech (FAANG+)
## 691          260000     Singapore   Singapore       Hybrid   Big Tech (FAANG+)
## 692          195000        Remote      Global      On-site        SME (51-500)
## 693          200000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 694          200000        Boston         USA      On-site  Enterprise (5000+)
## 695          290000       Beijing       China       Hybrid  Enterprise (5000+)
## 696          295000      New York         USA      On-site Mid-size (501-5000)
## 697          200000        Sydney   Australia Fully Remote      Startup (1-50)
## 698          200000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 699          195000 San Francisco         USA       Hybrid        SME (51-500)
## 700          300000 San Francisco         USA      On-site Mid-size (501-5000)
## 701          290000         Tokyo       Japan       Hybrid      Startup (1-50)
## 702          200000        Sydney   Australia       Hybrid      Startup (1-50)
## 703          270000        Austin         USA       Hybrid      Startup (1-50)
## 704          280000        Berlin     Germany       Hybrid Mid-size (501-5000)
## 705          218000         Paris      France Fully Remote        SME (51-500)
## 706          270000        Berlin     Germany Fully Remote   Big Tech (FAANG+)
## 707          260000     Bangalore       India      On-site  Enterprise (5000+)
## 708          240000         Tokyo       Japan Fully Remote Mid-size (501-5000)
## 709          240000     Singapore   Singapore Fully Remote        SME (51-500)
## 710          290000        London          UK      On-site  Enterprise (5000+)
## 711          300000       Beijing       China      On-site  Enterprise (5000+)
## 712          300000   Los Angeles         USA       Hybrid        SME (51-500)
## 713          312000     Amsterdam Netherlands      On-site Mid-size (501-5000)
## 714          260000        Berlin     Germany      On-site  Enterprise (5000+)
## 715          280000         Paris      France Fully Remote   Big Tech (FAANG+)
## 716          280000        Austin         USA      On-site   Big Tech (FAANG+)
## 717          280000        Zurich Switzerland       Hybrid        SME (51-500)
## 718          260000        Zurich Switzerland      On-site   Big Tech (FAANG+)
## 719          300000         Paris      France Fully Remote Mid-size (501-5000)
## 720          210000        Sydney   Australia       Hybrid  Enterprise (5000+)
## 721          280000         Paris      France Fully Remote Mid-size (501-5000)
## 722          290000         Dubai         UAE       Hybrid Mid-size (501-5000)
## 723          312000        Austin         USA      On-site  Enterprise (5000+)
## 724          218000     Amsterdam Netherlands Fully Remote   Big Tech (FAANG+)
## 725          295000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 726          280000     Bangalore       India Fully Remote Mid-size (501-5000)
## 727          300000       Seattle         USA      On-site Mid-size (501-5000)
## 728          200000        London          UK Fully Remote Mid-size (501-5000)
## 729          290000        Austin         USA Fully Remote      Startup (1-50)
## 730          300000        Remote      Global Fully Remote      Startup (1-50)
## 731          270000         Paris      France       Hybrid      Startup (1-50)
## 732          195000        Austin         USA       Hybrid      Startup (1-50)
## 733          290000      New York         USA       Hybrid Mid-size (501-5000)
## 734          295000     Amsterdam Netherlands       Hybrid Mid-size (501-5000)
## 735          200000 San Francisco         USA       Hybrid Mid-size (501-5000)
## 736          280000       Beijing       China       Hybrid        SME (51-500)
## 737          180000        London          UK      On-site Mid-size (501-5000)
## 738          280000         Tokyo       Japan Fully Remote   Big Tech (FAANG+)
## 739          300000     Amsterdam Netherlands Fully Remote      Startup (1-50)
## 740          240000         Tokyo       Japan Fully Remote      Startup (1-50)
## 741          312000     Singapore   Singapore       Hybrid      Startup (1-50)
## 742          250000       Toronto      Canada Fully Remote  Enterprise (5000+)
## 743          270000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 744          295000       Toronto      Canada       Hybrid      Startup (1-50)
## 745          295000         Paris      France      On-site  Enterprise (5000+)
## 746          180000       Seattle         USA       Hybrid        SME (51-500)
## 747          312000        Boston         USA      On-site   Big Tech (FAANG+)
## 748          270000        Austin         USA Fully Remote        SME (51-500)
## 749          260000        Berlin     Germany      On-site        SME (51-500)
## 750          300000        Sydney   Australia       Hybrid        SME (51-500)
## 751          260000     Amsterdam Netherlands       Hybrid  Enterprise (5000+)
## 752          295000        Zurich Switzerland      On-site   Big Tech (FAANG+)
## 753          210000        Sydney   Australia       Hybrid Mid-size (501-5000)
## 754          280000         Dubai         UAE       Hybrid Mid-size (501-5000)
## 755          200000     Bangalore       India       Hybrid Mid-size (501-5000)
## 756          210000        London          UK Fully Remote   Big Tech (FAANG+)
## 757          240000        Zurich Switzerland       Hybrid        SME (51-500)
## 758          312000        Berlin     Germany       Hybrid   Big Tech (FAANG+)
## 759          200000        Zurich Switzerland      On-site   Big Tech (FAANG+)
## 760          195000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 761          200000        Boston         USA       Hybrid  Enterprise (5000+)
## 762          270000        Sydney   Australia       Hybrid Mid-size (501-5000)
## 763          260000       Chicago         USA       Hybrid   Big Tech (FAANG+)
## 764          218000        London          UK      On-site      Startup (1-50)
## 765          250000       Seattle         USA      On-site Mid-size (501-5000)
## 766          260000         Paris      France       Hybrid Mid-size (501-5000)
## 767          250000      New York         USA       Hybrid   Big Tech (FAANG+)
## 768          220000      New York         USA      On-site Mid-size (501-5000)
## 769          200000       Beijing       China       Hybrid   Big Tech (FAANG+)
## 770          290000         Dubai         UAE       Hybrid        SME (51-500)
## 771          200000        Austin         USA Fully Remote Mid-size (501-5000)
## 772          295000     Singapore   Singapore Fully Remote Mid-size (501-5000)
## 773          200000        London          UK       Hybrid      Startup (1-50)
## 774          270000         Dubai         UAE Fully Remote Mid-size (501-5000)
## 775          290000   Los Angeles         USA Fully Remote  Enterprise (5000+)
## 776          200000         Tokyo       Japan      On-site   Big Tech (FAANG+)
## 777          290000        Remote      Global       Hybrid Mid-size (501-5000)
## 778          195000         Tokyo       Japan       Hybrid Mid-size (501-5000)
## 779          312000       Seattle         USA       Hybrid Mid-size (501-5000)
## 780          218000     Amsterdam Netherlands      On-site      Startup (1-50)
## 781          200000   Los Angeles         USA      On-site Mid-size (501-5000)
## 782          260000         Tokyo       Japan       Hybrid      Startup (1-50)
## 783          250000       Beijing       China Fully Remote      Startup (1-50)
## 784          300000         Paris      France      On-site   Big Tech (FAANG+)
## 785          280000   Los Angeles         USA      On-site      Startup (1-50)
## 786          270000         Paris      France Fully Remote   Big Tech (FAANG+)
## 787          250000         Tokyo       Japan       Hybrid        SME (51-500)
## 788          300000        Austin         USA       Hybrid        SME (51-500)
## 789          280000        Remote      Global      On-site        SME (51-500)
## 790          280000       Seattle         USA Fully Remote  Enterprise (5000+)
## 791          200000        Austin         USA Fully Remote      Startup (1-50)
## 792          218000       Beijing       China       Hybrid        SME (51-500)
## 793          218000       Toronto      Canada       Hybrid Mid-size (501-5000)
## 794          290000         Dubai         UAE Fully Remote Mid-size (501-5000)
## 795          280000        Boston         USA Fully Remote  Enterprise (5000+)
## 796          290000       Seattle         USA Fully Remote  Enterprise (5000+)
## 797          260000     Amsterdam Netherlands      On-site      Startup (1-50)
## 798          250000     Singapore   Singapore Fully Remote      Startup (1-50)
## 799          195000        Berlin     Germany       Hybrid  Enterprise (5000+)
## 800          240000 San Francisco         USA      On-site        SME (51-500)
## 801          312000       Seattle         USA       Hybrid Mid-size (501-5000)
## 802          280000        Zurich Switzerland       Hybrid Mid-size (501-5000)
## 803          300000         Dubai         UAE       Hybrid      Startup (1-50)
## 804          280000        Berlin     Germany Fully Remote   Big Tech (FAANG+)
## 805          240000     Bangalore       India       Hybrid Mid-size (501-5000)
## 806          300000       Chicago         USA       Hybrid   Big Tech (FAANG+)
## 807          300000         Tokyo       Japan Fully Remote Mid-size (501-5000)
## 808          180000        London          UK      On-site Mid-size (501-5000)
## 809          210000         Dubai         UAE Fully Remote      Startup (1-50)
## 810          180000         Dubai         UAE       Hybrid  Enterprise (5000+)
## 811          200000     Amsterdam Netherlands Fully Remote  Enterprise (5000+)
## 812          260000     Bangalore       India      On-site  Enterprise (5000+)
## 813          220000        London          UK       Hybrid   Big Tech (FAANG+)
## 814          280000        Boston         USA Fully Remote Mid-size (501-5000)
## 815          295000       Chicago         USA      On-site Mid-size (501-5000)
## 816          312000      New York         USA Fully Remote  Enterprise (5000+)
## 817          220000        Remote      Global Fully Remote  Enterprise (5000+)
## 818          295000        Boston         USA Fully Remote  Enterprise (5000+)
## 819          260000       Chicago         USA       Hybrid        SME (51-500)
## 820          270000        London          UK       Hybrid   Big Tech (FAANG+)
## 821          280000        Boston         USA       Hybrid        SME (51-500)
## 822          210000       Toronto      Canada      On-site        SME (51-500)
## 823          260000        Boston         USA Fully Remote  Enterprise (5000+)
## 824          270000        Remote      Global       Hybrid Mid-size (501-5000)
## 825          295000        Austin         USA       Hybrid      Startup (1-50)
## 826          218000       Toronto      Canada       Hybrid   Big Tech (FAANG+)
## 827          195000        Austin         USA       Hybrid Mid-size (501-5000)
## 828          220000        Sydney   Australia      On-site      Startup (1-50)
## 829          270000 San Francisco         USA       Hybrid Mid-size (501-5000)
## 830          200000     Amsterdam Netherlands Fully Remote   Big Tech (FAANG+)
## 831          300000        Remote      Global Fully Remote   Big Tech (FAANG+)
## 832          200000 San Francisco         USA       Hybrid      Startup (1-50)
## 833          240000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 834          312000      New York         USA       Hybrid Mid-size (501-5000)
## 835          200000       Beijing       China Fully Remote Mid-size (501-5000)
## 836          260000        London          UK Fully Remote        SME (51-500)
## 837          280000 San Francisco         USA       Hybrid Mid-size (501-5000)
## 838          300000       Beijing       China Fully Remote   Big Tech (FAANG+)
## 839          280000        London          UK Fully Remote        SME (51-500)
## 840          250000   Los Angeles         USA       Hybrid  Enterprise (5000+)
## 841          312000        London          UK      On-site Mid-size (501-5000)
## 842          295000        London          UK       Hybrid   Big Tech (FAANG+)
## 843          312000         Paris      France Fully Remote   Big Tech (FAANG+)
## 844          290000      New York         USA      On-site Mid-size (501-5000)
## 845          240000         Tokyo       Japan       Hybrid        SME (51-500)
## 846          320000 San Francisco         USA Fully Remote        SME (51-500)
## 847          280000      New York         USA      On-site  Enterprise (5000+)
## 848          300000       Beijing       China       Hybrid        SME (51-500)
## 849          220000        Berlin     Germany      On-site Mid-size (501-5000)
## 850          295000       Seattle         USA      On-site   Big Tech (FAANG+)
## 851          260000       Beijing       China Fully Remote        SME (51-500)
## 852          180000        Berlin     Germany      On-site Mid-size (501-5000)
## 853          280000         Tokyo       Japan       Hybrid   Big Tech (FAANG+)
## 854          260000         Dubai         UAE       Hybrid   Big Tech (FAANG+)
## 855          210000        Zurich Switzerland       Hybrid Mid-size (501-5000)
## 856          260000         Paris      France      On-site      Startup (1-50)
## 857          270000        Remote      Global Fully Remote Mid-size (501-5000)
## 858          240000         Dubai         UAE      On-site  Enterprise (5000+)
## 859          280000        Zurich Switzerland       Hybrid        SME (51-500)
## 860          180000        Sydney   Australia       Hybrid   Big Tech (FAANG+)
## 861          280000      New York         USA Fully Remote  Enterprise (5000+)
## 862          300000       Beijing       China      On-site      Startup (1-50)
## 863          220000 San Francisco         USA Fully Remote   Big Tech (FAANG+)
## 864          280000        London          UK       Hybrid Mid-size (501-5000)
## 865          300000     Singapore   Singapore       Hybrid Mid-size (501-5000)
## 866          200000       Toronto      Canada Fully Remote        SME (51-500)
## 867          300000        London          UK       Hybrid      Startup (1-50)
## 868          250000        Sydney   Australia Fully Remote        SME (51-500)
## 869          260000        Sydney   Australia Fully Remote  Enterprise (5000+)
## 870          290000         Tokyo       Japan       Hybrid Mid-size (501-5000)
## 871          270000 San Francisco         USA       Hybrid  Enterprise (5000+)
## 872          300000     Singapore   Singapore       Hybrid Mid-size (501-5000)
## 873          270000         Paris      France       Hybrid   Big Tech (FAANG+)
## 874          290000        Remote      Global      On-site   Big Tech (FAANG+)
## 875          320000         Dubai         UAE       Hybrid   Big Tech (FAANG+)
## 876          312000        Austin         USA       Hybrid  Enterprise (5000+)
## 877          312000        Zurich Switzerland       Hybrid      Startup (1-50)
## 878          210000 San Francisco         USA      On-site   Big Tech (FAANG+)
## 879          240000       Beijing       China      On-site Mid-size (501-5000)
## 880          210000       Seattle         USA      On-site      Startup (1-50)
## 881          320000      New York         USA Fully Remote   Big Tech (FAANG+)
## 882          240000       Toronto      Canada       Hybrid Mid-size (501-5000)
## 883          210000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 884          295000     Singapore   Singapore Fully Remote  Enterprise (5000+)
## 885          270000        Berlin     Germany       Hybrid Mid-size (501-5000)
## 886          260000     Singapore   Singapore       Hybrid      Startup (1-50)
## 887          195000       Seattle         USA Fully Remote      Startup (1-50)
## 888          260000        Berlin     Germany Fully Remote      Startup (1-50)
## 889          270000       Chicago         USA      On-site Mid-size (501-5000)
## 890          180000     Singapore   Singapore      On-site      Startup (1-50)
## 891          280000         Paris      France       Hybrid      Startup (1-50)
## 892          210000     Bangalore       India Fully Remote   Big Tech (FAANG+)
## 893          300000   Los Angeles         USA       Hybrid   Big Tech (FAANG+)
## 894          270000        Sydney   Australia       Hybrid Mid-size (501-5000)
## 895          290000     Amsterdam Netherlands       Hybrid      Startup (1-50)
## 896          270000        Austin         USA      On-site  Enterprise (5000+)
## 897          270000     Amsterdam Netherlands       Hybrid        SME (51-500)
## 898          220000       Toronto      Canada       Hybrid   Big Tech (FAANG+)
## 899          280000        Austin         USA      On-site   Big Tech (FAANG+)
## 900          218000        Austin         USA       Hybrid      Startup (1-50)
## 901          250000        Austin         USA Fully Remote      Startup (1-50)
## 902          260000       Seattle         USA       Hybrid  Enterprise (5000+)
## 903          300000 San Francisco         USA Fully Remote        SME (51-500)
## 904          240000        Berlin     Germany Fully Remote      Startup (1-50)
## 905          300000        London          UK       Hybrid  Enterprise (5000+)
## 906          200000     Singapore   Singapore Fully Remote      Startup (1-50)
## 907          260000         Tokyo       Japan       Hybrid Mid-size (501-5000)
## 908          290000   Los Angeles         USA Fully Remote   Big Tech (FAANG+)
## 909          300000         Dubai         UAE Fully Remote  Enterprise (5000+)
## 910          200000       Toronto      Canada Fully Remote        SME (51-500)
## 911          250000     Bangalore       India       Hybrid Mid-size (501-5000)
## 912          218000        London          UK Fully Remote Mid-size (501-5000)
## 913          200000        Zurich Switzerland Fully Remote        SME (51-500)
## 914          220000        Berlin     Germany Fully Remote        SME (51-500)
## 915          218000        London          UK Fully Remote  Enterprise (5000+)
## 916          320000         Tokyo       Japan       Hybrid      Startup (1-50)
## 917          280000         Paris      France       Hybrid        SME (51-500)
## 918          250000       Beijing       China      On-site        SME (51-500)
## 919          280000       Beijing       China       Hybrid        SME (51-500)
## 920          280000         Dubai         UAE      On-site        SME (51-500)
## 921          240000         Tokyo       Japan      On-site        SME (51-500)
## 922          280000         Dubai         UAE      On-site      Startup (1-50)
## 923          290000      New York         USA      On-site  Enterprise (5000+)
## 924          200000        Boston         USA       Hybrid   Big Tech (FAANG+)
## 925          295000        Berlin     Germany       Hybrid  Enterprise (5000+)
## 926          250000     Bangalore       India Fully Remote      Startup (1-50)
## 927          280000        Remote      Global       Hybrid      Startup (1-50)
## 928          200000        Remote      Global       Hybrid  Enterprise (5000+)
## 929          290000     Bangalore       India      On-site Mid-size (501-5000)
## 930          300000        Berlin     Germany       Hybrid Mid-size (501-5000)
## 931          260000       Seattle         USA       Hybrid  Enterprise (5000+)
## 932          180000     Amsterdam Netherlands       Hybrid   Big Tech (FAANG+)
## 933          280000        Zurich Switzerland       Hybrid  Enterprise (5000+)
## 934          295000        London          UK       Hybrid Mid-size (501-5000)
## 935          200000         Tokyo       Japan      On-site        SME (51-500)
## 936          280000       Chicago         USA      On-site      Startup (1-50)
## 937          312000        Austin         USA Fully Remote   Big Tech (FAANG+)
## 938          270000       Toronto      Canada       Hybrid   Big Tech (FAANG+)
## 939          312000        London          UK       Hybrid   Big Tech (FAANG+)
## 940          290000        Zurich Switzerland Fully Remote   Big Tech (FAANG+)
## 941          320000         Paris      France Fully Remote      Startup (1-50)
## 942          295000       Chicago         USA      On-site        SME (51-500)
## 943          312000        Boston         USA       Hybrid  Enterprise (5000+)
## 944          295000     Bangalore       India Fully Remote   Big Tech (FAANG+)
## 945          280000        Austin         USA       Hybrid Mid-size (501-5000)
## 946          280000        Sydney   Australia       Hybrid Mid-size (501-5000)
## 947          260000        Berlin     Germany      On-site   Big Tech (FAANG+)
## 948          220000         Tokyo       Japan       Hybrid  Enterprise (5000+)
## 949          280000       Chicago         USA      On-site        SME (51-500)
## 950          180000        Sydney   Australia       Hybrid        SME (51-500)
## 951          320000 San Francisco         USA       Hybrid        SME (51-500)
## 952          290000        Berlin     Germany       Hybrid        SME (51-500)
## 953          280000        Austin         USA      On-site   Big Tech (FAANG+)
## 954          295000         Paris      France Fully Remote        SME (51-500)
## 955          240000        London          UK       Hybrid        SME (51-500)
## 956          260000 San Francisco         USA       Hybrid      Startup (1-50)
## 957          300000        Sydney   Australia      On-site Mid-size (501-5000)
## 958          280000         Tokyo       Japan       Hybrid        SME (51-500)
## 959          260000   Los Angeles         USA Fully Remote      Startup (1-50)
## 960          250000       Toronto      Canada Fully Remote      Startup (1-50)
## 961          280000        Zurich Switzerland       Hybrid  Enterprise (5000+)
## 962          200000        Sydney   Australia      On-site        SME (51-500)
## 963          295000        London          UK       Hybrid Mid-size (501-5000)
## 964          280000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 965          240000         Paris      France       Hybrid Mid-size (501-5000)
## 966          280000         Dubai         UAE      On-site   Big Tech (FAANG+)
## 967          260000       Seattle         USA      On-site  Enterprise (5000+)
## 968          200000        Zurich Switzerland       Hybrid        SME (51-500)
## 969          250000       Toronto      Canada      On-site        SME (51-500)
## 970          240000         Tokyo       Japan Fully Remote   Big Tech (FAANG+)
## 971          280000 San Francisco         USA       Hybrid        SME (51-500)
## 972          300000         Paris      France Fully Remote  Enterprise (5000+)
## 973          195000      New York         USA       Hybrid        SME (51-500)
## 974          300000        Austin         USA      On-site        SME (51-500)
## 975          280000        Remote      Global       Hybrid Mid-size (501-5000)
## 976          295000     Singapore   Singapore Fully Remote        SME (51-500)
## 977          218000        Zurich Switzerland       Hybrid  Enterprise (5000+)
## 978          300000        Boston         USA       Hybrid   Big Tech (FAANG+)
## 979          200000        Austin         USA       Hybrid Mid-size (501-5000)
## 980          250000        London          UK       Hybrid        SME (51-500)
## 981          280000        Remote      Global Fully Remote   Big Tech (FAANG+)
## 982          280000        Boston         USA Fully Remote   Big Tech (FAANG+)
## 983          290000   Los Angeles         USA       Hybrid  Enterprise (5000+)
## 984          270000       Toronto      Canada Fully Remote        SME (51-500)
## 985          280000         Tokyo       Japan Fully Remote Mid-size (501-5000)
## 986          312000        Austin         USA Fully Remote Mid-size (501-5000)
## 987          260000        Sydney   Australia Fully Remote   Big Tech (FAANG+)
## 988          250000 San Francisco         USA Fully Remote   Big Tech (FAANG+)
## 989          200000 San Francisco         USA      On-site  Enterprise (5000+)
## 990          218000       Toronto      Canada       Hybrid Mid-size (501-5000)
## 991          312000       Toronto      Canada      On-site   Big Tech (FAANG+)
## 992          240000       Toronto      Canada      On-site  Enterprise (5000+)
## 993          300000       Beijing       China      On-site      Startup (1-50)
## 994          280000       Seattle         USA Fully Remote  Enterprise (5000+)
## 995          250000        Berlin     Germany      On-site        SME (51-500)
## 996          200000        Remote      Global      On-site  Enterprise (5000+)
## 997          218000        Remote      Global       Hybrid      Startup (1-50)
## 998          320000     Singapore   Singapore       Hybrid   Big Tech (FAANG+)
## 999          218000     Singapore   Singapore      On-site Mid-size (501-5000)
## 1000         180000        Berlin     Germany Fully Remote      Startup (1-50)
## 1001         295000         Tokyo       Japan      On-site  Enterprise (5000+)
## 1002         195000         Tokyo       Japan       Hybrid   Big Tech (FAANG+)
## 1003         280000       Toronto      Canada      On-site        SME (51-500)
## 1004         250000        Zurich Switzerland       Hybrid        SME (51-500)
## 1005         300000        Remote      Global       Hybrid        SME (51-500)
## 1006         290000     Amsterdam Netherlands      On-site      Startup (1-50)
## 1007         295000 San Francisco         USA Fully Remote   Big Tech (FAANG+)
## 1008         240000 San Francisco         USA      On-site        SME (51-500)
## 1009         240000        Sydney   Australia       Hybrid Mid-size (501-5000)
## 1010         180000        Boston         USA Fully Remote   Big Tech (FAANG+)
## 1011         300000       Beijing       China Fully Remote        SME (51-500)
## 1012         280000       Seattle         USA      On-site        SME (51-500)
## 1013         300000        Zurich Switzerland Fully Remote        SME (51-500)
## 1014         218000        Remote      Global       Hybrid        SME (51-500)
## 1015         180000         Dubai         UAE       Hybrid Mid-size (501-5000)
## 1016         218000 San Francisco         USA       Hybrid        SME (51-500)
## 1017         320000        Austin         USA      On-site      Startup (1-50)
## 1018         218000      New York         USA      On-site   Big Tech (FAANG+)
## 1019         280000       Beijing       China      On-site      Startup (1-50)
## 1020         280000       Chicago         USA      On-site        SME (51-500)
## 1021         295000     Amsterdam Netherlands Fully Remote      Startup (1-50)
## 1022         290000       Chicago         USA       Hybrid        SME (51-500)
## 1023         218000        Berlin     Germany       Hybrid        SME (51-500)
## 1024         270000        Sydney   Australia      On-site        SME (51-500)
## 1025         260000         Paris      France       Hybrid   Big Tech (FAANG+)
## 1026         260000     Amsterdam Netherlands      On-site Mid-size (501-5000)
## 1027         218000        Zurich Switzerland Fully Remote        SME (51-500)
## 1028         220000        Boston         USA      On-site      Startup (1-50)
## 1029         290000        Remote      Global      On-site        SME (51-500)
## 1030         195000        London          UK       Hybrid      Startup (1-50)
## 1031         250000        Boston         USA      On-site      Startup (1-50)
## 1032         195000     Amsterdam Netherlands      On-site      Startup (1-50)
## 1033         250000       Chicago         USA      On-site Mid-size (501-5000)
## 1034         280000        Sydney   Australia       Hybrid   Big Tech (FAANG+)
## 1035         218000       Seattle         USA       Hybrid Mid-size (501-5000)
## 1036         260000   Los Angeles         USA Fully Remote      Startup (1-50)
## 1037         220000       Seattle         USA       Hybrid  Enterprise (5000+)
## 1038         210000     Amsterdam Netherlands       Hybrid Mid-size (501-5000)
## 1039         290000     Bangalore       India       Hybrid Mid-size (501-5000)
## 1040         200000        Berlin     Germany       Hybrid  Enterprise (5000+)
## 1041         200000        London          UK Fully Remote  Enterprise (5000+)
## 1042         260000        Berlin     Germany       Hybrid  Enterprise (5000+)
## 1043         270000       Toronto      Canada Fully Remote        SME (51-500)
## 1044         180000        London          UK Fully Remote        SME (51-500)
## 1045         280000        Zurich Switzerland       Hybrid  Enterprise (5000+)
## 1046         290000         Dubai         UAE      On-site Mid-size (501-5000)
## 1047         200000       Beijing       China       Hybrid      Startup (1-50)
## 1048         250000   Los Angeles         USA      On-site   Big Tech (FAANG+)
## 1049         270000       Seattle         USA Fully Remote  Enterprise (5000+)
## 1050         320000       Chicago         USA      On-site   Big Tech (FAANG+)
## 1051         270000       Beijing       China      On-site        SME (51-500)
## 1052         270000     Amsterdam Netherlands       Hybrid  Enterprise (5000+)
## 1053         295000        Remote      Global Fully Remote Mid-size (501-5000)
## 1054         280000        Berlin     Germany      On-site   Big Tech (FAANG+)
## 1055         195000       Beijing       China Fully Remote        SME (51-500)
## 1056         250000         Tokyo       Japan      On-site      Startup (1-50)
## 1057         280000       Beijing       China       Hybrid        SME (51-500)
## 1058         260000       Beijing       China       Hybrid      Startup (1-50)
## 1059         195000        Austin         USA       Hybrid      Startup (1-50)
## 1060         220000 San Francisco         USA Fully Remote Mid-size (501-5000)
## 1061         218000     Singapore   Singapore      On-site Mid-size (501-5000)
## 1062         200000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 1063         270000         Tokyo       Japan       Hybrid        SME (51-500)
## 1064         260000     Singapore   Singapore Fully Remote      Startup (1-50)
## 1065         280000 San Francisco         USA      On-site      Startup (1-50)
## 1066         280000     Bangalore       India      On-site Mid-size (501-5000)
## 1067         320000       Seattle         USA      On-site      Startup (1-50)
## 1068         218000        Sydney   Australia      On-site Mid-size (501-5000)
## 1069         300000        Boston         USA      On-site        SME (51-500)
## 1070         320000       Chicago         USA       Hybrid  Enterprise (5000+)
## 1071         210000       Beijing       China       Hybrid   Big Tech (FAANG+)
## 1072         200000       Toronto      Canada       Hybrid        SME (51-500)
## 1073         295000        Berlin     Germany Fully Remote      Startup (1-50)
## 1074         180000        London          UK Fully Remote  Enterprise (5000+)
## 1075         312000         Tokyo       Japan Fully Remote  Enterprise (5000+)
## 1076         280000     Bangalore       India       Hybrid      Startup (1-50)
## 1077         260000        London          UK       Hybrid        SME (51-500)
## 1078         250000         Dubai         UAE      On-site  Enterprise (5000+)
## 1079         200000        Remote      Global       Hybrid  Enterprise (5000+)
## 1080         300000        Zurich Switzerland       Hybrid      Startup (1-50)
## 1081         240000       Chicago         USA       Hybrid  Enterprise (5000+)
## 1082         180000         Tokyo       Japan Fully Remote        SME (51-500)
## 1083         250000     Singapore   Singapore       Hybrid Mid-size (501-5000)
## 1084         300000        London          UK       Hybrid      Startup (1-50)
## 1085         280000       Beijing       China      On-site        SME (51-500)
## 1086         260000         Dubai         UAE       Hybrid Mid-size (501-5000)
## 1087         195000       Chicago         USA       Hybrid  Enterprise (5000+)
## 1088         280000        Berlin     Germany      On-site Mid-size (501-5000)
## 1089         300000     Singapore   Singapore       Hybrid        SME (51-500)
## 1090         290000       Beijing       China      On-site  Enterprise (5000+)
## 1091         220000        Berlin     Germany       Hybrid      Startup (1-50)
## 1092         200000      New York         USA      On-site  Enterprise (5000+)
## 1093         180000       Beijing       China Fully Remote        SME (51-500)
## 1094         295000        Remote      Global       Hybrid  Enterprise (5000+)
## 1095         270000       Beijing       China      On-site   Big Tech (FAANG+)
## 1096         290000        London          UK      On-site      Startup (1-50)
## 1097         260000       Chicago         USA Fully Remote        SME (51-500)
## 1098         240000       Beijing       China Fully Remote  Enterprise (5000+)
## 1099         260000        Remote      Global      On-site        SME (51-500)
## 1100         210000        Remote      Global       Hybrid        SME (51-500)
## 1101         260000        Remote      Global       Hybrid        SME (51-500)
## 1102         260000       Seattle         USA      On-site      Startup (1-50)
## 1103         300000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 1104         300000      New York         USA Fully Remote  Enterprise (5000+)
## 1105         280000       Seattle         USA       Hybrid   Big Tech (FAANG+)
## 1106         240000 San Francisco         USA      On-site        SME (51-500)
## 1107         260000        Berlin     Germany      On-site      Startup (1-50)
## 1108         240000        Berlin     Germany      On-site   Big Tech (FAANG+)
## 1109         220000        Berlin     Germany Fully Remote Mid-size (501-5000)
## 1110         210000        Sydney   Australia       Hybrid  Enterprise (5000+)
## 1111         320000 San Francisco         USA Fully Remote        SME (51-500)
## 1112         290000     Amsterdam Netherlands      On-site Mid-size (501-5000)
## 1113         270000   Los Angeles         USA       Hybrid  Enterprise (5000+)
## 1114         260000       Toronto      Canada      On-site Mid-size (501-5000)
## 1115         220000     Singapore   Singapore       Hybrid   Big Tech (FAANG+)
## 1116         250000        London          UK      On-site  Enterprise (5000+)
## 1117         312000     Singapore   Singapore      On-site        SME (51-500)
## 1118         280000      New York         USA Fully Remote  Enterprise (5000+)
## 1119         300000        Boston         USA Fully Remote   Big Tech (FAANG+)
## 1120         290000 San Francisco         USA       Hybrid      Startup (1-50)
## 1121         260000        London          UK      On-site        SME (51-500)
## 1122         300000       Chicago         USA       Hybrid      Startup (1-50)
## 1123         218000       Beijing       China       Hybrid      Startup (1-50)
## 1124         270000        Sydney   Australia       Hybrid Mid-size (501-5000)
## 1125         295000        Remote      Global       Hybrid      Startup (1-50)
## 1126         290000        Remote      Global       Hybrid Mid-size (501-5000)
## 1127         250000      New York         USA       Hybrid        SME (51-500)
## 1128         270000     Bangalore       India       Hybrid  Enterprise (5000+)
## 1129         195000        Austin         USA       Hybrid      Startup (1-50)
## 1130         280000        Austin         USA       Hybrid        SME (51-500)
## 1131         312000        Sydney   Australia      On-site   Big Tech (FAANG+)
## 1132         200000        Sydney   Australia       Hybrid        SME (51-500)
## 1133         260000     Singapore   Singapore Fully Remote Mid-size (501-5000)
## 1134         260000        Zurich Switzerland      On-site Mid-size (501-5000)
## 1135         280000        Remote      Global Fully Remote Mid-size (501-5000)
## 1136         260000        Berlin     Germany Fully Remote        SME (51-500)
## 1137         250000     Bangalore       India       Hybrid  Enterprise (5000+)
## 1138         220000        Sydney   Australia Fully Remote  Enterprise (5000+)
## 1139         290000       Seattle         USA       Hybrid Mid-size (501-5000)
## 1140         312000         Dubai         UAE       Hybrid  Enterprise (5000+)
## 1141         280000     Amsterdam Netherlands       Hybrid      Startup (1-50)
## 1142         300000       Seattle         USA Fully Remote Mid-size (501-5000)
## 1143         218000        London          UK       Hybrid        SME (51-500)
## 1144         260000        Berlin     Germany       Hybrid   Big Tech (FAANG+)
## 1145         240000       Beijing       China Fully Remote      Startup (1-50)
## 1146         260000        Berlin     Germany       Hybrid   Big Tech (FAANG+)
## 1147         250000       Toronto      Canada Fully Remote      Startup (1-50)
## 1148         280000        Zurich Switzerland       Hybrid   Big Tech (FAANG+)
## 1149         210000       Toronto      Canada      On-site  Enterprise (5000+)
## 1150         195000       Toronto      Canada Fully Remote Mid-size (501-5000)
## 1151         312000         Paris      France       Hybrid      Startup (1-50)
## 1152         280000     Bangalore       India       Hybrid  Enterprise (5000+)
## 1153         200000     Amsterdam Netherlands       Hybrid  Enterprise (5000+)
## 1154         280000       Beijing       China       Hybrid        SME (51-500)
## 1155         280000         Paris      France Fully Remote      Startup (1-50)
## 1156         295000     Bangalore       India Fully Remote Mid-size (501-5000)
## 1157         312000         Paris      France Fully Remote      Startup (1-50)
## 1158         290000        London          UK       Hybrid        SME (51-500)
## 1159         200000       Seattle         USA Fully Remote      Startup (1-50)
## 1160         210000     Singapore   Singapore      On-site   Big Tech (FAANG+)
## 1161         300000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 1162         300000       Beijing       China      On-site Mid-size (501-5000)
## 1163         250000       Chicago         USA Fully Remote Mid-size (501-5000)
## 1164         312000        Berlin     Germany      On-site Mid-size (501-5000)
## 1165         270000       Seattle         USA      On-site        SME (51-500)
## 1166         240000        Remote      Global       Hybrid        SME (51-500)
## 1167         195000      New York         USA Fully Remote   Big Tech (FAANG+)
## 1168         280000   Los Angeles         USA       Hybrid      Startup (1-50)
## 1169         250000        Sydney   Australia Fully Remote  Enterprise (5000+)
## 1170         260000        London          UK Fully Remote   Big Tech (FAANG+)
## 1171         195000   Los Angeles         USA       Hybrid        SME (51-500)
## 1172         280000        Zurich Switzerland       Hybrid  Enterprise (5000+)
## 1173         240000     Singapore   Singapore       Hybrid        SME (51-500)
## 1174         260000      New York         USA Fully Remote   Big Tech (FAANG+)
## 1175         290000       Toronto      Canada      On-site        SME (51-500)
## 1176         270000         Tokyo       Japan       Hybrid        SME (51-500)
## 1177         300000       Seattle         USA      On-site  Enterprise (5000+)
## 1178         200000 San Francisco         USA Fully Remote      Startup (1-50)
## 1179         300000       Chicago         USA      On-site Mid-size (501-5000)
## 1180         250000   Los Angeles         USA       Hybrid  Enterprise (5000+)
## 1181         260000        London          UK Fully Remote   Big Tech (FAANG+)
## 1182         270000        London          UK Fully Remote        SME (51-500)
## 1183         280000   Los Angeles         USA Fully Remote      Startup (1-50)
## 1184         240000     Amsterdam Netherlands      On-site  Enterprise (5000+)
## 1185         260000         Tokyo       Japan Fully Remote Mid-size (501-5000)
## 1186         312000        Remote      Global Fully Remote      Startup (1-50)
## 1187         260000       Toronto      Canada      On-site        SME (51-500)
## 1188         210000         Paris      France Fully Remote   Big Tech (FAANG+)
## 1189         200000       Chicago         USA       Hybrid  Enterprise (5000+)
## 1190         240000       Beijing       China       Hybrid   Big Tech (FAANG+)
## 1191         300000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 1192         280000       Seattle         USA Fully Remote Mid-size (501-5000)
## 1193         200000        Boston         USA      On-site  Enterprise (5000+)
## 1194         250000         Tokyo       Japan      On-site Mid-size (501-5000)
## 1195         195000        Boston         USA       Hybrid        SME (51-500)
## 1196         280000        Zurich Switzerland Fully Remote   Big Tech (FAANG+)
## 1197         200000         Dubai         UAE       Hybrid      Startup (1-50)
## 1198         210000         Tokyo       Japan       Hybrid      Startup (1-50)
## 1199         220000     Bangalore       India Fully Remote   Big Tech (FAANG+)
## 1200         280000        Sydney   Australia      On-site Mid-size (501-5000)
## 1201         280000        Austin         USA Fully Remote Mid-size (501-5000)
## 1202         280000        London          UK Fully Remote        SME (51-500)
## 1203         260000       Toronto      Canada       Hybrid  Enterprise (5000+)
## 1204         260000       Beijing       China      On-site Mid-size (501-5000)
## 1205         280000       Beijing       China       Hybrid      Startup (1-50)
## 1206         300000        Sydney   Australia Fully Remote   Big Tech (FAANG+)
## 1207         250000       Chicago         USA       Hybrid        SME (51-500)
## 1208         250000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 1209         218000        London          UK       Hybrid      Startup (1-50)
## 1210         195000       Beijing       China      On-site Mid-size (501-5000)
## 1211         250000     Bangalore       India      On-site        SME (51-500)
## 1212         210000     Amsterdam Netherlands Fully Remote        SME (51-500)
## 1213         312000       Seattle         USA Fully Remote Mid-size (501-5000)
## 1214         200000     Singapore   Singapore Fully Remote   Big Tech (FAANG+)
## 1215         250000        Sydney   Australia Fully Remote Mid-size (501-5000)
## 1216         220000        Sydney   Australia Fully Remote Mid-size (501-5000)
## 1217         290000        Austin         USA Fully Remote Mid-size (501-5000)
## 1218         320000     Bangalore       India Fully Remote        SME (51-500)
## 1219         300000 San Francisco         USA      On-site Mid-size (501-5000)
## 1220         218000        London          UK       Hybrid        SME (51-500)
## 1221         200000   Los Angeles         USA Fully Remote      Startup (1-50)
## 1222         300000     Bangalore       India       Hybrid  Enterprise (5000+)
## 1223         250000         Tokyo       Japan Fully Remote Mid-size (501-5000)
## 1224         312000        Boston         USA       Hybrid Mid-size (501-5000)
## 1225         260000       Toronto      Canada      On-site      Startup (1-50)
## 1226         300000         Paris      France Fully Remote  Enterprise (5000+)
## 1227         200000        Boston         USA Fully Remote      Startup (1-50)
## 1228         280000     Singapore   Singapore       Hybrid   Big Tech (FAANG+)
## 1229         195000        Zurich Switzerland      On-site  Enterprise (5000+)
## 1230         200000        Sydney   Australia      On-site  Enterprise (5000+)
## 1231         210000        Austin         USA      On-site      Startup (1-50)
## 1232         250000       Beijing       China       Hybrid      Startup (1-50)
## 1233         210000        Zurich Switzerland Fully Remote  Enterprise (5000+)
## 1234         300000        Sydney   Australia Fully Remote   Big Tech (FAANG+)
## 1235         270000       Chicago         USA      On-site        SME (51-500)
## 1236         312000       Toronto      Canada Fully Remote      Startup (1-50)
## 1237         260000         Dubai         UAE Fully Remote   Big Tech (FAANG+)
## 1238         270000       Seattle         USA      On-site  Enterprise (5000+)
## 1239         240000        Sydney   Australia       Hybrid      Startup (1-50)
## 1240         270000   Los Angeles         USA       Hybrid        SME (51-500)
## 1241         280000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 1242         280000         Tokyo       Japan Fully Remote      Startup (1-50)
## 1243         280000     Singapore   Singapore Fully Remote   Big Tech (FAANG+)
## 1244         295000     Singapore   Singapore Fully Remote      Startup (1-50)
## 1245         295000        Sydney   Australia       Hybrid        SME (51-500)
## 1246         290000       Beijing       China       Hybrid   Big Tech (FAANG+)
## 1247         240000   Los Angeles         USA       Hybrid   Big Tech (FAANG+)
## 1248         300000     Singapore   Singapore       Hybrid      Startup (1-50)
## 1249         240000        Remote      Global       Hybrid Mid-size (501-5000)
## 1250         280000     Bangalore       India       Hybrid      Startup (1-50)
## 1251         270000 San Francisco         USA       Hybrid        SME (51-500)
## 1252         312000        Berlin     Germany      On-site Mid-size (501-5000)
## 1253         240000     Amsterdam Netherlands      On-site Mid-size (501-5000)
## 1254         300000        Zurich Switzerland       Hybrid  Enterprise (5000+)
## 1255         260000       Toronto      Canada Fully Remote      Startup (1-50)
## 1256         290000        Remote      Global       Hybrid        SME (51-500)
## 1257         290000 San Francisco         USA Fully Remote Mid-size (501-5000)
## 1258         200000        Remote      Global Fully Remote   Big Tech (FAANG+)
## 1259         240000     Amsterdam Netherlands       Hybrid  Enterprise (5000+)
## 1260         312000     Bangalore       India      On-site        SME (51-500)
## 1261         195000        Austin         USA       Hybrid      Startup (1-50)
## 1262         280000      New York         USA       Hybrid  Enterprise (5000+)
## 1263         300000     Amsterdam Netherlands       Hybrid  Enterprise (5000+)
## 1264         280000        London          UK       Hybrid  Enterprise (5000+)
## 1265         195000       Toronto      Canada       Hybrid Mid-size (501-5000)
## 1266         300000     Bangalore       India Fully Remote  Enterprise (5000+)
## 1267         218000       Beijing       China       Hybrid      Startup (1-50)
## 1268         260000        Zurich Switzerland      On-site  Enterprise (5000+)
## 1269         290000         Tokyo       Japan       Hybrid  Enterprise (5000+)
## 1270         200000        Zurich Switzerland       Hybrid Mid-size (501-5000)
## 1271         290000        Berlin     Germany      On-site  Enterprise (5000+)
## 1272         300000         Dubai         UAE      On-site      Startup (1-50)
## 1273         280000      New York         USA       Hybrid      Startup (1-50)
## 1274         260000        Boston         USA Fully Remote        SME (51-500)
## 1275         195000       Beijing       China Fully Remote        SME (51-500)
## 1276         220000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 1277         250000         Paris      France      On-site      Startup (1-50)
## 1278         280000        Remote      Global      On-site      Startup (1-50)
## 1279         312000     Singapore   Singapore Fully Remote   Big Tech (FAANG+)
## 1280         240000        Zurich Switzerland       Hybrid        SME (51-500)
## 1281         260000        Zurich Switzerland       Hybrid   Big Tech (FAANG+)
## 1282         220000         Dubai         UAE      On-site      Startup (1-50)
## 1283         320000       Chicago         USA      On-site  Enterprise (5000+)
## 1284         220000   Los Angeles         USA       Hybrid        SME (51-500)
## 1285         290000        Remote      Global       Hybrid        SME (51-500)
## 1286         200000       Toronto      Canada Fully Remote      Startup (1-50)
## 1287         240000        Sydney   Australia      On-site        SME (51-500)
## 1288         260000       Beijing       China       Hybrid      Startup (1-50)
## 1289         200000        Sydney   Australia      On-site   Big Tech (FAANG+)
## 1290         280000       Chicago         USA Fully Remote Mid-size (501-5000)
## 1291         280000         Paris      France       Hybrid   Big Tech (FAANG+)
## 1292         200000       Seattle         USA      On-site Mid-size (501-5000)
## 1293         300000       Beijing       China Fully Remote      Startup (1-50)
## 1294         300000        Sydney   Australia Fully Remote  Enterprise (5000+)
## 1295         260000        Austin         USA       Hybrid Mid-size (501-5000)
## 1296         195000         Dubai         UAE       Hybrid  Enterprise (5000+)
## 1297         220000       Chicago         USA       Hybrid   Big Tech (FAANG+)
## 1298         195000         Tokyo       Japan       Hybrid   Big Tech (FAANG+)
## 1299         320000 San Francisco         USA Fully Remote  Enterprise (5000+)
## 1300         260000        Sydney   Australia      On-site  Enterprise (5000+)
## 1301         270000         Paris      France       Hybrid        SME (51-500)
## 1302         240000     Amsterdam Netherlands Fully Remote      Startup (1-50)
## 1303         312000     Amsterdam Netherlands      On-site        SME (51-500)
## 1304         240000     Bangalore       India       Hybrid  Enterprise (5000+)
## 1305         218000      New York         USA      On-site        SME (51-500)
## 1306         200000       Seattle         USA       Hybrid  Enterprise (5000+)
## 1307         240000       Beijing       China Fully Remote  Enterprise (5000+)
## 1308         200000        London          UK      On-site  Enterprise (5000+)
## 1309         200000   Los Angeles         USA       Hybrid        SME (51-500)
## 1310         290000     Amsterdam Netherlands      On-site Mid-size (501-5000)
## 1311         180000     Singapore   Singapore Fully Remote  Enterprise (5000+)
## 1312         210000        Zurich Switzerland Fully Remote  Enterprise (5000+)
## 1313         180000     Singapore   Singapore      On-site      Startup (1-50)
## 1314         300000        London          UK       Hybrid   Big Tech (FAANG+)
## 1315         312000        Berlin     Germany Fully Remote  Enterprise (5000+)
## 1316         220000       Seattle         USA      On-site   Big Tech (FAANG+)
## 1317         200000       Toronto      Canada Fully Remote   Big Tech (FAANG+)
## 1318         260000     Singapore   Singapore Fully Remote   Big Tech (FAANG+)
## 1319         280000        Sydney   Australia      On-site        SME (51-500)
## 1320         260000        Sydney   Australia      On-site      Startup (1-50)
## 1321         195000      New York         USA Fully Remote   Big Tech (FAANG+)
## 1322         195000        Austin         USA       Hybrid  Enterprise (5000+)
## 1323         295000         Dubai         UAE       Hybrid        SME (51-500)
## 1324         300000       Beijing       China      On-site   Big Tech (FAANG+)
## 1325         210000        Austin         USA       Hybrid        SME (51-500)
## 1326         280000     Singapore   Singapore Fully Remote      Startup (1-50)
## 1327         280000 San Francisco         USA       Hybrid  Enterprise (5000+)
## 1328         300000       Toronto      Canada      On-site Mid-size (501-5000)
## 1329         180000 San Francisco         USA      On-site      Startup (1-50)
## 1330         260000     Bangalore       India       Hybrid Mid-size (501-5000)
## 1331         210000   Los Angeles         USA       Hybrid      Startup (1-50)
## 1332         240000       Chicago         USA       Hybrid        SME (51-500)
## 1333         200000        Remote      Global      On-site   Big Tech (FAANG+)
## 1334         300000       Toronto      Canada Fully Remote   Big Tech (FAANG+)
## 1335         290000        Boston         USA       Hybrid   Big Tech (FAANG+)
## 1336         180000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 1337         295000   Los Angeles         USA Fully Remote Mid-size (501-5000)
## 1338         240000 San Francisco         USA       Hybrid      Startup (1-50)
## 1339         280000       Beijing       China Fully Remote  Enterprise (5000+)
## 1340         260000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 1341         300000       Chicago         USA Fully Remote  Enterprise (5000+)
## 1342         280000         Dubai         UAE      On-site      Startup (1-50)
## 1343         200000        London          UK       Hybrid   Big Tech (FAANG+)
## 1344         290000     Amsterdam Netherlands Fully Remote   Big Tech (FAANG+)
## 1345         320000        Zurich Switzerland       Hybrid      Startup (1-50)
## 1346         260000        Sydney   Australia       Hybrid Mid-size (501-5000)
## 1347         240000 San Francisco         USA Fully Remote   Big Tech (FAANG+)
## 1348         270000         Paris      France Fully Remote  Enterprise (5000+)
## 1349         260000     Bangalore       India Fully Remote Mid-size (501-5000)
## 1350         280000        Boston         USA       Hybrid  Enterprise (5000+)
## 1351         200000        London          UK       Hybrid   Big Tech (FAANG+)
## 1352         200000       Seattle         USA       Hybrid        SME (51-500)
## 1353         260000        Remote      Global       Hybrid   Big Tech (FAANG+)
## 1354         260000       Chicago         USA      On-site  Enterprise (5000+)
## 1355         260000       Chicago         USA       Hybrid  Enterprise (5000+)
## 1356         280000         Paris      France       Hybrid      Startup (1-50)
## 1357         270000     Bangalore       India       Hybrid        SME (51-500)
## 1358         290000       Toronto      Canada       Hybrid Mid-size (501-5000)
## 1359         180000 San Francisco         USA       Hybrid  Enterprise (5000+)
## 1360         210000        Austin         USA Fully Remote      Startup (1-50)
## 1361         290000       Toronto      Canada Fully Remote  Enterprise (5000+)
## 1362         180000      New York         USA Fully Remote   Big Tech (FAANG+)
## 1363         180000        Sydney   Australia       Hybrid  Enterprise (5000+)
## 1364         240000         Dubai         UAE       Hybrid  Enterprise (5000+)
## 1365         260000        Berlin     Germany       Hybrid  Enterprise (5000+)
## 1366         290000       Toronto      Canada       Hybrid   Big Tech (FAANG+)
## 1367         300000 San Francisco         USA       Hybrid Mid-size (501-5000)
## 1368         300000     Amsterdam Netherlands      On-site      Startup (1-50)
## 1369         295000        Zurich Switzerland Fully Remote Mid-size (501-5000)
## 1370         260000       Chicago         USA Fully Remote  Enterprise (5000+)
## 1371         295000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 1372         295000     Amsterdam Netherlands       Hybrid      Startup (1-50)
## 1373         290000       Chicago         USA      On-site Mid-size (501-5000)
## 1374         180000        Berlin     Germany       Hybrid        SME (51-500)
## 1375         300000        Berlin     Germany Fully Remote Mid-size (501-5000)
## 1376         200000         Paris      France       Hybrid        SME (51-500)
## 1377         312000       Beijing       China       Hybrid Mid-size (501-5000)
## 1378         180000        Sydney   Australia      On-site Mid-size (501-5000)
## 1379         250000        Austin         USA       Hybrid        SME (51-500)
## 1380         200000        Austin         USA Fully Remote  Enterprise (5000+)
## 1381         240000   Los Angeles         USA Fully Remote        SME (51-500)
## 1382         312000        Berlin     Germany Fully Remote   Big Tech (FAANG+)
## 1383         180000        Austin         USA       Hybrid      Startup (1-50)
## 1384         260000         Tokyo       Japan Fully Remote Mid-size (501-5000)
## 1385         260000       Chicago         USA       Hybrid Mid-size (501-5000)
## 1386         200000        Zurich Switzerland       Hybrid  Enterprise (5000+)
## 1387         260000        London          UK       Hybrid   Big Tech (FAANG+)
## 1388         260000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 1389         280000        London          UK      On-site  Enterprise (5000+)
## 1390         312000        Berlin     Germany      On-site  Enterprise (5000+)
## 1391         280000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 1392         270000        Austin         USA       Hybrid   Big Tech (FAANG+)
## 1393         270000         Paris      France      On-site        SME (51-500)
## 1394         270000     Bangalore       India Fully Remote        SME (51-500)
## 1395         280000       Chicago         USA Fully Remote        SME (51-500)
## 1396         300000      New York         USA      On-site        SME (51-500)
## 1397         218000        Austin         USA Fully Remote Mid-size (501-5000)
## 1398         220000 San Francisco         USA       Hybrid Mid-size (501-5000)
## 1399         200000        London          UK      On-site        SME (51-500)
## 1400         218000      New York         USA Fully Remote Mid-size (501-5000)
## 1401         295000        Boston         USA       Hybrid      Startup (1-50)
## 1402         210000         Tokyo       Japan Fully Remote Mid-size (501-5000)
## 1403         210000        Austin         USA       Hybrid  Enterprise (5000+)
## 1404         240000        London          UK       Hybrid      Startup (1-50)
## 1405         300000         Dubai         UAE       Hybrid   Big Tech (FAANG+)
## 1406         260000      New York         USA Fully Remote  Enterprise (5000+)
## 1407         270000         Tokyo       Japan       Hybrid  Enterprise (5000+)
## 1408         250000      New York         USA       Hybrid Mid-size (501-5000)
## 1409         290000         Dubai         UAE Fully Remote        SME (51-500)
## 1410         260000        Berlin     Germany       Hybrid  Enterprise (5000+)
## 1411         218000        London          UK      On-site Mid-size (501-5000)
## 1412         200000      New York         USA      On-site   Big Tech (FAANG+)
## 1413         260000         Paris      France       Hybrid        SME (51-500)
## 1414         280000        Austin         USA      On-site  Enterprise (5000+)
## 1415         195000        Boston         USA      On-site   Big Tech (FAANG+)
## 1416         240000        Boston         USA      On-site Mid-size (501-5000)
## 1417         320000        Boston         USA Fully Remote Mid-size (501-5000)
## 1418         320000        Berlin     Germany Fully Remote      Startup (1-50)
## 1419         300000         Paris      France       Hybrid      Startup (1-50)
## 1420         260000     Amsterdam Netherlands       Hybrid      Startup (1-50)
## 1421         260000       Seattle         USA       Hybrid  Enterprise (5000+)
## 1422         280000   Los Angeles         USA       Hybrid        SME (51-500)
## 1423         260000     Bangalore       India Fully Remote  Enterprise (5000+)
## 1424         290000 San Francisco         USA      On-site      Startup (1-50)
## 1425         218000        Berlin     Germany       Hybrid   Big Tech (FAANG+)
## 1426         180000   Los Angeles         USA       Hybrid      Startup (1-50)
## 1427         270000     Bangalore       India      On-site   Big Tech (FAANG+)
## 1428         270000        Boston         USA Fully Remote   Big Tech (FAANG+)
## 1429         300000      New York         USA Fully Remote      Startup (1-50)
## 1430         290000   Los Angeles         USA Fully Remote   Big Tech (FAANG+)
## 1431         320000        London          UK Fully Remote  Enterprise (5000+)
## 1432         312000        London          UK       Hybrid      Startup (1-50)
## 1433         270000     Bangalore       India      On-site        SME (51-500)
## 1434         280000       Toronto      Canada Fully Remote        SME (51-500)
## 1435         250000       Toronto      Canada      On-site   Big Tech (FAANG+)
## 1436         280000        Sydney   Australia       Hybrid        SME (51-500)
## 1437         295000        Zurich Switzerland       Hybrid   Big Tech (FAANG+)
## 1438         260000     Amsterdam Netherlands      On-site        SME (51-500)
## 1439         260000        Austin         USA      On-site   Big Tech (FAANG+)
## 1440         240000     Singapore   Singapore Fully Remote        SME (51-500)
## 1441         200000   Los Angeles         USA      On-site  Enterprise (5000+)
## 1442         218000     Amsterdam Netherlands      On-site        SME (51-500)
## 1443         300000        Austin         USA      On-site Mid-size (501-5000)
## 1444         295000         Paris      France       Hybrid      Startup (1-50)
## 1445         260000         Tokyo       Japan      On-site      Startup (1-50)
## 1446         200000       Beijing       China      On-site   Big Tech (FAANG+)
## 1447         270000        Zurich Switzerland Fully Remote  Enterprise (5000+)
## 1448         200000       Chicago         USA       Hybrid Mid-size (501-5000)
## 1449         240000         Dubai         UAE Fully Remote      Startup (1-50)
## 1450         220000     Bangalore       India Fully Remote  Enterprise (5000+)
## 1451         300000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 1452         280000        Zurich Switzerland      On-site  Enterprise (5000+)
## 1453         218000        Zurich Switzerland       Hybrid      Startup (1-50)
## 1454         300000        London          UK      On-site      Startup (1-50)
## 1455         200000        Austin         USA       Hybrid  Enterprise (5000+)
## 1456         270000     Bangalore       India       Hybrid      Startup (1-50)
## 1457         210000   Los Angeles         USA       Hybrid      Startup (1-50)
## 1458         260000       Toronto      Canada Fully Remote Mid-size (501-5000)
## 1459         270000       Toronto      Canada       Hybrid      Startup (1-50)
## 1460         270000     Singapore   Singapore       Hybrid Mid-size (501-5000)
## 1461         300000        Boston         USA       Hybrid        SME (51-500)
## 1462         290000        London          UK      On-site      Startup (1-50)
## 1463         200000         Tokyo       Japan       Hybrid   Big Tech (FAANG+)
## 1464         218000     Amsterdam Netherlands       Hybrid   Big Tech (FAANG+)
## 1465         312000       Toronto      Canada      On-site      Startup (1-50)
## 1466         180000       Seattle         USA      On-site   Big Tech (FAANG+)
## 1467         218000         Dubai         UAE Fully Remote        SME (51-500)
## 1468         260000 San Francisco         USA Fully Remote      Startup (1-50)
## 1469         250000     Amsterdam Netherlands       Hybrid Mid-size (501-5000)
## 1470         270000       Beijing       China       Hybrid Mid-size (501-5000)
## 1471         300000       Seattle         USA Fully Remote  Enterprise (5000+)
## 1472         300000        Sydney   Australia      On-site Mid-size (501-5000)
## 1473         300000 San Francisco         USA       Hybrid      Startup (1-50)
## 1474         280000        Remote      Global       Hybrid  Enterprise (5000+)
## 1475         300000      New York         USA Fully Remote Mid-size (501-5000)
## 1476         260000     Bangalore       India       Hybrid  Enterprise (5000+)
## 1477         280000     Amsterdam Netherlands       Hybrid Mid-size (501-5000)
## 1478         220000       Seattle         USA      On-site        SME (51-500)
## 1479         260000        Remote      Global       Hybrid      Startup (1-50)
## 1480         300000       Chicago         USA      On-site Mid-size (501-5000)
## 1481         280000         Dubai         UAE       Hybrid Mid-size (501-5000)
## 1482         280000         Tokyo       Japan       Hybrid      Startup (1-50)
## 1483         240000        Boston         USA       Hybrid   Big Tech (FAANG+)
## 1484         300000        Remote      Global Fully Remote        SME (51-500)
## 1485         280000         Dubai         UAE       Hybrid   Big Tech (FAANG+)
## 1486         270000   Los Angeles         USA       Hybrid  Enterprise (5000+)
## 1487         260000         Paris      France Fully Remote Mid-size (501-5000)
## 1488         200000       Toronto      Canada      On-site   Big Tech (FAANG+)
## 1489         270000        Remote      Global       Hybrid      Startup (1-50)
## 1490         200000       Seattle         USA       Hybrid Mid-size (501-5000)
## 1491         218000       Seattle         USA       Hybrid        SME (51-500)
## 1492         240000         Tokyo       Japan Fully Remote  Enterprise (5000+)
## 1493         300000       Toronto      Canada       Hybrid        SME (51-500)
## 1494         290000        Berlin     Germany      On-site Mid-size (501-5000)
## 1495         200000        Zurich Switzerland       Hybrid        SME (51-500)
## 1496         290000     Bangalore       India       Hybrid  Enterprise (5000+)
## 1497         260000        Berlin     Germany       Hybrid  Enterprise (5000+)
## 1498         250000       Toronto      Canada      On-site   Big Tech (FAANG+)
## 1499         300000        London          UK       Hybrid  Enterprise (5000+)
## 1500         218000        Zurich Switzerland      On-site      Startup (1-50)
## 1501         200000   Los Angeles         USA       Hybrid      Startup (1-50)
## 1502         220000     Singapore   Singapore Fully Remote      Startup (1-50)
## 1503         260000       Chicago         USA Fully Remote        SME (51-500)
## 1504         300000        London          UK       Hybrid      Startup (1-50)
## 1505         218000         Paris      France Fully Remote        SME (51-500)
## 1506         220000       Toronto      Canada       Hybrid        SME (51-500)
## 1507         180000       Toronto      Canada Fully Remote   Big Tech (FAANG+)
## 1508         210000         Tokyo       Japan Fully Remote Mid-size (501-5000)
## 1509         280000       Chicago         USA Fully Remote        SME (51-500)
## 1510         300000       Beijing       China      On-site  Enterprise (5000+)
## 1511         290000        Berlin     Germany       Hybrid      Startup (1-50)
## 1512         270000        Zurich Switzerland Fully Remote      Startup (1-50)
## 1513         280000        Zurich Switzerland       Hybrid   Big Tech (FAANG+)
## 1514         200000     Singapore   Singapore Fully Remote      Startup (1-50)
## 1515         300000     Singapore   Singapore       Hybrid Mid-size (501-5000)
## 1516         260000      New York         USA       Hybrid Mid-size (501-5000)
## 1517         270000     Bangalore       India       Hybrid        SME (51-500)
## 1518         295000      New York         USA       Hybrid   Big Tech (FAANG+)
## 1519         320000      New York         USA Fully Remote Mid-size (501-5000)
## 1520         300000        Zurich Switzerland      On-site Mid-size (501-5000)
## 1521         280000        Berlin     Germany      On-site Mid-size (501-5000)
## 1522         270000         Tokyo       Japan       Hybrid        SME (51-500)
## 1523         200000        Boston         USA       Hybrid   Big Tech (FAANG+)
## 1524         280000        Boston         USA       Hybrid  Enterprise (5000+)
## 1525         210000        Zurich Switzerland       Hybrid Mid-size (501-5000)
## 1526         260000     Singapore   Singapore Fully Remote      Startup (1-50)
## 1527         280000     Bangalore       India       Hybrid Mid-size (501-5000)
## 1528         195000       Toronto      Canada       Hybrid Mid-size (501-5000)
## 1529         270000     Amsterdam Netherlands       Hybrid        SME (51-500)
## 1530         270000       Toronto      Canada       Hybrid      Startup (1-50)
## 1531         270000       Toronto      Canada       Hybrid   Big Tech (FAANG+)
## 1532         300000       Toronto      Canada      On-site Mid-size (501-5000)
## 1533         270000       Toronto      Canada Fully Remote        SME (51-500)
## 1534         260000        Berlin     Germany      On-site Mid-size (501-5000)
## 1535         260000        Austin         USA       Hybrid Mid-size (501-5000)
## 1536         250000        Zurich Switzerland      On-site   Big Tech (FAANG+)
## 1537         200000      New York         USA      On-site   Big Tech (FAANG+)
## 1538         312000         Tokyo       Japan       Hybrid      Startup (1-50)
## 1539         250000         Tokyo       Japan      On-site Mid-size (501-5000)
## 1540         280000        Austin         USA Fully Remote   Big Tech (FAANG+)
## 1541         312000        London          UK       Hybrid      Startup (1-50)
## 1542         270000   Los Angeles         USA       Hybrid        SME (51-500)
## 1543         280000        Austin         USA       Hybrid        SME (51-500)
## 1544         300000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 1545         280000        Zurich Switzerland       Hybrid        SME (51-500)
## 1546         240000 San Francisco         USA      On-site        SME (51-500)
## 1547         250000        Boston         USA       Hybrid      Startup (1-50)
## 1548         320000        Berlin     Germany Fully Remote Mid-size (501-5000)
## 1549         260000 San Francisco         USA      On-site   Big Tech (FAANG+)
## 1550         218000        Sydney   Australia       Hybrid  Enterprise (5000+)
## 1551         195000       Beijing       China       Hybrid        SME (51-500)
## 1552         200000        Remote      Global      On-site   Big Tech (FAANG+)
## 1553         280000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 1554         295000     Amsterdam Netherlands       Hybrid      Startup (1-50)
## 1555         270000        London          UK       Hybrid   Big Tech (FAANG+)
## 1556         300000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 1557         195000       Beijing       China       Hybrid        SME (51-500)
## 1558         180000        Berlin     Germany       Hybrid        SME (51-500)
## 1559         320000       Chicago         USA Fully Remote  Enterprise (5000+)
## 1560         270000   Los Angeles         USA       Hybrid   Big Tech (FAANG+)
## 1561         280000       Seattle         USA       Hybrid   Big Tech (FAANG+)
## 1562         300000       Seattle         USA Fully Remote  Enterprise (5000+)
## 1563         295000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 1564         218000       Seattle         USA       Hybrid        SME (51-500)
## 1565         300000         Dubai         UAE Fully Remote  Enterprise (5000+)
## 1566         240000 San Francisco         USA      On-site        SME (51-500)
## 1567         260000       Seattle         USA Fully Remote      Startup (1-50)
## 1568         260000        Boston         USA Fully Remote  Enterprise (5000+)
## 1569         320000         Paris      France       Hybrid        SME (51-500)
## 1570         250000        Sydney   Australia Fully Remote      Startup (1-50)
## 1571         200000        Boston         USA      On-site  Enterprise (5000+)
## 1572         280000       Chicago         USA       Hybrid Mid-size (501-5000)
## 1573         220000         Dubai         UAE      On-site      Startup (1-50)
## 1574         280000      New York         USA Fully Remote Mid-size (501-5000)
## 1575         200000        Boston         USA       Hybrid  Enterprise (5000+)
## 1576         280000 San Francisco         USA       Hybrid        SME (51-500)
## 1577         270000     Amsterdam Netherlands      On-site      Startup (1-50)
## 1578         240000 San Francisco         USA      On-site        SME (51-500)
## 1579         260000        Sydney   Australia       Hybrid        SME (51-500)
## 1580         260000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 1581         260000        Remote      Global       Hybrid      Startup (1-50)
## 1582         280000        Zurich Switzerland       Hybrid  Enterprise (5000+)
## 1583         218000        Berlin     Germany       Hybrid Mid-size (501-5000)
## 1584         280000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 1585         290000        Sydney   Australia       Hybrid   Big Tech (FAANG+)
## 1586         218000         Tokyo       Japan       Hybrid      Startup (1-50)
## 1587         300000        London          UK       Hybrid  Enterprise (5000+)
## 1588         210000         Paris      France Fully Remote   Big Tech (FAANG+)
## 1589         250000         Tokyo       Japan Fully Remote Mid-size (501-5000)
## 1590         180000        Boston         USA      On-site      Startup (1-50)
## 1591         260000   Los Angeles         USA Fully Remote      Startup (1-50)
## 1592         290000       Beijing       China       Hybrid  Enterprise (5000+)
## 1593         320000        Austin         USA      On-site      Startup (1-50)
## 1594         260000        London          UK Fully Remote        SME (51-500)
## 1595         260000        Berlin     Germany       Hybrid  Enterprise (5000+)
## 1596         218000     Singapore   Singapore      On-site Mid-size (501-5000)
## 1597         280000        Remote      Global Fully Remote Mid-size (501-5000)
## 1598         250000     Singapore   Singapore       Hybrid Mid-size (501-5000)
## 1599         200000     Singapore   Singapore Fully Remote      Startup (1-50)
## 1600         280000        Sydney   Australia       Hybrid Mid-size (501-5000)
## 1601         260000        Remote      Global       Hybrid      Startup (1-50)
## 1602         300000        Zurich Switzerland      On-site Mid-size (501-5000)
## 1603         195000 San Francisco         USA      On-site        SME (51-500)
## 1604         300000        Remote      Global       Hybrid        SME (51-500)
## 1605         290000       Beijing       China Fully Remote  Enterprise (5000+)
## 1606         320000       Toronto      Canada Fully Remote      Startup (1-50)
## 1607         260000         Paris      France       Hybrid        SME (51-500)
## 1608         300000         Tokyo       Japan      On-site        SME (51-500)
## 1609         270000        Sydney   Australia       Hybrid      Startup (1-50)
## 1610         200000        London          UK       Hybrid        SME (51-500)
## 1611         200000         Paris      France       Hybrid   Big Tech (FAANG+)
## 1612         280000     Bangalore       India Fully Remote Mid-size (501-5000)
## 1613         220000       Seattle         USA      On-site  Enterprise (5000+)
## 1614         300000     Bangalore       India       Hybrid      Startup (1-50)
## 1615         270000     Bangalore       India      On-site   Big Tech (FAANG+)
## 1616         290000         Tokyo       Japan       Hybrid      Startup (1-50)
## 1617         280000         Dubai         UAE       Hybrid Mid-size (501-5000)
## 1618         280000      New York         USA Fully Remote  Enterprise (5000+)
## 1619         250000       Chicago         USA       Hybrid        SME (51-500)
## 1620         220000       Toronto      Canada       Hybrid   Big Tech (FAANG+)
## 1621         260000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 1622         290000     Amsterdam Netherlands       Hybrid      Startup (1-50)
## 1623         180000 San Francisco         USA      On-site      Startup (1-50)
## 1624         200000        Berlin     Germany       Hybrid  Enterprise (5000+)
## 1625         280000        Boston         USA       Hybrid  Enterprise (5000+)
## 1626         280000        Boston         USA       Hybrid        SME (51-500)
## 1627         312000 San Francisco         USA      On-site        SME (51-500)
## 1628         300000 San Francisco         USA      On-site Mid-size (501-5000)
## 1629         280000        Zurich Switzerland       Hybrid  Enterprise (5000+)
## 1630         270000       Toronto      Canada       Hybrid      Startup (1-50)
## 1631         240000        Berlin     Germany Fully Remote      Startup (1-50)
## 1632         240000     Bangalore       India       Hybrid Mid-size (501-5000)
## 1633         300000 San Francisco         USA      On-site Mid-size (501-5000)
## 1634         270000         Paris      France Fully Remote  Enterprise (5000+)
## 1635         300000       Toronto      Canada Fully Remote   Big Tech (FAANG+)
## 1636         295000     Amsterdam Netherlands       Hybrid Mid-size (501-5000)
## 1637         300000        Austin         USA Fully Remote  Enterprise (5000+)
## 1638         240000     Amsterdam Netherlands      On-site Mid-size (501-5000)
## 1639         200000     Singapore   Singapore Fully Remote        SME (51-500)
## 1640         220000        Berlin     Germany      On-site Mid-size (501-5000)
## 1641         250000       Chicago         USA Fully Remote Mid-size (501-5000)
## 1642         220000     Singapore   Singapore       Hybrid   Big Tech (FAANG+)
## 1643         180000        Remote      Global       Hybrid      Startup (1-50)
## 1644         300000       Toronto      Canada       Hybrid        SME (51-500)
## 1645         270000     Amsterdam Netherlands      On-site      Startup (1-50)
## 1646         290000        Remote      Global      On-site        SME (51-500)
## 1647         290000        Austin         USA Fully Remote Mid-size (501-5000)
## 1648         300000 San Francisco         USA      On-site Mid-size (501-5000)
## 1649         290000        London          UK      On-site      Startup (1-50)
## 1650         290000        Sydney   Australia       Hybrid  Enterprise (5000+)
## 1651         218000        Berlin     Germany Fully Remote   Big Tech (FAANG+)
## 1652         250000        Austin         USA       Hybrid        SME (51-500)
## 1653         195000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 1654         300000        Zurich Switzerland      On-site Mid-size (501-5000)
## 1655         280000   Los Angeles         USA       Hybrid        SME (51-500)
## 1656         270000       Seattle         USA      On-site  Enterprise (5000+)
## 1657         280000        Zurich Switzerland       Hybrid  Enterprise (5000+)
## 1658         210000         Tokyo       Japan Fully Remote Mid-size (501-5000)
## 1659         300000       Seattle         USA Fully Remote   Big Tech (FAANG+)
## 1660         270000        Boston         USA       Hybrid  Enterprise (5000+)
## 1661         280000        Berlin     Germany       Hybrid Mid-size (501-5000)
## 1662         200000        Berlin     Germany Fully Remote        SME (51-500)
## 1663         280000         Dubai         UAE      On-site   Big Tech (FAANG+)
## 1664         300000         Paris      France Fully Remote   Big Tech (FAANG+)
## 1665         260000 San Francisco         USA Fully Remote   Big Tech (FAANG+)
## 1666         300000        Remote      Global Fully Remote      Startup (1-50)
## 1667         300000       Seattle         USA      On-site  Enterprise (5000+)
## 1668         240000     Amsterdam Netherlands Fully Remote      Startup (1-50)
## 1669         295000     Singapore   Singapore       Hybrid        SME (51-500)
## 1670         312000       Seattle         USA Fully Remote Mid-size (501-5000)
## 1671         240000        Zurich Switzerland      On-site Mid-size (501-5000)
## 1672         280000        Austin         USA      On-site   Big Tech (FAANG+)
## 1673         195000        Remote      Global       Hybrid   Big Tech (FAANG+)
## 1674         280000     Singapore   Singapore Fully Remote        SME (51-500)
## 1675         200000         Dubai         UAE       Hybrid      Startup (1-50)
## 1676         320000 San Francisco         USA       Hybrid      Startup (1-50)
## 1677         320000        Zurich Switzerland       Hybrid      Startup (1-50)
## 1678         260000       Seattle         USA       Hybrid  Enterprise (5000+)
## 1679         290000     Amsterdam Netherlands       Hybrid  Enterprise (5000+)
## 1680         300000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 1681         320000        Boston         USA Fully Remote Mid-size (501-5000)
## 1682         240000        Berlin     Germany      On-site   Big Tech (FAANG+)
## 1683         210000   Los Angeles         USA       Hybrid      Startup (1-50)
## 1684         210000     Bangalore       India Fully Remote   Big Tech (FAANG+)
## 1685         260000 San Francisco         USA Fully Remote      Startup (1-50)
## 1686         260000        Remote      Global      On-site        SME (51-500)
## 1687         260000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 1688         280000        London          UK Fully Remote        SME (51-500)
## 1689         300000 San Francisco         USA      On-site Mid-size (501-5000)
## 1690         240000        Berlin     Germany Fully Remote      Startup (1-50)
## 1691         300000        Sydney   Australia Fully Remote      Startup (1-50)
## 1692         200000         Paris      France      On-site        SME (51-500)
## 1693         200000 San Francisco         USA      On-site        SME (51-500)
## 1694         312000     Singapore   Singapore       Hybrid      Startup (1-50)
## 1695         260000        Zurich Switzerland       Hybrid   Big Tech (FAANG+)
## 1696         220000        London          UK       Hybrid   Big Tech (FAANG+)
## 1697         180000        Remote      Global       Hybrid      Startup (1-50)
## 1698         210000        London          UK Fully Remote   Big Tech (FAANG+)
## 1699         218000        Berlin     Germany       Hybrid Mid-size (501-5000)
## 1700         260000         Paris      France       Hybrid Mid-size (501-5000)
## 1701         300000   Los Angeles         USA       Hybrid   Big Tech (FAANG+)
## 1702         210000     Singapore   Singapore Fully Remote   Big Tech (FAANG+)
## 1703         260000       Seattle         USA      On-site      Startup (1-50)
## 1704         290000      New York         USA       Hybrid        SME (51-500)
## 1705         290000      New York         USA       Hybrid        SME (51-500)
## 1706         290000 San Francisco         USA       Hybrid      Startup (1-50)
## 1707         195000       Toronto      Canada Fully Remote Mid-size (501-5000)
## 1708         250000       Toronto      Canada       Hybrid  Enterprise (5000+)
## 1709         200000        London          UK Fully Remote        SME (51-500)
## 1710         260000       Toronto      Canada      On-site        SME (51-500)
## 1711         210000        Sydney   Australia       Hybrid  Enterprise (5000+)
## 1712         180000       Seattle         USA      On-site   Big Tech (FAANG+)
## 1713         260000        Boston         USA Fully Remote   Big Tech (FAANG+)
## 1714         280000        London          UK       Hybrid  Enterprise (5000+)
## 1715         280000         Tokyo       Japan       Hybrid        SME (51-500)
## 1716         260000        Remote      Global      On-site   Big Tech (FAANG+)
## 1717         270000        Austin         USA      On-site        SME (51-500)
## 1718         312000       Seattle         USA Fully Remote Mid-size (501-5000)
## 1719         210000        Boston         USA       Hybrid Mid-size (501-5000)
## 1720         200000       Chicago         USA       Hybrid        SME (51-500)
## 1721         195000        Austin         USA       Hybrid      Startup (1-50)
## 1722         220000     Singapore   Singapore Fully Remote        SME (51-500)
## 1723         312000     Amsterdam Netherlands      On-site        SME (51-500)
## 1724         270000         Dubai         UAE Fully Remote Mid-size (501-5000)
## 1725         195000         Paris      France       Hybrid      Startup (1-50)
## 1726         280000     Singapore   Singapore Fully Remote      Startup (1-50)
## 1727         200000       Toronto      Canada Fully Remote      Startup (1-50)
## 1728         280000        Boston         USA       Hybrid  Enterprise (5000+)
## 1729         280000       Chicago         USA      On-site        SME (51-500)
## 1730         300000       Beijing       China      On-site      Startup (1-50)
## 1731         218000         Tokyo       Japan       Hybrid      Startup (1-50)
## 1732         240000        London          UK      On-site  Enterprise (5000+)
## 1733         210000 San Francisco         USA       Hybrid        SME (51-500)
## 1734         312000        London          UK      On-site Mid-size (501-5000)
## 1735         240000        Sydney   Australia      On-site        SME (51-500)
## 1736         195000        Zurich Switzerland      On-site  Enterprise (5000+)
## 1737         312000        Berlin     Germany Fully Remote   Big Tech (FAANG+)
## 1738         218000        London          UK      On-site Mid-size (501-5000)
## 1739         270000         Dubai         UAE       Hybrid Mid-size (501-5000)
## 1740         270000        Austin         USA       Hybrid      Startup (1-50)
## 1741         280000        Zurich Switzerland       Hybrid  Enterprise (5000+)
## 1742         180000        Berlin     Germany       Hybrid        SME (51-500)
## 1743         218000       Seattle         USA Fully Remote Mid-size (501-5000)
## 1744         220000        Austin         USA       Hybrid   Big Tech (FAANG+)
## 1745         220000       Chicago         USA       Hybrid   Big Tech (FAANG+)
## 1746         280000        London          UK      On-site      Startup (1-50)
## 1747         300000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 1748         218000       Beijing       China       Hybrid        SME (51-500)
## 1749         300000       Chicago         USA       Hybrid      Startup (1-50)
## 1750         295000     Amsterdam Netherlands       Hybrid      Startup (1-50)
## 1751         260000        Sydney   Australia Fully Remote  Enterprise (5000+)
## 1752         280000        Boston         USA       Hybrid  Enterprise (5000+)
## 1753         270000     Bangalore       India       Hybrid        SME (51-500)
## 1754         290000        Berlin     Germany       Hybrid        SME (51-500)
## 1755         220000        Boston         USA      On-site        SME (51-500)
## 1756         200000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 1757         280000        Sydney   Australia      On-site Mid-size (501-5000)
## 1758         218000      New York         USA      On-site        SME (51-500)
## 1759         195000         Tokyo       Japan      On-site        SME (51-500)
## 1760         218000        Sydney   Australia       Hybrid  Enterprise (5000+)
## 1761         260000       Beijing       China       Hybrid      Startup (1-50)
## 1762         295000     Singapore   Singapore Fully Remote        SME (51-500)
## 1763         250000         Dubai         UAE      On-site  Enterprise (5000+)
## 1764         220000       Chicago         USA       Hybrid  Enterprise (5000+)
## 1765         200000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 1766         210000        Sydney   Australia       Hybrid  Enterprise (5000+)
## 1767         200000         Dubai         UAE       Hybrid Mid-size (501-5000)
## 1768         200000        Sydney   Australia Fully Remote  Enterprise (5000+)
## 1769         260000      New York         USA Fully Remote   Big Tech (FAANG+)
## 1770         260000        Berlin     Germany Fully Remote        SME (51-500)
## 1771         300000       Chicago         USA Fully Remote  Enterprise (5000+)
## 1772         312000        Remote      Global       Hybrid Mid-size (501-5000)
## 1773         250000         Tokyo       Japan Fully Remote Mid-size (501-5000)
## 1774         218000        London          UK Fully Remote  Enterprise (5000+)
## 1775         260000   Los Angeles         USA Fully Remote  Enterprise (5000+)
## 1776         210000        Zurich Switzerland       Hybrid Mid-size (501-5000)
## 1777         270000   Los Angeles         USA       Hybrid        SME (51-500)
## 1778         260000        Berlin     Germany      On-site   Big Tech (FAANG+)
## 1779         220000       Seattle         USA      On-site   Big Tech (FAANG+)
## 1780         295000     Bangalore       India Fully Remote   Big Tech (FAANG+)
## 1781         260000     Singapore   Singapore Fully Remote Mid-size (501-5000)
## 1782         195000     Bangalore       India Fully Remote Mid-size (501-5000)
## 1783         270000        Sydney   Australia      On-site      Startup (1-50)
## 1784         300000       Chicago         USA Fully Remote  Enterprise (5000+)
## 1785         280000        Austin         USA Fully Remote   Big Tech (FAANG+)
## 1786         270000        Boston         USA Fully Remote   Big Tech (FAANG+)
## 1787         180000   Los Angeles         USA       Hybrid Mid-size (501-5000)
## 1788         250000         Tokyo       Japan      On-site      Startup (1-50)
## 1789         320000     Amsterdam Netherlands Fully Remote   Big Tech (FAANG+)
## 1790         312000       Toronto      Canada      On-site   Big Tech (FAANG+)
## 1791         320000        Zurich Switzerland Fully Remote   Big Tech (FAANG+)
## 1792         200000     Amsterdam Netherlands Fully Remote   Big Tech (FAANG+)
## 1793         280000      New York         USA      On-site  Enterprise (5000+)
## 1794         180000       Toronto      Canada Fully Remote   Big Tech (FAANG+)
## 1795         240000        Zurich Switzerland       Hybrid        SME (51-500)
## 1796         290000        Sydney   Australia Fully Remote        SME (51-500)
## 1797         180000       Toronto      Canada       Hybrid Mid-size (501-5000)
## 1798         240000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 1799         270000       Seattle         USA Fully Remote  Enterprise (5000+)
## 1800         200000       Seattle         USA      On-site Mid-size (501-5000)
## 1801         300000        Austin         USA       Hybrid        SME (51-500)
## 1802         280000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 1803         300000       Chicago         USA       Hybrid Mid-size (501-5000)
## 1804         195000        Zurich Switzerland      On-site  Enterprise (5000+)
## 1805         210000   Los Angeles         USA       Hybrid      Startup (1-50)
## 1806         280000     Singapore   Singapore Fully Remote      Startup (1-50)
## 1807         300000   Los Angeles         USA      On-site Mid-size (501-5000)
## 1808         195000         Paris      France       Hybrid      Startup (1-50)
## 1809         300000       Beijing       China      On-site Mid-size (501-5000)
## 1810         300000     Amsterdam Netherlands Fully Remote      Startup (1-50)
## 1811         200000        Boston         USA       Hybrid  Enterprise (5000+)
## 1812         260000   Los Angeles         USA Fully Remote      Startup (1-50)
## 1813         300000       Beijing       China Fully Remote   Big Tech (FAANG+)
## 1814         280000       Seattle         USA Fully Remote  Enterprise (5000+)
## 1815         220000       Chicago         USA      On-site        SME (51-500)
## 1816         290000       Toronto      Canada Fully Remote   Big Tech (FAANG+)
## 1817         280000       Toronto      Canada       Hybrid      Startup (1-50)
## 1818         300000        London          UK      On-site      Startup (1-50)
## 1819         260000        Sydney   Australia       Hybrid        SME (51-500)
## 1820         250000         Tokyo       Japan Fully Remote Mid-size (501-5000)
## 1821         218000        Zurich Switzerland       Hybrid  Enterprise (5000+)
## 1822         280000         Tokyo       Japan       Hybrid Mid-size (501-5000)
## 1823         180000 San Francisco         USA       Hybrid        SME (51-500)
## 1824         290000        Boston         USA       Hybrid   Big Tech (FAANG+)
## 1825         200000        Berlin     Germany Fully Remote        SME (51-500)
## 1826         260000        Berlin     Germany Fully Remote        SME (51-500)
## 1827         320000       Chicago         USA Fully Remote  Enterprise (5000+)
## 1828         260000       Chicago         USA Fully Remote      Startup (1-50)
## 1829         312000       Seattle         USA       Hybrid      Startup (1-50)
## 1830         295000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 1831         200000       Toronto      Canada Fully Remote      Startup (1-50)
## 1832         295000     Singapore   Singapore Fully Remote  Enterprise (5000+)
## 1833         320000        Zurich Switzerland Fully Remote   Big Tech (FAANG+)
## 1834         195000     Singapore   Singapore       Hybrid   Big Tech (FAANG+)
## 1835         200000        Remote      Global Fully Remote      Startup (1-50)
## 1836         320000        Berlin     Germany Fully Remote      Startup (1-50)
## 1837         240000     Amsterdam Netherlands      On-site Mid-size (501-5000)
## 1838         200000        Zurich Switzerland       Hybrid        SME (51-500)
## 1839         200000       Seattle         USA      On-site Mid-size (501-5000)
## 1840         320000         Tokyo       Japan      On-site Mid-size (501-5000)
## 1841         290000     Amsterdam Netherlands      On-site Mid-size (501-5000)
## 1842         180000 San Francisco         USA      On-site      Startup (1-50)
## 1843         250000       Chicago         USA       Hybrid      Startup (1-50)
## 1844         210000        Sydney   Australia       Hybrid  Enterprise (5000+)
## 1845         320000       Beijing       China      On-site  Enterprise (5000+)
## 1846         280000        Boston         USA Fully Remote   Big Tech (FAANG+)
## 1847         300000     Amsterdam Netherlands      On-site   Big Tech (FAANG+)
## 1848         195000         Tokyo       Japan       Hybrid Mid-size (501-5000)
## 1849         260000       Chicago         USA      On-site  Enterprise (5000+)
## 1850         280000       Toronto      Canada Fully Remote        SME (51-500)
## 1851         300000      New York         USA      On-site        SME (51-500)
## 1852         280000        Sydney   Australia       Hybrid  Enterprise (5000+)
## 1853         260000        Zurich Switzerland      On-site      Startup (1-50)
## 1854         300000         Tokyo       Japan       Hybrid   Big Tech (FAANG+)
## 1855         260000        Boston         USA       Hybrid      Startup (1-50)
## 1856         200000       Beijing       China Fully Remote Mid-size (501-5000)
## 1857         300000        Remote      Global       Hybrid   Big Tech (FAANG+)
## 1858         200000       Seattle         USA       Hybrid  Enterprise (5000+)
## 1859         195000     Amsterdam Netherlands      On-site      Startup (1-50)
## 1860         270000         Tokyo       Japan       Hybrid        SME (51-500)
## 1861         180000       Toronto      Canada Fully Remote   Big Tech (FAANG+)
## 1862         290000      New York         USA       Hybrid        SME (51-500)
## 1863         300000        London          UK       Hybrid  Enterprise (5000+)
## 1864         290000        Remote      Global      On-site        SME (51-500)
## 1865         200000         Dubai         UAE       Hybrid      Startup (1-50)
## 1866         280000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 1867         280000        London          UK       Hybrid Mid-size (501-5000)
## 1868         270000     Singapore   Singapore       Hybrid        SME (51-500)
## 1869         220000     Amsterdam Netherlands       Hybrid      Startup (1-50)
## 1870         300000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 1871         300000     Amsterdam Netherlands       Hybrid        SME (51-500)
## 1872         200000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 1873         260000     Amsterdam Netherlands       Hybrid  Enterprise (5000+)
## 1874         220000       Seattle         USA      On-site  Enterprise (5000+)
## 1875         280000     Singapore   Singapore Fully Remote        SME (51-500)
## 1876         300000       Chicago         USA       Hybrid Mid-size (501-5000)
## 1877         290000       Seattle         USA       Hybrid      Startup (1-50)
## 1878         200000       Seattle         USA       Hybrid  Enterprise (5000+)
## 1879         300000        Remote      Global Fully Remote        SME (51-500)
## 1880         290000      New York         USA      On-site  Enterprise (5000+)
## 1881         320000     Amsterdam Netherlands Fully Remote   Big Tech (FAANG+)
## 1882         280000         Tokyo       Japan       Hybrid        SME (51-500)
## 1883         270000     Bangalore       India       Hybrid  Enterprise (5000+)
## 1884         200000       Beijing       China       Hybrid      Startup (1-50)
## 1885         200000 San Francisco         USA       Hybrid  Enterprise (5000+)
## 1886         312000        Austin         USA      On-site  Enterprise (5000+)
## 1887         250000      New York         USA       Hybrid        SME (51-500)
## 1888         300000      New York         USA      On-site        SME (51-500)
## 1889         260000       Beijing       China      On-site  Enterprise (5000+)
## 1890         280000 San Francisco         USA       Hybrid  Enterprise (5000+)
## 1891         200000        London          UK      On-site  Enterprise (5000+)
## 1892         240000 San Francisco         USA       Hybrid   Big Tech (FAANG+)
## 1893         280000       Beijing       China Fully Remote Mid-size (501-5000)
## 1894         240000        Remote      Global       Hybrid Mid-size (501-5000)
## 1895         250000     Bangalore       India       Hybrid  Enterprise (5000+)
## 1896         270000     Bangalore       India Fully Remote  Enterprise (5000+)
## 1897         300000   Los Angeles         USA       Hybrid        SME (51-500)
## 1898         280000     Bangalore       India       Hybrid      Startup (1-50)
## 1899         240000         Paris      France Fully Remote      Startup (1-50)
## 1900         295000        Zurich Switzerland      On-site      Startup (1-50)
## 1901         312000        London          UK       Hybrid        SME (51-500)
## 1902         280000     Singapore   Singapore       Hybrid   Big Tech (FAANG+)
## 1903         240000        Boston         USA      On-site Mid-size (501-5000)
## 1904         200000      New York         USA      On-site   Big Tech (FAANG+)
## 1905         312000       Seattle         USA       Hybrid Mid-size (501-5000)
## 1906         300000       Toronto      Canada      On-site Mid-size (501-5000)
## 1907         200000        London          UK      On-site        SME (51-500)
## 1908         280000         Dubai         UAE      On-site      Startup (1-50)
## 1909         260000     Bangalore       India       Hybrid  Enterprise (5000+)
## 1910         280000       Toronto      Canada Fully Remote        SME (51-500)
## 1911         195000        Berlin     Germany      On-site   Big Tech (FAANG+)
## 1912         250000        Zurich Switzerland       Hybrid        SME (51-500)
## 1913         320000         Paris      France Fully Remote      Startup (1-50)
## 1914         250000     Singapore   Singapore Fully Remote      Startup (1-50)
## 1915         240000     Amsterdam Netherlands Fully Remote Mid-size (501-5000)
## 1916         260000       Toronto      Canada Fully Remote Mid-size (501-5000)
## 1917         260000   Los Angeles         USA Fully Remote      Startup (1-50)
## 1918         195000       Toronto      Canada       Hybrid Mid-size (501-5000)
## 1919         295000        Sydney   Australia Fully Remote   Big Tech (FAANG+)
## 1920         220000         Tokyo       Japan Fully Remote Mid-size (501-5000)
## 1921         240000        Berlin     Germany      On-site        SME (51-500)
## 1922         260000       Toronto      Canada      On-site        SME (51-500)
## 1923         240000 San Francisco         USA       Hybrid      Startup (1-50)
## 1924         280000       Chicago         USA      On-site        SME (51-500)
## 1925         295000 San Francisco         USA Fully Remote   Big Tech (FAANG+)
## 1926         270000   Los Angeles         USA       Hybrid  Enterprise (5000+)
## 1927         295000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 1928         240000      New York         USA      On-site  Enterprise (5000+)
## 1929         290000   Los Angeles         USA Fully Remote   Big Tech (FAANG+)
## 1930         218000       Seattle         USA       Hybrid Mid-size (501-5000)
## 1931         260000       Toronto      Canada      On-site Mid-size (501-5000)
## 1932         312000     Bangalore       India       Hybrid  Enterprise (5000+)
## 1933         240000         Tokyo       Japan Fully Remote   Big Tech (FAANG+)
## 1934         280000      New York         USA       Hybrid      Startup (1-50)
## 1935         240000       Toronto      Canada       Hybrid Mid-size (501-5000)
## 1936         260000        Berlin     Germany       Hybrid  Enterprise (5000+)
## 1937         260000        Zurich Switzerland       Hybrid  Enterprise (5000+)
## 1938         312000     Bangalore       India       Hybrid  Enterprise (5000+)
## 1939         280000 San Francisco         USA Fully Remote Mid-size (501-5000)
## 1940         290000   Los Angeles         USA Fully Remote   Big Tech (FAANG+)
## 1941         240000        Sydney   Australia      On-site        SME (51-500)
## 1942         260000      New York         USA       Hybrid Mid-size (501-5000)
## 1943         218000        Berlin     Germany Fully Remote      Startup (1-50)
## 1944         270000     Amsterdam Netherlands       Hybrid        SME (51-500)
## 1945         270000        Austin         USA Fully Remote        SME (51-500)
## 1946         270000        Zurich Switzerland       Hybrid      Startup (1-50)
## 1947         195000     Bangalore       India Fully Remote Mid-size (501-5000)
## 1948         300000        Austin         USA Fully Remote  Enterprise (5000+)
## 1949         180000     Singapore   Singapore       Hybrid      Startup (1-50)
## 1950         200000        Berlin     Germany       Hybrid   Big Tech (FAANG+)
## 1951         260000         Paris      France Fully Remote   Big Tech (FAANG+)
## 1952         218000       Seattle         USA Fully Remote Mid-size (501-5000)
## 1953         260000        Sydney   Australia      On-site      Startup (1-50)
## 1954         240000     Amsterdam Netherlands      On-site  Enterprise (5000+)
## 1955         312000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 1956         195000        Zurich Switzerland      On-site  Enterprise (5000+)
## 1957         240000       Beijing       China Fully Remote  Enterprise (5000+)
## 1958         260000     Singapore   Singapore       Hybrid   Big Tech (FAANG+)
## 1959         270000   Los Angeles         USA       Hybrid  Enterprise (5000+)
## 1960         280000      New York         USA Fully Remote  Enterprise (5000+)
## 1961         300000       Beijing       China      On-site      Startup (1-50)
## 1962         290000        Sydney   Australia      On-site      Startup (1-50)
## 1963         200000       Beijing       China Fully Remote   Big Tech (FAANG+)
## 1964         280000       Chicago         USA      On-site        SME (51-500)
## 1965         260000       Chicago         USA Fully Remote  Enterprise (5000+)
## 1966         312000        London          UK       Hybrid      Startup (1-50)
## 1967         180000        Austin         USA       Hybrid   Big Tech (FAANG+)
## 1968         270000       Beijing       China       Hybrid  Enterprise (5000+)
## 1969         290000        Boston         USA       Hybrid  Enterprise (5000+)
## 1970         260000         Dubai         UAE Fully Remote   Big Tech (FAANG+)
## 1971         290000      New York         USA      On-site Mid-size (501-5000)
## 1972         320000        Austin         USA Fully Remote  Enterprise (5000+)
## 1973         220000       Seattle         USA      On-site        SME (51-500)
## 1974         260000        Boston         USA Fully Remote   Big Tech (FAANG+)
## 1975         250000         Paris      France       Hybrid      Startup (1-50)
## 1976         260000        Berlin     Germany      On-site        SME (51-500)
## 1977         180000         Tokyo       Japan Fully Remote        SME (51-500)
## 1978         295000     Singapore   Singapore Fully Remote        SME (51-500)
## 1979         312000        Austin         USA Fully Remote Mid-size (501-5000)
## 1980         290000       Chicago         USA       Hybrid        SME (51-500)
## 1981         295000       Toronto      Canada       Hybrid      Startup (1-50)
## 1982         200000       Toronto      Canada Fully Remote Mid-size (501-5000)
## 1983         218000        Austin         USA Fully Remote Mid-size (501-5000)
## 1984         195000        Berlin     Germany      On-site   Big Tech (FAANG+)
## 1985         280000         Paris      France Fully Remote Mid-size (501-5000)
## 1986         220000       Chicago         USA       Hybrid  Enterprise (5000+)
## 1987         280000         Paris      France       Hybrid      Startup (1-50)
## 1988         312000       Toronto      Canada Fully Remote      Startup (1-50)
## 1989         250000       Beijing       China Fully Remote      Startup (1-50)
## 1990         200000       Chicago         USA       Hybrid  Enterprise (5000+)
## 1991         295000        Boston         USA Fully Remote  Enterprise (5000+)
## 1992         270000 San Francisco         USA       Hybrid        SME (51-500)
## 1993         290000        London          UK      On-site      Startup (1-50)
## 1994         260000        Berlin     Germany      On-site Mid-size (501-5000)
## 1995         280000       Beijing       China      On-site      Startup (1-50)
## 1996         280000      New York         USA      On-site   Big Tech (FAANG+)
## 1997         260000         Paris      France Fully Remote  Enterprise (5000+)
## 1998         295000 San Francisco         USA Fully Remote   Big Tech (FAANG+)
## 1999         180000       Chicago         USA       Hybrid   Big Tech (FAANG+)
## 2000         290000        Remote      Global       Hybrid Mid-size (501-5000)
## 2001         270000       Seattle         USA      On-site  Enterprise (5000+)
## 2002         290000       Seattle         USA       Hybrid Mid-size (501-5000)
## 2003         270000 San Francisco         USA       Hybrid        SME (51-500)
## 2004         270000       Seattle         USA      On-site  Enterprise (5000+)
## 2005         280000        Berlin     Germany Fully Remote   Big Tech (FAANG+)
## 2006         250000       Toronto      Canada Fully Remote      Startup (1-50)
## 2007         270000       Seattle         USA Fully Remote  Enterprise (5000+)
## 2008         270000        Austin         USA       Hybrid   Big Tech (FAANG+)
## 2009         312000       Seattle         USA       Hybrid Mid-size (501-5000)
## 2010         295000        Zurich Switzerland      On-site   Big Tech (FAANG+)
## 2011         250000      New York         USA       Hybrid   Big Tech (FAANG+)
## 2012         295000        Remote      Global       Hybrid      Startup (1-50)
## 2013         210000        Zurich Switzerland Fully Remote  Enterprise (5000+)
## 2014         270000     Bangalore       India Fully Remote  Enterprise (5000+)
## 2015         200000         Dubai         UAE       Hybrid      Startup (1-50)
## 2016         260000         Tokyo       Japan       Hybrid      Startup (1-50)
## 2017         295000        Berlin     Germany      On-site Mid-size (501-5000)
## 2018         200000         Dubai         UAE Fully Remote      Startup (1-50)
## 2019         295000     Singapore   Singapore Fully Remote        SME (51-500)
## 2020         250000        Austin         USA       Hybrid        SME (51-500)
## 2021         210000     Amsterdam Netherlands       Hybrid   Big Tech (FAANG+)
## 2022         300000         Tokyo       Japan       Hybrid  Enterprise (5000+)
## 2023         300000     Singapore   Singapore       Hybrid        SME (51-500)
## 2024         320000        Austin         USA Fully Remote  Enterprise (5000+)
## 2025         295000        Berlin     Germany      On-site        SME (51-500)
## 2026         300000         Paris      France Fully Remote   Big Tech (FAANG+)
## 2027         218000        London          UK       Hybrid      Startup (1-50)
## 2028         312000         Tokyo       Japan       Hybrid      Startup (1-50)
## 2029         270000       Toronto      Canada Fully Remote        SME (51-500)
## 2030         300000        London          UK       Hybrid      Startup (1-50)
## 2031         260000        Berlin     Germany      On-site        SME (51-500)
## 2032         250000     Bangalore       India Fully Remote      Startup (1-50)
## 2033         280000        Zurich Switzerland      On-site  Enterprise (5000+)
## 2034         240000        Berlin     Germany      On-site   Big Tech (FAANG+)
## 2035         320000         Tokyo       Japan      On-site Mid-size (501-5000)
## 2036         180000 San Francisco         USA       Hybrid Mid-size (501-5000)
## 2037         210000        Zurich Switzerland       Hybrid      Startup (1-50)
## 2038         180000 San Francisco         USA       Hybrid        SME (51-500)
## 2039         300000        Remote      Global Fully Remote   Big Tech (FAANG+)
## 2040         210000     Amsterdam Netherlands       Hybrid Mid-size (501-5000)
## 2041         210000       Beijing       China      On-site        SME (51-500)
## 2042         195000     Singapore   Singapore       Hybrid   Big Tech (FAANG+)
## 2043         220000        Remote      Global       Hybrid      Startup (1-50)
## 2044         280000       Chicago         USA      On-site        SME (51-500)
## 2045         300000       Chicago         USA Fully Remote   Big Tech (FAANG+)
## 2046         312000     Amsterdam Netherlands       Hybrid      Startup (1-50)
## 2047         260000       Seattle         USA       Hybrid  Enterprise (5000+)
## 2048         270000        Austin         USA      On-site        SME (51-500)
## 2049         260000       Seattle         USA Fully Remote      Startup (1-50)
## 2050         280000         Paris      France Fully Remote      Startup (1-50)
## 2051         218000       Seattle         USA       Hybrid Mid-size (501-5000)
## 2052         280000      New York         USA       Hybrid        SME (51-500)
## 2053         260000         Paris      France       Hybrid        SME (51-500)
## 2054         220000     Bangalore       India Fully Remote  Enterprise (5000+)
## 2055         295000         Dubai         UAE       Hybrid        SME (51-500)
## 2056         290000        London          UK      On-site      Startup (1-50)
## 2057         250000        Austin         USA       Hybrid        SME (51-500)
## 2058         200000       Toronto      Canada      On-site   Big Tech (FAANG+)
## 2059         250000        Sydney   Australia Fully Remote      Startup (1-50)
## 2060         195000         Dubai         UAE       Hybrid  Enterprise (5000+)
## 2061         270000 San Francisco         USA       Hybrid  Enterprise (5000+)
## 2062         280000   Los Angeles         USA Fully Remote      Startup (1-50)
## 2063         270000     Singapore   Singapore      On-site Mid-size (501-5000)
## 2064         250000        Zurich Switzerland      On-site   Big Tech (FAANG+)
## 2065         300000       Beijing       China      On-site Mid-size (501-5000)
## 2066         295000       Seattle         USA      On-site   Big Tech (FAANG+)
## 2067         280000      New York         USA Fully Remote Mid-size (501-5000)
## 2068         295000        London          UK       Hybrid Mid-size (501-5000)
## 2069         200000        Austin         USA Fully Remote  Enterprise (5000+)
## 2070         270000     Bangalore       India      On-site        SME (51-500)
## 2071         280000        Remote      Global Fully Remote  Enterprise (5000+)
## 2072         210000       Toronto      Canada Fully Remote   Big Tech (FAANG+)
## 2073         218000 San Francisco         USA       Hybrid        SME (51-500)
## 2074         240000       Chicago         USA       Hybrid  Enterprise (5000+)
## 2075         195000       Beijing       China Fully Remote        SME (51-500)
## 2076         300000     Singapore   Singapore       Hybrid Mid-size (501-5000)
## 2077         280000        Berlin     Germany      On-site Mid-size (501-5000)
## 2078         290000        Berlin     Germany       Hybrid      Startup (1-50)
## 2079         300000        London          UK      On-site  Enterprise (5000+)
## 2080         260000       Chicago         USA       Hybrid        SME (51-500)
## 2081         220000     Bangalore       India Fully Remote  Enterprise (5000+)
## 2082         218000         Paris      France       Hybrid  Enterprise (5000+)
## 2083         320000       Seattle         USA      On-site      Startup (1-50)
## 2084         218000 San Francisco         USA      On-site   Big Tech (FAANG+)
## 2085         320000       Chicago         USA       Hybrid  Enterprise (5000+)
## 2086         280000       Seattle         USA Fully Remote Mid-size (501-5000)
## 2087         250000        Sydney   Australia Fully Remote Mid-size (501-5000)
## 2088         280000         Paris      France Fully Remote Mid-size (501-5000)
## 2089         295000     Singapore   Singapore       Hybrid  Enterprise (5000+)
## 2090         200000      New York         USA      On-site  Enterprise (5000+)
## 2091         300000         Tokyo       Japan      On-site        SME (51-500)
## 2092         195000        Boston         USA       Hybrid        SME (51-500)
## 2093         290000     Amsterdam Netherlands      On-site Mid-size (501-5000)
## 2094         280000        Remote      Global      On-site      Startup (1-50)
## 2095         280000   Los Angeles         USA       Hybrid      Startup (1-50)
## 2096         195000      New York         USA Fully Remote   Big Tech (FAANG+)
## 2097         270000        Sydney   Australia       Hybrid Mid-size (501-5000)
##           industry
## 1          Finance
## 2          Finance
## 3          Finance
## 4       Technology
## 5       Automotive
## 6       Government
## 7    Manufacturing
## 8        Education
## 9       Automotive
## 10      Automotive
## 11      Technology
## 12       Education
## 13          Retail
## 14         Finance
## 15      Consulting
## 16        Research
## 17      Healthcare
## 18      Consulting
## 19      Government
## 20      Consulting
## 21      Consulting
## 22      Technology
## 23           Media
## 24         Finance
## 25   Manufacturing
## 26          Energy
## 27      Technology
## 28          Energy
## 29   Manufacturing
## 30        Research
## 31           Media
## 32        Research
## 33      Healthcare
## 34      Government
## 35      Automotive
## 36         Finance
## 37      Technology
## 38      Government
## 39      Government
## 40      Consulting
## 41          Energy
## 42           Media
## 43         Finance
## 44      Consulting
## 45           Media
## 46      Consulting
## 47          Energy
## 48      Healthcare
## 49           Media
## 50      Healthcare
## 51      Automotive
## 52      Automotive
## 53      Healthcare
## 54       Education
## 55           Media
## 56      Consulting
## 57          Energy
## 58          Retail
## 59          Retail
## 60         Finance
## 61        Research
## 62      Government
## 63   Manufacturing
## 64         Finance
## 65          Energy
## 66       Education
## 67      Consulting
## 68          Retail
## 69      Healthcare
## 70      Government
## 71      Automotive
## 72          Energy
## 73       Education
## 74   Manufacturing
## 75         Finance
## 76      Government
## 77       Education
## 78         Finance
## 79         Finance
## 80      Consulting
## 81           Media
## 82           Media
## 83      Consulting
## 84      Consulting
## 85         Finance
## 86         Finance
## 87      Technology
## 88      Technology
## 89   Manufacturing
## 90      Consulting
## 91   Manufacturing
## 92   Manufacturing
## 93           Media
## 94      Healthcare
## 95        Research
## 96      Technology
## 97      Government
## 98      Automotive
## 99      Healthcare
## 100       Research
## 101        Finance
## 102     Automotive
## 103     Automotive
## 104         Energy
## 105          Media
## 106         Energy
## 107  Manufacturing
## 108  Manufacturing
## 109        Finance
## 110       Research
## 111       Research
## 112          Media
## 113     Healthcare
## 114      Education
## 115        Finance
## 116     Government
## 117      Education
## 118         Retail
## 119       Research
## 120          Media
## 121       Research
## 122      Education
## 123      Education
## 124     Healthcare
## 125  Manufacturing
## 126  Manufacturing
## 127     Automotive
## 128         Retail
## 129  Manufacturing
## 130         Energy
## 131     Automotive
## 132     Healthcare
## 133     Government
## 134        Finance
## 135        Finance
## 136       Research
## 137      Education
## 138     Automotive
## 139     Technology
## 140      Education
## 141     Healthcare
## 142          Media
## 143     Automotive
## 144        Finance
## 145     Government
## 146        Finance
## 147     Automotive
## 148  Manufacturing
## 149         Energy
## 150     Government
## 151  Manufacturing
## 152     Technology
## 153  Manufacturing
## 154         Energy
## 155     Technology
## 156         Retail
## 157         Retail
## 158        Finance
## 159        Finance
## 160     Healthcare
## 161         Retail
## 162     Government
## 163         Retail
## 164     Technology
## 165      Education
## 166         Energy
## 167  Manufacturing
## 168         Retail
## 169       Research
## 170     Automotive
## 171     Government
## 172         Energy
## 173     Consulting
## 174     Automotive
## 175     Government
## 176      Education
## 177          Media
## 178     Technology
## 179     Healthcare
## 180     Consulting
## 181      Education
## 182      Education
## 183       Research
## 184     Government
## 185          Media
## 186     Government
## 187         Energy
## 188     Technology
## 189     Technology
## 190         Retail
## 191        Finance
## 192     Consulting
## 193          Media
## 194        Finance
## 195  Manufacturing
## 196     Technology
## 197     Technology
## 198         Energy
## 199     Healthcare
## 200     Technology
## 201      Education
## 202      Education
## 203     Government
## 204  Manufacturing
## 205     Healthcare
## 206     Healthcare
## 207        Finance
## 208      Education
## 209          Media
## 210      Education
## 211       Research
## 212  Manufacturing
## 213         Retail
## 214     Automotive
## 215        Finance
## 216     Automotive
## 217         Retail
## 218         Energy
## 219       Research
## 220         Retail
## 221     Government
## 222         Retail
## 223        Finance
## 224     Healthcare
## 225         Retail
## 226          Media
## 227     Healthcare
## 228     Healthcare
## 229     Government
## 230     Automotive
## 231        Finance
## 232         Retail
## 233  Manufacturing
## 234        Finance
## 235     Consulting
## 236          Media
## 237  Manufacturing
## 238          Media
## 239         Retail
## 240       Research
## 241     Automotive
## 242          Media
## 243  Manufacturing
## 244      Education
## 245     Consulting
## 246          Media
## 247     Government
## 248      Education
## 249     Healthcare
## 250  Manufacturing
## 251     Automotive
## 252     Automotive
## 253       Research
## 254       Research
## 255         Retail
## 256     Consulting
## 257        Finance
## 258          Media
## 259     Healthcare
## 260     Consulting
## 261      Education
## 262         Retail
## 263      Education
## 264          Media
## 265         Retail
## 266         Retail
## 267        Finance
## 268     Technology
## 269     Automotive
## 270         Retail
## 271     Automotive
## 272       Research
## 273     Government
## 274      Education
## 275      Education
## 276      Education
## 277     Healthcare
## 278     Technology
## 279     Healthcare
## 280        Finance
## 281     Consulting
## 282     Government
## 283     Government
## 284        Finance
## 285     Technology
## 286     Technology
## 287          Media
## 288      Education
## 289     Government
## 290     Healthcare
## 291       Research
## 292     Technology
## 293     Technology
## 294     Automotive
## 295      Education
## 296        Finance
## 297       Research
## 298     Consulting
## 299       Research
## 300     Automotive
## 301        Finance
## 302      Education
## 303     Consulting
## 304         Retail
## 305       Research
## 306         Energy
## 307        Finance
## 308      Education
## 309        Finance
## 310         Energy
## 311       Research
## 312         Retail
## 313         Energy
## 314     Healthcare
## 315     Healthcare
## 316        Finance
## 317     Healthcare
## 318  Manufacturing
## 319      Education
## 320     Automotive
## 321         Retail
## 322     Consulting
## 323     Government
## 324  Manufacturing
## 325     Consulting
## 326         Energy
## 327         Retail
## 328     Automotive
## 329     Automotive
## 330     Automotive
## 331  Manufacturing
## 332       Research
## 333      Education
## 334         Retail
## 335          Media
## 336          Media
## 337     Government
## 338  Manufacturing
## 339         Retail
## 340       Research
## 341          Media
## 342         Retail
## 343     Government
## 344         Energy
## 345      Education
## 346          Media
## 347     Consulting
## 348  Manufacturing
## 349          Media
## 350     Technology
## 351        Finance
## 352     Technology
## 353      Education
## 354          Media
## 355     Automotive
## 356     Healthcare
## 357        Finance
## 358     Automotive
## 359  Manufacturing
## 360  Manufacturing
## 361          Media
## 362          Media
## 363      Education
## 364          Media
## 365         Retail
## 366          Media
## 367         Retail
## 368        Finance
## 369          Media
## 370     Government
## 371       Research
## 372     Technology
## 373          Media
## 374     Healthcare
## 375  Manufacturing
## 376     Government
## 377     Consulting
## 378         Energy
## 379      Education
## 380     Automotive
## 381     Consulting
## 382        Finance
## 383     Technology
## 384         Retail
## 385  Manufacturing
## 386     Automotive
## 387      Education
## 388     Consulting
## 389          Media
## 390         Energy
## 391     Consulting
## 392  Manufacturing
## 393         Retail
## 394     Government
## 395      Education
## 396  Manufacturing
## 397      Education
## 398     Healthcare
## 399      Education
## 400         Energy
## 401        Finance
## 402  Manufacturing
## 403     Consulting
## 404     Technology
## 405          Media
## 406     Automotive
## 407     Healthcare
## 408        Finance
## 409  Manufacturing
## 410     Consulting
## 411       Research
## 412         Retail
## 413     Government
## 414     Automotive
## 415          Media
## 416       Research
## 417     Healthcare
## 418        Finance
## 419     Consulting
## 420         Energy
## 421       Research
## 422     Automotive
## 423     Automotive
## 424  Manufacturing
## 425         Retail
## 426       Research
## 427     Government
## 428     Automotive
## 429     Consulting
## 430     Technology
## 431          Media
## 432          Media
## 433         Energy
## 434     Government
## 435        Finance
## 436       Research
## 437       Research
## 438  Manufacturing
## 439     Automotive
## 440      Education
## 441      Education
## 442          Media
## 443  Manufacturing
## 444          Media
## 445     Automotive
## 446     Consulting
## 447     Government
## 448     Healthcare
## 449     Healthcare
## 450          Media
## 451     Healthcare
## 452     Healthcare
## 453     Government
## 454     Healthcare
## 455     Healthcare
## 456         Retail
## 457          Media
## 458     Consulting
## 459         Energy
## 460     Government
## 461     Government
## 462  Manufacturing
## 463     Consulting
## 464       Research
## 465        Finance
## 466        Finance
## 467     Technology
## 468     Government
## 469     Automotive
## 470     Healthcare
## 471      Education
## 472        Finance
## 473        Finance
## 474         Retail
## 475  Manufacturing
## 476     Healthcare
## 477         Energy
## 478  Manufacturing
## 479      Education
## 480     Consulting
## 481  Manufacturing
## 482       Research
## 483      Education
## 484         Energy
## 485     Healthcare
## 486          Media
## 487     Automotive
## 488         Energy
## 489     Automotive
## 490        Finance
## 491         Energy
## 492       Research
## 493     Technology
## 494         Retail
## 495         Retail
## 496     Automotive
## 497     Consulting
## 498     Government
## 499     Consulting
## 500     Automotive
## 501     Consulting
## 502     Consulting
## 503         Retail
## 504       Research
## 505         Energy
## 506     Technology
## 507         Energy
## 508     Healthcare
## 509      Education
## 510          Media
## 511     Consulting
## 512      Education
## 513       Research
## 514         Energy
## 515  Manufacturing
## 516         Energy
## 517         Energy
## 518     Automotive
## 519         Energy
## 520     Automotive
## 521     Technology
## 522     Healthcare
## 523     Government
## 524     Technology
## 525      Education
## 526  Manufacturing
## 527     Government
## 528     Government
## 529         Retail
## 530      Education
## 531     Healthcare
## 532          Media
## 533  Manufacturing
## 534         Energy
## 535         Energy
## 536         Energy
## 537      Education
## 538       Research
## 539     Healthcare
## 540     Healthcare
## 541         Retail
## 542         Energy
## 543     Healthcare
## 544         Energy
## 545     Technology
## 546        Finance
## 547      Education
## 548      Education
## 549     Healthcare
## 550     Automotive
## 551          Media
## 552       Research
## 553         Energy
## 554         Retail
## 555     Healthcare
## 556          Media
## 557     Healthcare
## 558         Retail
## 559          Media
## 560     Technology
## 561     Consulting
## 562          Media
## 563     Consulting
## 564        Finance
## 565        Finance
## 566         Energy
## 567     Technology
## 568     Consulting
## 569         Retail
## 570     Consulting
## 571          Media
## 572     Healthcare
## 573          Media
## 574     Automotive
## 575     Government
## 576     Healthcare
## 577     Government
## 578         Retail
## 579     Consulting
## 580     Government
## 581         Retail
## 582     Automotive
## 583      Education
## 584     Consulting
## 585        Finance
## 586      Education
## 587     Consulting
## 588  Manufacturing
## 589      Education
## 590     Government
## 591     Automotive
## 592          Media
## 593     Automotive
## 594     Government
## 595     Government
## 596         Energy
## 597        Finance
## 598  Manufacturing
## 599     Healthcare
## 600         Energy
## 601  Manufacturing
## 602         Retail
## 603         Retail
## 604         Energy
## 605  Manufacturing
## 606          Media
## 607     Consulting
## 608     Automotive
## 609          Media
## 610       Research
## 611     Government
## 612     Consulting
## 613     Automotive
## 614         Energy
## 615        Finance
## 616       Research
## 617     Consulting
## 618  Manufacturing
## 619  Manufacturing
## 620       Research
## 621          Media
## 622     Government
## 623     Government
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## 637     Automotive
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## 654      Education
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## 662  Manufacturing
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## 795       Research
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## 797       Research
## 798        Finance
## 799          Media
## 800     Consulting
## 801          Media
## 802  Manufacturing
## 803     Government
## 804  Manufacturing
## 805     Healthcare
## 806        Finance
## 807        Finance
## 808  Manufacturing
## 809     Technology
## 810          Media
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## 813     Technology
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## 836        Finance
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## 916        Finance
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## 995         Energy
## 996  Manufacturing
## 997     Automotive
## 998     Automotive
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## 1002    Government
## 1003    Technology
## 1004    Automotive
## 1005    Healthcare
## 1006 Manufacturing
## 1007    Automotive
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## 1009     Education
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## 1016        Energy
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## 1018        Retail
## 1019        Energy
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## 1021      Research
## 1022 Manufacturing
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## 1198        Energy
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## 1212    Government
## 1213        Energy
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## 1701    Healthcare
## 1702    Automotive
## 1703      Research
## 1704    Government
## 1705    Automotive
## 1706    Technology
## 1707      Research
## 1708    Consulting
## 1709       Finance
## 1710    Government
## 1711        Retail
## 1712     Education
## 1713        Retail
## 1714    Healthcare
## 1715     Education
## 1716      Research
## 1717      Research
## 1718        Energy
## 1719       Finance
## 1720         Media
## 1721    Consulting
## 1722    Technology
## 1723    Automotive
## 1724      Research
## 1725    Automotive
## 1726    Technology
## 1727       Finance
## 1728 Manufacturing
## 1729        Retail
## 1730    Government
## 1731       Finance
## 1732        Energy
## 1733    Consulting
## 1734         Media
## 1735        Energy
## 1736    Technology
## 1737        Energy
## 1738    Consulting
## 1739    Consulting
## 1740     Education
## 1741     Education
## 1742        Retail
## 1743    Healthcare
## 1744        Energy
## 1745    Automotive
## 1746 Manufacturing
## 1747    Consulting
## 1748         Media
## 1749        Retail
## 1750    Technology
## 1751       Finance
## 1752 Manufacturing
## 1753    Government
## 1754         Media
## 1755    Healthcare
## 1756       Finance
## 1757    Government
## 1758    Automotive
## 1759    Government
## 1760    Automotive
## 1761     Education
## 1762       Finance
## 1763    Government
## 1764      Research
## 1765    Government
## 1766        Retail
## 1767      Research
## 1768    Consulting
## 1769     Education
## 1770    Technology
## 1771     Education
## 1772    Consulting
## 1773       Finance
## 1774        Retail
## 1775    Automotive
## 1776 Manufacturing
## 1777       Finance
## 1778    Healthcare
## 1779    Consulting
## 1780        Energy
## 1781       Finance
## 1782       Finance
## 1783     Education
## 1784     Education
## 1785 Manufacturing
## 1786        Energy
## 1787    Consulting
## 1788        Energy
## 1789 Manufacturing
## 1790        Energy
## 1791        Energy
## 1792    Automotive
## 1793       Finance
## 1794        Energy
## 1795       Finance
## 1796         Media
## 1797    Consulting
## 1798    Automotive
## 1799    Government
## 1800     Education
## 1801    Automotive
## 1802    Healthcare
## 1803       Finance
## 1804    Technology
## 1805    Government
## 1806    Technology
## 1807 Manufacturing
## 1808    Automotive
## 1809        Energy
## 1810    Healthcare
## 1811     Education
## 1812        Energy
## 1813    Government
## 1814    Government
## 1815    Automotive
## 1816     Education
## 1817     Education
## 1818        Retail
## 1819     Education
## 1820       Finance
## 1821        Energy
## 1822    Technology
## 1823     Education
## 1824       Finance
## 1825      Research
## 1826    Technology
## 1827        Energy
## 1828    Healthcare
## 1829        Retail
## 1830    Automotive
## 1831       Finance
## 1832        Retail
## 1833        Energy
## 1834        Retail
## 1835     Education
## 1836       Finance
## 1837     Education
## 1838 Manufacturing
## 1839     Education
## 1840    Technology
## 1841      Research
## 1842        Energy
## 1843    Government
## 1844      Research
## 1845         Media
## 1846     Education
## 1847    Government
## 1848    Automotive
## 1849    Consulting
## 1850        Retail
## 1851     Education
## 1852         Media
## 1853      Research
## 1854    Automotive
## 1855    Technology
## 1856        Retail
## 1857        Retail
## 1858    Healthcare
## 1859         Media
## 1860        Energy
## 1861        Energy
## 1862    Automotive
## 1863    Government
## 1864       Finance
## 1865 Manufacturing
## 1866         Media
## 1867        Retail
## 1868     Education
## 1869    Consulting
## 1870    Healthcare
## 1871        Retail
## 1872    Technology
## 1873        Retail
## 1874    Government
## 1875    Automotive
## 1876       Finance
## 1877    Consulting
## 1878    Healthcare
## 1879 Manufacturing
## 1880        Retail
## 1881 Manufacturing
## 1882     Education
## 1883    Government
## 1884        Energy
## 1885    Automotive
## 1886    Automotive
## 1887        Retail
## 1888     Education
## 1889 Manufacturing
## 1890      Research
## 1891 Manufacturing
## 1892    Automotive
## 1893    Consulting
## 1894 Manufacturing
## 1895 Manufacturing
## 1896    Government
## 1897    Government
## 1898    Technology
## 1899        Energy
## 1900    Consulting
## 1901 Manufacturing
## 1902    Consulting
## 1903     Education
## 1904    Government
## 1905         Media
## 1906       Finance
## 1907    Healthcare
## 1908    Government
## 1909        Retail
## 1910        Retail
## 1911    Healthcare
## 1912    Automotive
## 1913    Healthcare
## 1914       Finance
## 1915     Education
## 1916    Healthcare
## 1917 Manufacturing
## 1918        Energy
## 1919 Manufacturing
## 1920        Retail
## 1921       Finance
## 1922    Government
## 1923 Manufacturing
## 1924    Technology
## 1925    Automotive
## 1926      Research
## 1927    Government
## 1928     Education
## 1929    Automotive
## 1930        Retail
## 1931         Media
## 1932 Manufacturing
## 1933    Government
## 1934    Automotive
## 1935       Finance
## 1936    Healthcare
## 1937        Energy
## 1938 Manufacturing
## 1939      Research
## 1940    Automotive
## 1941        Energy
## 1942    Automotive
## 1943    Government
## 1944    Consulting
## 1945    Automotive
## 1946        Retail
## 1947       Finance
## 1948    Consulting
## 1949        Energy
## 1950      Research
## 1951    Government
## 1952    Healthcare
## 1953    Automotive
## 1954    Healthcare
## 1955    Automotive
## 1956    Technology
## 1957    Consulting
## 1958    Consulting
## 1959    Automotive
## 1960    Technology
## 1961    Technology
## 1962        Energy
## 1963        Energy
## 1964    Technology
## 1965     Education
## 1966      Research
## 1967    Healthcare
## 1968    Consulting
## 1969        Energy
## 1970    Government
## 1971    Government
## 1972    Consulting
## 1973         Media
## 1974        Retail
## 1975         Media
## 1976    Consulting
## 1977    Technology
## 1978       Finance
## 1979 Manufacturing
## 1980 Manufacturing
## 1981        Retail
## 1982        Retail
## 1983    Technology
## 1984    Healthcare
## 1985    Healthcare
## 1986      Research
## 1987    Technology
## 1988     Education
## 1989    Government
## 1990    Healthcare
## 1991      Research
## 1992      Research
## 1993    Technology
## 1994    Consulting
## 1995        Energy
## 1996    Automotive
## 1997    Technology
## 1998    Automotive
## 1999 Manufacturing
## 2000       Finance
## 2001        Retail
## 2002        Retail
## 2003      Research
## 2004        Retail
## 2005 Manufacturing
## 2006    Consulting
## 2007    Government
## 2008         Media
## 2009         Media
## 2010         Media
## 2011    Government
## 2012    Healthcare
## 2013 Manufacturing
## 2014    Government
## 2015 Manufacturing
## 2016    Consulting
## 2017        Energy
## 2018    Automotive
## 2019       Finance
## 2020     Education
## 2021    Healthcare
## 2022        Energy
## 2023    Healthcare
## 2024      Research
## 2025 Manufacturing
## 2026        Retail
## 2027        Retail
## 2028    Automotive
## 2029    Government
## 2030    Automotive
## 2031    Consulting
## 2032    Technology
## 2033      Research
## 2034    Healthcare
## 2035    Technology
## 2036 Manufacturing
## 2037         Media
## 2038     Education
## 2039    Healthcare
## 2040    Healthcare
## 2041        Energy
## 2042        Retail
## 2043         Media
## 2044    Technology
## 2045    Government
## 2046 Manufacturing
## 2047     Education
## 2048      Research
## 2049     Education
## 2050        Retail
## 2051        Retail
## 2052      Research
## 2053       Finance
## 2054    Government
## 2055    Healthcare
## 2056    Technology
## 2057     Education
## 2058    Automotive
## 2059        Retail
## 2060         Media
## 2061    Government
## 2062    Technology
## 2063 Manufacturing
## 2064     Education
## 2065        Energy
## 2066    Healthcare
## 2067        Retail
## 2068        Energy
## 2069    Automotive
## 2070        Energy
## 2071       Finance
## 2072    Government
## 2073        Energy
## 2074        Retail
## 2075    Automotive
## 2076    Technology
## 2077    Healthcare
## 2078      Research
## 2079        Energy
## 2080    Consulting
## 2081    Government
## 2082    Healthcare
## 2083    Government
## 2084        Retail
## 2085       Finance
## 2086    Automotive
## 2087    Healthcare
## 2088    Healthcare
## 2089    Government
## 2090    Government
## 2091        Energy
## 2092    Government
## 2093     Education
## 2094         Media
## 2095    Consulting
## 2096 Manufacturing
## 2097       Finance
##                                                                                                  required_skills
## 1                                                              APIs|Planning Systems|Python|Cloud|SQL|Leadership
## 2                                                  Python|Documentation|LLM APIs|Prompt Design|NLP|Testing|Cloud
## 3                                                         Vector DBs|Python|Prompt Engineering|Fine-tuning|Agile
## 4                                   Feature Stores|Spark|ETL|Airflow|dbt|SQL|Python|Statistics|SQL|Communication
## 5                                          Data Analysis|Stakeholder Mgmt|Agile|Cloud|Problem Solving|Statistics
## 6                                            Planning Systems|Python|APIs|AutoGen|LangChain|Statistics|Git|Agile
## 7                                                 Risk Analysis|Cybersecurity|Python|ML Security|Red Teaming|Git
## 8                          LLM Fine-tuning|Distributed Systems|MLOps|Python|System Design|Agile|Cloud|Statistics
## 9                                          Python|Text Processing|BERT|Hugging Face|Communication|Agile|Research
## 10                                         Documentation|Prompt Design|Testing|NLP|LLM APIs|Python|Communication
## 11                                                         Cloud|Python|Leadership|Enterprise Architecture|Cloud
## 12                                                            Documentation|Python|Prompt Design|Problem Solving
## 13                                            LLM Fine-tuning|Python|MLOps|Problem Solving|Leadership|Statistics
## 14                                                         System Design|Leadership|Cloud|Agile|Linux|Statistics
## 15                               Python|APIs|LangChain|Tool Use|AutoGen|Communication|Statistics|Problem Solving
## 16                                                        LangChain|Tool Use|Planning Systems|AutoGen|Python|Git
## 17                                               TensorFlow|Kubernetes|MLOps|Linux|Communication|Problem Solving
## 18                                            GenAI APIs|Deployment|Diffusion Models|LLMs|Fine-tuning|Python|SQL
## 19                                                            Risk Analysis|Python|Cybersecurity|Problem Solving
## 20                                           Neural Networks|Python|TensorFlow|CUDA|PyTorch|Git|Agile|Leadership
## 21                                      PyTorch|Vision-Language Models|APIs|Fine-tuning|Research|Problem Solving
## 22                                                                       Monitoring|Docker|Kubernetes|MLflow|SQL
## 23                         SQL|Communication|Python|Data Visualization|Business Analysis|Leadership|Research|SQL
## 24                       Embeddings|LLMs|Vector DBs|Search Systems|LangChain|Python|Communication|Agile|Research
## 25                                 LLMs|Python|Transformers|Text Processing|BERT|Hugging Face|Cloud|Research|SQL
## 26                                                 Computer Vision|C++|Simulation|Linux|Research|Problem Solving
## 27                              Causal Inference|Leadership|ML|Advanced Statistics|Deep Learning|Python|Research
## 28                                                               MLOps|Python|PyTorch|SQL|Agile|Statistics|Linux
## 29                                                                        Communication|Python|SQL|Agile|Git|SQL
## 30                                       Research|Ethics Frameworks|Communication|Research|Problem Solving|Cloud
## 31                                                     LLMs|Transformers|BERT|Hugging Face|Agile|Problem Solving
## 32                      Networking|Kubernetes|CUDA|Distributed Systems|Storage|Cloud|Leadership|Statistics|Cloud
## 33                                 CUDA|GPU Computing|TensorFlow|Python|Neural Networks|Communication|Statistics
## 34                                              Distributed Systems|CUDA|Kubernetes|Cloud|Networking|Storage|Git
## 35                MLOps|Distributed Systems|System Design|LLM Fine-tuning|PyTorch|Python|Problem Solving|SQL|Git
## 36               Cloud (AWS/GCP/Azure)|PyTorch|Python|Docker|LLM Integration|Problem Solving|Communication|Cloud
## 37                                                      Monitoring|CI/CD|Docker|Cloud|Kubernetes|Problem Solving
## 38                                                       Data Visualization|Communication|Python|Problem Solving
## 39                                                                        Scikit-learn|Python|SQL|Statistics|Git
## 40                                                     GPU Computing|PyTorch|TensorFlow|CUDA|Neural Networks|SQL
## 41                               LLMs|Text Processing|Hugging Face|Python|Transformers|Linux|Cloud|Communication
## 42                       Data Analysis|Agile|Product Strategy|AI Literacy|Stakeholder Mgmt|Statistics|Leadership
## 43                                           Text Processing|Transformers|LLMs|Python|BERT|Hugging Face|Research
## 44                         Distributed Systems|LLM Fine-tuning|MLOps|PyTorch|System Design|SQL|Git|Communication
## 45                                               Cloud|CUDA|Storage|Kubernetes|Distributed Systems|Communication
## 46                                   LLMs|Python|Embeddings|Vector DBs|Search Systems|LangChain|Statistics|Agile
## 47                         Python|Scikit-learn|SQL|ML Algorithms|Data Visualization|Research|Agile|Communication
## 48                              PyTorch|Vision-Language Models|Python|APIs|Fine-tuning|Cloud|Linux|Communication
## 49                                                                          OpenCV|CNNs|PyTorch|Python|SQL|Agile
## 50                                                                        dbt|Spark|Python|Airflow|SQL|Cloud|Git
## 51                            Leadership|Python|ML|Causal Inference|Advanced Statistics|Deep Learning|Statistics
## 52                                       Python|LangChain|APIs|Tool Use|Planning Systems|AutoGen|Problem Solving
## 53                                                                          Auditing|Documentation|EU AI Act|SQL
## 54                                                     ML|Deep Learning|Advanced Statistics|SQL|Leadership|Agile
## 55                                          Ethics Frameworks|Research|Risk Assessment|Leadership|Agile|Research
## 56                         Diffusion Models|Deployment|Python|GenAI APIs|Fine-tuning|LLMs|Agile|Statistics|Linux
## 57                                                               Feature Stores|Python|Airflow|SQL|dbt|SQL|Agile
## 58                                                                 ETL|dbt|Feature Stores|Python|SQL|Spark|Linux
## 59                                                      APIs|Fine-tuning|Vision-Language Models|Linux|Statistics
## 60                                             Auditing|Legal Knowledge|Risk Management|Documentation|Leadership
## 61                                                                     TensorFlow|SQL|Kubernetes|Python|Research
## 62                                                            dbt|Airflow|ETL|Feature Stores|SQL|Cloud|Agile|Git
## 63           System Design|Distributed Systems|PyTorch|MLOps|Python|LLM Fine-tuning|Git|Leadership|Communication
## 64                                         GPU Computing|CUDA|Neural Networks|TensorFlow|PyTorch|Python|Research
## 65                                                            Monitoring|Python|MLflow|Leadership|Cloud|Research
## 66                                         Python|TensorFlow|CUDA|GPU Computing|Neural Networks|PyTorch|Research
## 67                                        APIs|PyTorch|Vision-Language Models|Python|Fine-tuning|Problem Solving
## 68                                                                Networking|Distributed Systems|CUDA|Statistics
## 69                                  Deep Learning|Advanced Statistics|ML|Python|Causal Inference|Problem Solving
## 70                                    Cloud|Kubernetes|Docker|CI/CD|Monitoring|MLflow|Leadership|Problem Solving
## 71                                                    Risk Assessment|Ethics Frameworks|Research|Linux|Cloud|Git
## 72                               Transformers|Text Processing|Python|Hugging Face|BERT|Linux|Research|Leadership
## 73                                                                      Vector DBs|Embeddings|Search Systems|Git
## 74                                         Python|Cloud (AWS/GCP/Azure)|Docker|PyTorch|LLM Integration|SQL|Cloud
## 75                                                       ML Algorithms|Scikit-learn|Data Visualization|SQL|Linux
## 76                              AI Literacy|Stakeholder Mgmt|Data Analysis|Product Strategy|Agile|Git|Statistics
## 77                            Storage|Kubernetes|CUDA|Networking|Cloud|Distributed Systems|Agile|Problem Solving
## 78                                                   Search Systems|Vector DBs|Python|Embeddings|LangChain|Linux
## 79                                                Fine-tuning|PyTorch|Vision-Language Models|Agile|Communication
## 80                                                          Distributed Systems|Kubernetes|Networking|Statistics
## 81                           Kubernetes|Distributed Systems|Cloud|Networking|Problem Solving|Statistics|Research
## 82                                                          Red Teaming|Python|Cybersecurity|Risk Analysis|Cloud
## 83                            Kubernetes|CUDA|Cloud|Storage|Distributed Systems|Problem Solving|Linux|Leadership
## 84                                              MLOps|LLM Fine-tuning|System Design|Agile|Research|Communication
## 85                                         Neural Networks|PyTorch|TensorFlow|CUDA|Python|Communication|Research
## 86                                                               NLP|Testing|Documentation|LLM APIs|Research|SQL
## 87                                                      CI/CD|Kubernetes|Docker|Statistics|Cloud|Problem Solving
## 88                               ML|Leadership|Enterprise Architecture|System Design|Python|Leadership|Cloud|SQL
## 89                               Deep Learning|Leadership|ML|Causal Inference|Advanced Statistics|SQL|Statistics
## 90                                             APIs|Python|Tool Use|Planning Systems|Problem Solving|Cloud|Linux
## 91                                        Leadership|Advanced Statistics|Deep Learning|Statistics|Research|Cloud
## 92                    PyTorch|Vision-Language Models|APIs|Fine-tuning|Python|Research|Statistics|Problem Solving
## 93                                                  Fine-tuning|RAG|Vector DBs|Research|Communication|Leadership
## 94                                                      Text Processing|LLMs|Python|BERT|Hugging Face|Leadership
## 95                              Product Strategy|AI Literacy|Agile|Data Analysis|Stakeholder Mgmt|Research|Linux
## 96                                         AI Literacy|Product Strategy|Data Analysis|Agile|Research|Agile|Linux
## 97                                                                         LLM APIs|RAG|Fine-tuning|Python|Agile
## 98                                CUDA|Image Processing|PyTorch|CNNs|Python|OpenCV|Problem Solving|Communication
## 99                      Control Systems|C++|ROS|Simulation|Computer Vision|Python|Leadership|Communication|Linux
## 100                                         Cybersecurity|Red Teaming|Python|ML Security|Risk Analysis|Agile|SQL
## 101           System Design|MLOps|LLM Fine-tuning|PyTorch|Distributed Systems|Python|Leadership|Linux|Statistics
## 102                                                               Risk Management|Legal Knowledge|Auditing|Agile
## 103                                                          Text Processing|Python|LLMs|Transformers|Leadership
## 104                                     Communication|Python|Data Visualization|Business Analysis|SQL|Leadership
## 105                                   LangChain|Planning Systems|Tool Use|Python|AutoGen|APIs|Linux|Research|SQL
## 106                                                                        AutoGen|Tool Use|Python|Communication
## 107                     PyTorch|GPU Computing|TensorFlow|CUDA|Neural Networks|Python|Statistics|Agile|Leadership
## 108                                                      Python|TensorFlow|Neural Networks|PyTorch|Communication
## 109                                           OpenCV|Image Processing|CNNs|Python|SQL|Leadership|Problem Solving
## 110                            Distributed Systems|MLOps|Python|LLM Fine-tuning|PyTorch|System Design|Leadership
## 111                                      SQL|ML Algorithms|Scikit-learn|Python|Statistics|Research|Communication
## 112                                               Python|MLOps|LLM Fine-tuning|System Design|Problem Solving|Git
## 113                                                                       PyTorch|Kubernetes|SQL|Cloud|Git|Agile
## 114                                                          Documentation|Legal Knowledge|Risk Management|Agile
## 115                                        LLM APIs|RAG|Vector DBs|Fine-tuning|Prompt Engineering|Statistics|Git
## 116                                                                       Testing|Documentation|Python|SQL|Agile
## 117                                              ML Security|Cybersecurity|Red Teaming|Risk Analysis|Cloud|Agile
## 118                                  GPU Computing|Neural Networks|TensorFlow|PyTorch|CUDA|Problem Solving|Linux
## 119                                     Docker|Python|MLflow|Kubernetes|Cloud|Monitoring|Leadership|SQL|Research
## 120                      APIs|Fine-tuning|Python|Vision-Language Models|PyTorch|Cloud|Leadership|Problem Solving
## 121                               SQL|Scikit-learn|Python|Data Visualization|ML Algorithms|Statistics|Leadership
## 122                                      SQL|Communication|Business Analysis|Data Visualization|Agile|Statistics
## 123                     Product Strategy|AI Literacy|Stakeholder Mgmt|Data Analysis|Agile|Linux|Statistics|Cloud
## 124                                                                GenAI APIs|Fine-tuning|Python|LLMs|Leadership
## 125                                   Data Analysis|AI Literacy|Stakeholder Mgmt|Agile|Problem Solving|Git|Linux
## 126                                                         Search Systems|Vector DBs|Embeddings|LangChain|Linux
## 127                                      RAG|LLM APIs|Python|Fine-tuning|Vector DBs|Prompt Engineering|SQL|Agile
## 128                                     Cybersecurity|Red Teaming|Python|Risk Analysis|ML Security|Communication
## 129                      Risk Management|Auditing|EU AI Act|Documentation|Legal Knowledge|Agile|Leadership|Linux
## 130                                                     Statistics|ML Algorithms|SQL|Python|Cloud|Research|Linux
## 131                                                                   Vector DBs|Python|RAG|Statistics|Git|Cloud
## 132                                                                  SQL|Communication|Business Analysis|SQL|Git
## 133                                                                 AutoGen|LangChain|Python|Agile|Communication
## 134                                               ML Security|Red Teaming|Cybersecurity|Python|Risk Analysis|Git
## 135                                                         APIs|LangChain|Planning Systems|Tool Use|AutoGen|Git
## 136                                   Text Processing|BERT|Transformers|Problem Solving|Leadership|Communication
## 137                                SQL|Statistics|Scikit-learn|ML Algorithms|Data Visualization|Leadership|Linux
## 138                                                    Python|Kubernetes|PyTorch|MLOps|SQL|TensorFlow|Leadership
## 139                                                                    Python|APIs|PyTorch|Fine-tuning|Linux|Git
## 140                                                                  PyTorch|CNNs|CUDA|Git|Agile|Problem Solving
## 141                                                          EU AI Act|Risk Management|Auditing|Statistics|Cloud
## 142                                                 Prompt Design|Testing|Python|Documentation|NLP|Communication
## 143                                 Stakeholder Mgmt|AI Literacy|Agile|Data Analysis|Product Strategy|Leadership
## 144                                                                                  PyTorch|Docker|Python|Agile
## 145                              Python|LLMs|Deployment|GenAI APIs|Diffusion Models|Fine-tuning|Agile|Statistics
## 146                                  ML|Python|Causal Inference|Deep Learning|Advanced Statistics|Research|Agile
## 147                 Stakeholder Mgmt|Data Analysis|Product Strategy|Agile|AI Literacy|Leadership|Problem Solving
## 148                                                     Python|Leadership|Advanced Statistics|Research|Linux|Git
## 149                                                            Fine-tuning|Vector DBs|RAG|Python|Problem Solving
## 150                                                             CNNs|PyTorch|CUDA|Research|Statistics|Leadership
## 151                                                               PyTorch|SQL|TensorFlow|SQL|Communication|Cloud
## 152                                                   Storage|Kubernetes|Distributed Systems|CUDA|Linux|Research
## 153                                                               Python|GPU Computing|TensorFlow|CUDA|Cloud|Git
## 154                                 AutoGen|APIs|LangChain|Python|Planning Systems|Tool Use|SQL|Linux|Statistics
## 155                                                                      Spark|Feature Stores|Python|SQL|Git|SQL
## 156                                                                      Spark|Airflow|Python|dbt|SQL|Statistics
## 157            PyTorch|Python|LLM Fine-tuning|Distributed Systems|MLOps|System Design|Leadership|Problem Solving
## 158                                       Python|Leadership|Advanced Statistics|Deep Learning|Agile|Git|Research
## 159                                                     RAG|Vector DBs|Fine-tuning|Python|LLM APIs|SQL|Linux|Git
## 160                                                Python|RAG|Vector DBs|Fine-tuning|Prompt Engineering|Research
## 161                                                                    Python|APIs|PyTorch|Leadership|Statistics
## 162                                                Python|Data Visualization|ML Algorithms|Leadership|Statistics
## 163                                                    Python|ML|Causal Inference|Advanced Statistics|Statistics
## 164                                     ML|Advanced Statistics|Leadership|Causal Inference|Leadership|Statistics
## 165                                                 Data Visualization|SQL|Python|Communication|Agile|Statistics
## 166                                                                                ML|System Design|Python|Linux
## 167                                                               LLM APIs|Python|Testing|Agile|Cloud|Leadership
## 168                                       SQL|Python|Scikit-learn|Data Visualization|Statistics|Statistics|Agile
## 169                          TensorFlow|MLOps|Kubernetes|PyTorch|Python|Problem Solving|Communication|Statistics
## 170                                        Python|ML Security|Risk Analysis|Red Teaming|Cybersecurity|Statistics
## 171                                                            Python|Cloud|System Design|Cloud|Leadership|Agile
## 172                                              Enterprise Architecture|System Design|Leadership|Cloud|ML|Linux
## 173                                     Documentation|Python|Prompt Design|LLM APIs|Communication|SQL|Leadership
## 174                                               Communication|Business Analysis|Python|SQL|Research|Statistics
## 175                         CUDA|TensorFlow|Python|GPU Computing|Neural Networks|PyTorch|SQL|Problem Solving|Git
## 176                                                               Tool Use|Python|Planning Systems|LangChain|Git
## 177                                   Python|LLM APIs|Prompt Design|NLP|Documentation|Testing|Research|Linux|Git
## 178                                                                CUDA|PyTorch|CNNs|Image Processing|Python|SQL
## 179                                                         PyTorch|CNNs|Image Processing|OpenCV|Python|CUDA|SQL
## 180                                                                                  RAG|Vector DBs|Python|Agile
## 181                         BERT|LLMs|Transformers|Text Processing|Python|Hugging Face|Linux|Leadership|Research
## 182                                           Red Teaming|Risk Analysis|Cybersecurity|ML Security|Statistics|Git
## 183                                               Vector DBs|Embeddings|LLMs|Problem Solving|Research|Statistics
## 184                                                          Kubernetes|Monitoring|CI/CD|Python|Cloud|MLflow|Git
## 185                                            Tool Use|Python|Planning Systems|AutoGen|Problem Solving|Research
## 186                                                    Fine-tuning|RAG|Vector DBs|LLM APIs|Linux|Problem Solving
## 187                               Networking|Kubernetes|Storage|CUDA|Distributed Systems|Git|Statistics|Research
## 188                                                                    LLM APIs|Python|Documentation|Agile|Linux
## 189                                        LangChain|Python|Embeddings|Vector DBs|LLMs|Statistics|Leadership|SQL
## 190                                                                              LangChain|APIs|Python|SQL|Cloud
## 191                           Deep Learning|Leadership|Causal Inference|Python|Advanced Statistics|ML|Leadership
## 192                     Fine-tuning|APIs|PyTorch|Python|Vision-Language Models|Statistics|Research|Communication
## 193                                   Prompt Engineering|Vector DBs|RAG|LLM APIs|Python|Communication|Statistics
## 194                                                            Distributed Systems|PyTorch|Python|Statistics|SQL
## 195                                                  Testing|Prompt Design|Documentation|Problem Solving|SQL|Git
## 196                           Prompt Engineering|Fine-tuning|LLM APIs|RAG|Vector DBs|Python|Leadership|Linux|Git
## 197                                                           LLMs|Fine-tuning|GenAI APIs|Python|Problem Solving
## 198                                                      PyTorch|Vision-Language Models|Fine-tuning|Python|Agile
## 199                                                          Business Analysis|Python|SQL|Cloud|Agile|Statistics
## 200                                              C++|ROS|Control Systems|Computer Vision|SQL|Cloud|Communication
## 201                                                        RAG|Fine-tuning|Python|Communication|Linux|Leadership
## 202                          Risk Assessment|AI Policy|Ethics Frameworks|Communication|Statistics|Cloud|Research
## 203                                                                     Image Processing|PyTorch|CNNs|Leadership
## 204                                      Advanced Statistics|Leadership|Deep Learning|ML|Git|Communication|Cloud
## 205                                            Docker|Python|Cloud (AWS/GCP/Azure)|PyTorch|LLM Integration|Agile
## 206                                        Vision-Language Models|Fine-tuning|APIs|Python|Linux|Leadership|Agile
## 207                                          Deep Learning|Python|Advanced Statistics|ML|Problem Solving|SQL|Git
## 208                                                LangChain|Tool Use|Planning Systems|APIs|Python|AutoGen|Agile
## 209                              Neural Networks|TensorFlow|Python|CUDA|PyTorch|Problem Solving|Agile|Leadership
## 210                                C++|Control Systems|Simulation|Computer Vision|Python|Linux|Git|Communication
## 211                                           Search Systems|Embeddings|Python|LangChain|Vector DBs|LLMs|Git|SQL
## 212                                                                     Python|Kubernetes|PyTorch|TensorFlow|SQL
## 213                                                    Python|PyTorch|APIs|Problem Solving|Statistics|Leadership
## 214                                           Testing|Documentation|Python|NLP|LLM APIs|Problem Solving|Research
## 215       Risk Assessment|Ethics Frameworks|Research|Communication|AI Policy|Agile|Communication|Problem Solving
## 216                                         Airflow|Feature Stores|Spark|dbt|Communication|Agile|Problem Solving
## 217                                             PyTorch|Fine-tuning|Vision-Language Models|APIs|Linux|Leadership
## 218                                     TensorFlow|Python|Kubernetes|SQL|MLOps|PyTorch|Git|Statistics|Leadership
## 219                                                SQL|Airflow|ETL|Feature Stores|Python|Linux|Communication|Git
## 220                        Causal Inference|Leadership|Python|Advanced Statistics|ML|Deep Learning|Communication
## 221                                  C++|Simulation|Control Systems|Computer Vision|Research|Problem Solving|Git
## 222                                                       Python|Documentation|Testing|NLP|Problem Solving|Cloud
## 223                                                                               LLM APIs|Documentation|NLP|Git
## 224                                            Statistics|ML Algorithms|SQL|Data Visualization|Python|Leadership
## 225                                                    Image Processing|CUDA|PyTorch|OpenCV|CNNs|Python|Research
## 226                                                  Python|Airflow|SQL|Spark|ETL|Statistics|Communication|Cloud
## 227                                                            CUDA|Image Processing|PyTorch|OpenCV|Python|Linux
## 228                                       Stakeholder Mgmt|AI Literacy|Data Analysis|Agile|SQL|Communication|Git
## 229                                                                                Leadership|Python|Cloud|Agile
## 230                                    LLMs|BERT|Hugging Face|Python|Text Processing|Transformers|Research|Agile
## 231                                    Product Strategy|Data Analysis|Stakeholder Mgmt|Research|Linux|Statistics
## 232                                        PyTorch|TensorFlow|Kubernetes|SQL|Python|MLOps|Cloud|Statistics|Linux
## 233                               Communication|Python|SQL|Business Analysis|Data Visualization|Agile|Leadership
## 234                                                    Spark|dbt|Airflow|ETL|SQL|Feature Stores|Cloud|Statistics
## 235                           GPU Computing|CUDA|TensorFlow|Python|PyTorch|Neural Networks|Git|SQL|Communication
## 236                                              Fine-tuning|Python|GenAI APIs|Git|Problem Solving|Communication
## 237                     Python|GenAI APIs|LLMs|Fine-tuning|Diffusion Models|Deployment|Linux|Leadership|Research
## 238                                          Python|NLP|Testing|LLM APIs|Prompt Design|SQL|Agile|Problem Solving
## 239                             LLM Integration|Cloud (AWS/GCP/Azure)|Docker|Communication|Problem Solving|Agile
## 240                                   Python|Publishing|Research|PyTorch|Deep Learning|Mathematics|Communication
## 241                                         Cybersecurity|Red Teaming|ML Security|Problem Solving|Leadership|Git
## 242                                                   PyTorch|MLOps|SQL|Kubernetes|Problem Solving|Communication
## 243                                                                     PyTorch|Fine-tuning|APIs|SQL|Agile|Linux
## 244                                                                 TensorFlow|Python|CUDA|Neural Networks|Agile
## 245                                                           Python|ROS|C++|Control Systems|Simulation|Research
## 246                                                                        SQL|Scikit-learn|Python|Communication
## 247                                                       Stakeholder Mgmt|AI Literacy|Data Analysis|Agile|Agile
## 248                 AI Literacy|Agile|Product Strategy|Stakeholder Mgmt|Data Analysis|Problem Solving|Statistics
## 249                                                                   Docker|Python|MLflow|Monitoring|Statistics
## 250                                                            LLMs|Deployment|GenAI APIs|Fine-tuning|Python|SQL
## 251                                                         Python|Airflow|ETL|SQL|Communication|Problem Solving
## 252                                      Python|Leadership|System Design|ML|Enterprise Architecture|Research|SQL
## 253                                                  PyTorch|MLOps|TensorFlow|Kubernetes|Python|SQL|Research|Git
## 254                                                  Prompt Design|Python|Testing|NLP|Documentation|LLM APIs|Git
## 255                                                               Vector DBs|LangChain|Search Systems|LLMs|Cloud
## 256                                                        GPU Computing|Neural Networks|PyTorch|Problem Solving
## 257                                                          Python|OpenCV|CUDA|PyTorch|Image Processing|Git|SQL
## 258                                                             Business Analysis|Communication|Python|Git|Cloud
## 259                                           Risk Analysis|Python|ML Security|Red Teaming|Leadership|Statistics
## 260                                               Hugging Face|LLMs|Text Processing|Python|Statistics|Leadership
## 261                                           Risk Analysis|Cybersecurity|Red Teaming|Python|Statistics|Research
## 262                                      Stakeholder Mgmt|Product Strategy|Agile|AI Literacy|Data Analysis|Linux
## 263                                                              Fine-tuning|RAG|Python|Communication|Statistics
## 264                                   Risk Management|Auditing|Legal Knowledge|Documentation|EU AI Act|Linux|Git
## 265            Python|ML Algorithms|SQL|Data Visualization|Statistics|Scikit-learn|Communication|Problem Solving
## 266                                                         SQL|Statistics|ML Algorithms|Scikit-learn|Python|Git
## 267                                         Kubernetes|TensorFlow|SQL|PyTorch|Python|MLOps|Problem Solving|Linux
## 268                              Legal Knowledge|Risk Management|Documentation|Auditing|Research|Problem Solving
## 269                                       Search Systems|Python|LLMs|Embeddings|Vector DBs|Problem Solving|Cloud
## 270                             SQL|Data Visualization|Communication|Python|Business Analysis|Git|Research|Linux
## 271                       Product Strategy|AI Literacy|Stakeholder Mgmt|Data Analysis|Agile|Agile|Cloud|Research
## 272                                                                CUDA|Cloud|Networking|Distributed Systems|SQL
## 273                                                   Networking|Kubernetes|Distributed Systems|Cloud|Leadership
## 274          Advanced Statistics|Python|Leadership|Causal Inference|ML|Deep Learning|Problem Solving|Cloud|Linux
## 275                                  Cloud (AWS/GCP/Azure)|Python|PyTorch|LLM Integration|Docker|Problem Solving
## 276                               Leadership|System Design|ML|Python|Enterprise Architecture|Research|Leadership
## 277                                                                           SQL|TensorFlow|Python|Research|Git
## 278                                        Cloud (AWS/GCP/Azure)|LLM Integration|PyTorch|Python|Linux|Leadership
## 279                                                               Auditing|Documentation|EU AI Act|Agile|Git|SQL
## 280                                                 Fine-tuning|RAG|Prompt Engineering|Statistics|Leadership|SQL
## 281                                        AI Literacy|Data Analysis|Stakeholder Mgmt|Agile|Linux|Statistics|SQL
## 282                                                   Hugging Face|Transformers|Python|Git|Problem Solving|Linux
## 283                                           Publishing|Research|Mathematics|Python|Deep Learning|PyTorch|Cloud
## 284                                                      GPU Computing|Python|Neural Networks|TensorFlow|Git|SQL
## 285                         Planning Systems|Python|Tool Use|LangChain|AutoGen|APIs|Git|Leadership|Communication
## 286                                                  Product Strategy|Agile|AI Literacy|Data Analysis|Leadership
## 287                                                                           Feature Stores|dbt|Spark|Cloud|Git
## 288                                                         SQL|Kubernetes|PyTorch|TensorFlow|Python|MLOps|Linux
## 289                                    Python|Docker|PyTorch|LLM Integration|Cloud (AWS/GCP/Azure)|Communication
## 290                                                         Business Analysis|SQL|Data Visualization|Linux|Cloud
## 291                                                            Python|LangChain|APIs|Problem Solving|Agile|Cloud
## 292                                             Enterprise Architecture|Python|System Design|ML|Statistics|Cloud
## 293                                                                  Red Teaming|Risk Analysis|Cybersecurity|SQL
## 294                                                        Python|PyTorch|MLOps|Problem Solving|Statistics|Cloud
## 295                              Python|Diffusion Models|GenAI APIs|Deployment|LLMs|Fine-tuning|Statistics|Linux
## 296                               Python|Business Analysis|SQL|Communication|Linux|Problem Solving|Communication
## 297                                                                   Image Processing|Python|CNNs|CUDA|Research
## 298                                                           Cloud|ML|Leadership|System Design|Git|SQL|Research
## 299                                                                          Python|ML|System Design|Cloud|Agile
## 300                LLMs|Python|Fine-tuning|GenAI APIs|Deployment|Diffusion Models|Communication|Linux|Statistics
## 301                                    Python|CUDA|TensorFlow|PyTorch|Neural Networks|Leadership|Problem Solving
## 302                                                         Python|Fine-tuning|APIs|Vision-Language Models|Linux
## 303                             Python|ROS|Control Systems|Computer Vision|Simulation|Problem Solving|Statistics
## 304                                                                Python|ML|Leadership|System Design|Statistics
## 305                                                            Distributed Systems|CUDA|Storage|Cloud|Leadership
## 306                                        C++|Python|ROS|Simulation|Control Systems|Computer Vision|Agile|Linux
## 307                    Causal Inference|Python|Leadership|Deep Learning|ML|Advanced Statistics|Communication|SQL
## 308                                   Communication|Ethics Frameworks|AI Policy|Risk Assessment|Statistics|Agile
## 309                                                                Kubernetes|Cloud|Docker|Leadership|Statistics
## 310                                                                        LLM APIs|NLP|Python|Testing|SQL|Agile
## 311                                                                    Python|Cloud|Docker|CI/CD|Problem Solving
## 312                                                           SQL|Scikit-learn|Statistics|Data Visualization|SQL
## 313                                   System Design|Distributed Systems|LLM Fine-tuning|MLOps|PyTorch|Leadership
## 314                                               Data Analysis|Product Strategy|AI Literacy|Git|Problem Solving
## 315                                                                       ML Security|Risk Analysis|Python|Agile
## 316                                                     EU AI Act|Documentation|Auditing|Legal Knowledge|SQL|Git
## 317                                          Python|Deep Learning|Leadership|Communication|Problem Solving|Agile
## 318                                               CUDA|Distributed Systems|Storage|Cloud|Communication|Cloud|Git
## 319                             LLMs|Fine-tuning|Diffusion Models|Python|GenAI APIs|Deployment|Communication|Git
## 320                                         Enterprise Architecture|Cloud|System Design|Communication|Statistics
## 321                                                         Auditing|Documentation|EU AI Act|Risk Management|Git
## 322                                         Research|AI Policy|Communication|Risk Assessment|Communication|Agile
## 323                                        Legal Knowledge|EU AI Act|Auditing|Documentation|Agile|Linux|Research
## 324                                                        Computer Vision|C++|Simulation|Cloud|Statistics|Agile
## 325                                                    Cloud (AWS/GCP/Azure)|Python|Docker|PyTorch|Communication
## 326                             Docker|PyTorch|LLM Integration|Python|Cloud (AWS/GCP/Azure)|SQL|Statistics|Cloud
## 327                                                              Communication|AI Policy|Ethics Frameworks|Agile
## 328                           Distributed Systems|Kubernetes|CUDA|Cloud|Storage|Networking|Leadership|Statistics
## 329                                       AutoGen|Planning Systems|Tool Use|APIs|Python|LangChain|Research|Linux
## 330                                                                           Tool Use|LangChain|Python|APIs|SQL
## 331                                                                CUDA|Python|Neural Networks|GPU Computing|Git
## 332                                          MLOps|Python|PyTorch|System Design|LLM Fine-tuning|Statistics|Cloud
## 333                                  Leadership|Python|Enterprise Architecture|ML|System Design|Linux|Statistics
## 334                                             PyTorch|Python|Fine-tuning|APIs|Vision-Language Models|SQL|Cloud
## 335                                       Enterprise Architecture|Python|ML|Leadership|Cloud|System Design|Agile
## 336                                    Cloud (AWS/GCP/Azure)|Docker|PyTorch|Python|LLM Integration|Communication
## 337                                              Stakeholder Mgmt|AI Literacy|Product Strategy|Agile|Linux|Cloud
## 338                                                          Embeddings|Search Systems|LangChain|Agile|Linux|Git
## 339                                     PyTorch|APIs|Vision-Language Models|Python|Communication|Problem Solving
## 340                                                                 Python|LLMs|Transformers|Cloud|Communication
## 341                           Product Strategy|Data Analysis|AI Literacy|Stakeholder Mgmt|Agile|Statistics|Linux
## 342                                               Advanced Statistics|ML|Causal Inference|Statistics|Cloud|Agile
## 343                                                       GenAI APIs|Python|Diffusion Models|Deployment|Research
## 344                                   Ethics Frameworks|Risk Assessment|AI Policy|Leadership|Agile|Communication
## 345                                                  Documentation|EU AI Act|Risk Management|Legal Knowledge|Git
## 346                                        AI Literacy|Data Analysis|Product Strategy|Agile|Stakeholder Mgmt|Git
## 347                                                    Python|System Design|MLOps|PyTorch|Agile|Linux|Statistics
## 348                                                              Data Visualization|Communication|SQL|Leadership
## 349                                           LangChain|APIs|AutoGen|Python|Planning Systems|Problem Solving|SQL
## 350                                                                     Python|Diffusion Models|GenAI APIs|Cloud
## 351                                             Enterprise Architecture|System Design|Python|ML|Leadership|Cloud
## 352                                                     Vector DBs|Python|LangChain|Search Systems|Communication
## 353                                                                    PyTorch|CUDA|Neural Networks|Research|SQL
## 354                                                    Python|Scikit-learn|Data Visualization|Statistics|SQL|SQL
## 355                                      SQL|Statistics|Scikit-learn|Data Visualization|Communication|Leadership
## 356                                                       Causal Inference|Python|ML|Deep Learning|Communication
## 357                                                      Control Systems|ROS|Simulation|Python|Git|Communication
## 358                                                         Python|CUDA|Image Processing|PyTorch|CNNs|OpenCV|Git
## 359                          Scikit-learn|Python|Statistics|ML Algorithms|SQL|Data Visualization|Linux|Git|Agile
## 360                                                   Prompt Design|NLP|LLM APIs|Documentation|Python|Statistics
## 361                             Causal Inference|Python|Leadership|ML|Deep Learning|Cloud|Research|Communication
## 362                                                  Prompt Engineering|Vector DBs|Fine-tuning|Python|Leadership
## 363                                            SQL|Business Analysis|Python|Data Visualization|Communication|Git
## 364                                     Communication|Python|Business Analysis|Data Visualization|SQL|Statistics
## 365                                         System Design|LLM Fine-tuning|MLOps|Leadership|Problem Solving|Cloud
## 366                                                                         Documentation|LLM APIs|NLP|SQL|Linux
## 367                                                        Docker|CI/CD|Python|Kubernetes|MLflow|Cloud|SQL|Agile
## 368                            NLP|Testing|LLM APIs|Prompt Design|Documentation|Python|Research|Linux|Statistics
## 369                                                                        SQL|Kubernetes|Python|Problem Solving
## 370                               Python|Data Visualization|SQL|Statistics|ML Algorithms|Scikit-learn|Statistics
## 371                                                          C++|Computer Vision|Python|ROS|Statistics|Linux|SQL
## 372                                 Python|SQL|ML Algorithms|Statistics|Data Visualization|Scikit-learn|Research
## 373                                                       ML Algorithms|Data Visualization|Statistics|Statistics
## 374                                              Kubernetes|TensorFlow|MLOps|PyTorch|Python|Leadership|Agile|SQL
## 375                             Deployment|Fine-tuning|LLMs|Diffusion Models|GenAI APIs|Communication|Statistics
## 376                           Embeddings|Search Systems|Python|LLMs|LangChain|Vector DBs|Research|Git|Statistics
## 377                                                                 SQL|ML Algorithms|Statistics|Problem Solving
## 378                                            Ethics Frameworks|Communication|AI Policy|Communication|Linux|Git
## 379                                Python|Diffusion Models|Deployment|GenAI APIs|Fine-tuning|LLMs|Git|Leadership
## 380                                                              Simulation|Python|Computer Vision|Communication
## 381                                                    Business Analysis|Python|SQL|Problem Solving|Research|Git
## 382                                             Python|Distributed Systems|LLM Fine-tuning|Cloud|Problem Solving
## 383                                              RAG|Prompt Engineering|Fine-tuning|Communication|Git|Leadership
## 384                                                                ML Security|Risk Analysis|Cybersecurity|Linux
## 385                                        EU AI Act|Risk Management|Auditing|Documentation|Leadership|SQL|Cloud
## 386                              Ethics Frameworks|Communication|Risk Assessment|AI Policy|Research|SQL|Research
## 387                                                    Python|Deployment|Fine-tuning|LLMs|Diffusion Models|Agile
## 388                                                                   Kubernetes|Cloud|Python|Monitoring|Git|SQL
## 389                                                               Python|Transformers|Hugging Face|Communication
## 390                                                  Risk Management|EU AI Act|Documentation|Auditing|Leadership
## 391                                            Publishing|Research|Deep Learning|Mathematics|PyTorch|Agile|Cloud
## 392                                     Fine-tuning|Prompt Engineering|Python|RAG|Vector DBs|Research|Leadership
## 393                       LLM APIs|Python|Prompt Design|Documentation|NLP|Testing|Leadership|Problem Solving|Git
## 394                                                                  Fine-tuning|PyTorch|Python|Agile|Statistics
## 395                            Vector DBs|RAG|Fine-tuning|Python|LLM APIs|Prompt Engineering|Cloud|Communication
## 396                                     Docker|Cloud (AWS/GCP/Azure)|LLM Integration|Python|SQL|Linux|Leadership
## 397                                 CUDA|TensorFlow|Python|Neural Networks|GPU Computing|PyTorch|Problem Solving
## 398                                                                      PyTorch|APIs|Vision-Language Models|Git
## 399                                                        GPU Computing|Neural Networks|TensorFlow|Python|Linux
## 400                               Enterprise Architecture|ML|Python|Leadership|System Design|Communication|Linux
## 401                          Networking|Cloud|Kubernetes|Distributed Systems|CUDA|Git|Statistics|Problem Solving
## 402                                                                  Python|System Design|Leadership|Cloud|Linux
## 403                                                                       Cloud|ML|System Design|Cloud|Linux|Git
## 404                                       Python|APIs|PyTorch|Vision-Language Models|Fine-tuning|Problem Solving
## 405                                                           PyTorch|Python|Distributed Systems|Linux|SQL|Cloud
## 406                                                     Python|RAG|Fine-tuning|Vector DBs|Communication|Research
## 407                                                Python|Prompt Design|Documentation|NLP|Cloud|Linux|Statistics
## 408                                                                        Docker|Python|PyTorch|Problem Solving
## 409                                                         Research|Communication|Ethics Frameworks|Linux|Agile
## 410                                    Risk Management|Auditing|Documentation|Legal Knowledge|EU AI Act|Research
## 411                                                  GPU Computing|Python|Neural Networks|TensorFlow|Agile|Linux
## 412                                       Neural Networks|CUDA|GPU Computing|Python|PyTorch|TensorFlow|Cloud|Git
## 413                                        Kubernetes|Cloud|Monitoring|Python|CI/CD|MLflow|Cloud|Problem Solving
## 414                                   Kubernetes|MLOps|TensorFlow|SQL|Python|Cloud|Problem Solving|Communication
## 415                                               Python|APIs|Planning Systems|AutoGen|Cloud|Problem Solving|Git
## 416                                                                         Simulation|Control Systems|C++|Agile
## 417                     PyTorch|LLM Integration|Python|Docker|Cloud (AWS/GCP/Azure)|Linux|Communication|Research
## 418                                                                     Python|Research|Publishing|PyTorch|Agile
## 419                                 Image Processing|CUDA|PyTorch|OpenCV|CNNs|Python|Cloud|Statistics|Leadership
## 420                 LangChain|Vector DBs|Python|LLMs|Embeddings|Search Systems|Communication|Statistics|Research
## 421                               Agile|Data Analysis|Stakeholder Mgmt|Product Strategy|AI Literacy|Research|Git
## 422                               Red Teaming|Cybersecurity|ML Security|Leadership|Communication|Problem Solving
## 423                                                                  Publishing|PyTorch|Deep Learning|Statistics
## 424                                      Python|Deployment|LLMs|GenAI APIs|Diffusion Models|Git|Statistics|Linux
## 425                                                      Prompt Design|NLP|Documentation|Python|Statistics|Linux
## 426                                                CUDA|Storage|Distributed Systems|Communication|Research|Agile
## 427                                                                   Hugging Face|LLMs|BERT|Research|Statistics
## 428                                   RAG|LLM APIs|Prompt Engineering|Vector DBs|Fine-tuning|Linux|Communication
## 429                                            APIs|Vision-Language Models|Python|PyTorch|Statistics|Cloud|Linux
## 430                                Python|Publishing|Mathematics|Deep Learning|Research|Leadership|Communication
## 431                               Python|Mathematics|PyTorch|Deep Learning|Publishing|Leadership|Problem Solving
## 432                     Legal Knowledge|Documentation|EU AI Act|Auditing|Risk Management|Communication|Linux|Git
## 433                    Publishing|Mathematics|Deep Learning|Python|PyTorch|Statistics|Leadership|Problem Solving
## 434                                           Advanced Statistics|Deep Learning|ML|Python|Leadership|Cloud|Linux
## 435                                 PyTorch|System Design|MLOps|Distributed Systems|Python|LLM Fine-tuning|Agile
## 436                                                                Legal Knowledge|EU AI Act|Auditing|Leadership
## 437                                                   Kubernetes|Docker|MLflow|CI/CD|Cloud|Python|SQL|Leadership
## 438                                      Planning Systems|AutoGen|APIs|LangChain|Python|Tool Use|Git|Agile|Cloud
## 439                                                                     MLOps|SQL|Python|PyTorch|Problem Solving
## 440                                                      GenAI APIs|Python|Fine-tuning|LLMs|Statistics|SQL|Cloud
## 441                                                            Auditing|Legal Knowledge|EU AI Act|Leadership|SQL
## 442                                                                                 Airflow|ETL|Spark|Leadership
## 443                                                      Python|LLMs|Hugging Face|Text Processing|BERT|Cloud|SQL
## 444                                   Python|Diffusion Models|LLMs|Fine-tuning|GenAI APIs|Linux|Statistics|Cloud
## 445                            Deep Learning|Python|ML|Advanced Statistics|Causal Inference|Leadership|Git|Cloud
## 446                                                                Networking|Storage|Kubernetes|Problem Solving
## 447                                       Testing|Python|LLM APIs|Prompt Design|NLP|Documentation|SQL|Leadership
## 448                                                                 BERT|LLMs|Text Processing|Hugging Face|Cloud
## 449                                                    Simulation|C++|Python|Control Systems|Git|Problem Solving
## 450                                PyTorch|GPU Computing|CUDA|Python|TensorFlow|Neural Networks|Leadership|Agile
## 451                                        AI Policy|Research|Ethics Frameworks|Communication|Cloud|Research|Git
## 452                            Mathematics|Publishing|Research|PyTorch|Python|Deep Learning|Agile|Leadership|Git
## 453                  Leadership|Deep Learning|Causal Inference|Advanced Statistics|Python|Leadership|Agile|Linux
## 454                               Text Processing|BERT|Transformers|LLMs|Python|Hugging Face|Communication|Cloud
## 455                           Python|Research|PyTorch|Publishing|Deep Learning|Problem Solving|Communication|Git
## 456                                                                    Leadership|Python|Advanced Statistics|Git
## 457                                                                       C++|Simulation|Computer Vision|ROS|SQL
## 458                           Scikit-learn|ML Algorithms|Statistics|Data Visualization|Agile|Communication|Cloud
## 459                                                           MLflow|Kubernetes|Monitoring|Leadership|Statistics
## 460                                                            ETL|Python|Spark|Linux|Statistics|Problem Solving
## 461                Fine-tuning|Deployment|Diffusion Models|GenAI APIs|LLMs|Python|Statistics|Linux|Communication
## 462                                                           Python|System Design|MLOps|Distributed Systems|SQL
## 463                                                                 NLP|Prompt Design|Documentation|LLM APIs|Git
## 464                                         PyTorch|MLOps|Distributed Systems|System Design|Agile|Research|Cloud
## 465                                                         Kubernetes|TensorFlow|SQL|MLOps|Python|PyTorch|Agile
## 466                            RAG|LLM APIs|Python|Prompt Engineering|Fine-tuning|Vector DBs|Git|Problem Solving
## 467                                                    PyTorch|System Design|Python|Problem Solving|SQL|Research
## 468                                               Red Teaming|Cybersecurity|Python|Risk Analysis|Problem Solving
## 469                                   Tool Use|LangChain|AutoGen|Planning Systems|APIs|Cloud|SQL|Problem Solving
## 470                                                                Scikit-learn|Python|ML Algorithms|Linux|Agile
## 471                                                                      PyTorch|CUDA|CNNs|Problem Solving|Linux
## 472                                                                           Cloud|System Design|ML|Linux|Cloud
## 473      Cloud|Python|ML|System Design|Enterprise Architecture|Leadership|Research|Communication|Problem Solving
## 474                                                        Data Visualization|Python|SQL|Business Analysis|Cloud
## 475                                                                           Python|ML|Leadership|Communication
## 476                                                               Python|Feature Stores|dbt|Spark|Statistics|SQL
## 477                                     Documentation|Testing|Prompt Design|NLP|Python|LLM APIs|Leadership|Linux
## 478                                                                  Feature Stores|Airflow|ETL|Cloud|Statistics
## 479                                        Documentation|Python|Prompt Design|NLP|Testing|LLM APIs|SQL|Cloud|Git
## 480                                                Python|Vision-Language Models|APIs|Fine-tuning|Research|Cloud
## 481                                                                     Python|CUDA|OpenCV|Leadership|Statistics
## 482                                                                          Tool Use|AutoGen|LangChain|APIs|Git
## 483                                                       Python|Image Processing|OpenCV|CUDA|PyTorch|CNNs|Linux
## 484                                                                      Simulation|Control Systems|ROS|Research
## 485                                                         PyTorch|Neural Networks|GPU Computing|Research|Linux
## 486                                                     AI Literacy|Product Strategy|Stakeholder Mgmt|Leadership
## 487                                         Text Processing|Hugging Face|BERT|Transformers|LLMs|Leadership|Cloud
## 488                                Data Visualization|Communication|Business Analysis|Python|Problem Solving|Git
## 489                                         Deep Learning|Python|Mathematics|Publishing|PyTorch|Linux|Statistics
## 490                        Storage|Cloud|Distributed Systems|Kubernetes|Communication|Leadership|Problem Solving
## 491                                     Tool Use|Python|AutoGen|LangChain|Planning Systems|APIs|Linux|Statistics
## 492                                                                        ML|System Design|Leadership|Git|Cloud
## 493                                                                     LLMs|Search Systems|Python|Communication
## 494                                         Python|Publishing|Mathematics|PyTorch|Deep Learning|Statistics|Cloud
## 495                                         Legal Knowledge|Auditing|Risk Management|Documentation|EU AI Act|Git
## 496                                                       Diffusion Models|Deployment|GenAI APIs|LLMs|Statistics
## 497                                 Python|Leadership|Cloud|Enterprise Architecture|System Design|ML|Cloud|Linux
## 498                      SQL|ML Algorithms|Python|Data Visualization|Scikit-learn|Statistics|Communication|Linux
## 499                                                   Prompt Engineering|Vector DBs|RAG|Fine-tuning|LLM APIs|SQL
## 500                                 MLOps|Python|PyTorch|System Design|Distributed Systems|LLM Fine-tuning|Linux
## 501                                                                         Kubernetes|Networking|CUDA|Linux|SQL
## 502                                                           Legal Knowledge|EU AI Act|Auditing|Problem Solving
## 503                                      ML Algorithms|Scikit-learn|SQL|Statistics|Data Visualization|Statistics
## 504            Risk Assessment|Ethics Frameworks|Research|AI Policy|Communication|Cloud|Statistics|Communication
## 505                                                          APIs|Fine-tuning|Vision-Language Models|PyTorch|SQL
## 506                                                 Docker|MLflow|Monitoring|Kubernetes|CI/CD|Cloud|Python|Agile
## 507                                                                  Prompt Design|Python|LLM APIs|Testing|Cloud
## 508                                   LangChain|Planning Systems|Tool Use|AutoGen|APIs|Linux|Communication|Agile
## 509                                  Control Systems|C++|Computer Vision|Python|Simulation|Cloud|Problem Solving
## 510                                                           Python|CI/CD|Kubernetes|Monitoring|Docker|Research
## 511                                             LangChain|Vector DBs|Search Systems|Research|Linux|Communication
## 512                                                                   Vector DBs|LangChain|Python|SQL|Leadership
## 513                                                                 Python|Simulation|Control Systems|Leadership
## 514                                              Communication|Research|AI Policy|Ethics Frameworks|Research|Git
## 515                                                 Kubernetes|SQL|PyTorch|MLOps|TensorFlow|Git|Linux|Leadership
## 516                                                                    MLflow|Monitoring|Cloud|Docker|Statistics
## 517                                                  PyTorch|Publishing|Python|Deep Learning|Mathematics|Git|SQL
## 518                              Docker|LLM Integration|Python|PyTorch|Cloud (AWS/GCP/Azure)|Agile|Communication
## 519                                        Planning Systems|APIs|Python|LangChain|Tool Use|AutoGen|Communication
## 520                         System Design|Enterprise Architecture|Python|Leadership|ML|Leadership|Statistics|SQL
## 521                                                              CI/CD|MLflow|Python|Monitoring|Docker|Agile|SQL
## 522                                             Fine-tuning|Python|Diffusion Models|Problem Solving|Git|Research
## 523                                     Research|Communication|Ethics Frameworks|AI Policy|Risk Assessment|Cloud
## 524                                                                          Python|dbt|ETL|Spark|Leadership|SQL
## 525                                      SQL|Python|Kubernetes|MLOps|PyTorch|TensorFlow|Statistics|Communication
## 526                                PyTorch|Python|OpenCV|Image Processing|CUDA|CNNs|Leadership|Communication|Git
## 527                                                   Python|ML Algorithms|SQL|Scikit-learn|Statistics|SQL|Cloud
## 528                                                  Cloud|Docker|MLflow|Kubernetes|Python|Problem Solving|Cloud
## 529                                                   PyTorch|Vision-Language Models|APIs|Fine-tuning|Python|SQL
## 530                                 Communication|SQL|Data Visualization|Python|Business Analysis|Linux|Research
## 531                                                            Neural Networks|PyTorch|TensorFlow|Agile|Research
## 532                                                                         SQL|TensorFlow|Kubernetes|Statistics
## 533                                                                  Distributed Systems|MLOps|System Design|SQL
## 534                                                  Python|Search Systems|Vector DBs|Leadership|Problem Solving
## 535                            Prompt Engineering|Python|Vector DBs|Fine-tuning|LLM APIs|RAG|Agile|Communication
## 536                        Data Analysis|Product Strategy|AI Literacy|Stakeholder Mgmt|Agile|Cloud|Communication
## 537                                           Data Visualization|Communication|Business Analysis|Problem Solving
## 538                                          Prompt Design|LLM APIs|Documentation|NLP|Testing|Python|Linux|Cloud
## 539                              Embeddings|LangChain|Search Systems|Vector DBs|LLMs|Python|Linux|Leadership|Git
## 540                                           Python|Mathematics|Deep Learning|PyTorch|Research|Statistics|Linux
## 541                                                        Business Analysis|Data Visualization|Python|SQL|Agile
## 542                                                                                Computer Vision|ROS|C++|Agile
## 543                                                   CUDA|Cloud|Networking|Storage|Communication|Git|Statistics
## 544                                                      Kubernetes|Storage|Cloud|CUDA|Distributed Systems|Linux
## 545                            Python|Diffusion Models|Deployment|GenAI APIs|Problem Solving|Communication|Linux
## 546                                     Red Teaming|Python|Risk Analysis|ML Security|Cybersecurity|Communication
## 547                                                                            PyTorch|APIs|Fine-tuning|Research
## 548                                                     MLOps|TensorFlow|Python|PyTorch|Kubernetes|SQL|SQL|Agile
## 549                     LLMs|Search Systems|Python|LangChain|Embeddings|Communication|Statistics|Problem Solving
## 550                                  Product Strategy|Agile|AI Literacy|Data Analysis|Stakeholder Mgmt|Agile|SQL
## 551                               Python|APIs|LangChain|Planning Systems|Tool Use|AutoGen|Agile|Statistics|Cloud
## 552                                  Ethics Frameworks|Communication|Risk Assessment|AI Policy|Research|Research
## 553                                                          Fine-tuning|LLM APIs|Python|RAG|Vector DBs|Research
## 554                                            EU AI Act|Documentation|Legal Knowledge|Problem Solving|Cloud|SQL
## 555                                                                              LLMs|Python|Text Processing|SQL
## 556                                       Communication|AI Policy|Risk Assessment|Research|Agile|Problem Solving
## 557                                                     PyTorch|GPU Computing|Neural Networks|Python|Cloud|Linux
## 558                                                                 C++|Control Systems|Python|SQL|Communication
## 559                                                                               PyTorch|OpenCV|CUDA|CNNs|Linux
## 560                                                                   Python|LLMs|GenAI APIs|Deployment|Research
## 561                             Communication|Ethics Frameworks|Risk Assessment|Research|Git|Communication|Linux
## 562                                              APIs|PyTorch|Fine-tuning|Vision-Language Models|Problem Solving
## 563                                                             TensorFlow|CUDA|Python|Agile|SQL|Problem Solving
## 564                 Docker|Python|PyTorch|LLM Integration|Cloud (AWS/GCP/Azure)|Linux|Problem Solving|Leadership
## 565                                                                 Control Systems|C++|ROS|Simulation|Cloud|SQL
## 566                                              PyTorch|Image Processing|CUDA|Python|OpenCV|Problem Solving|Git
## 567                                        Python|Business Analysis|Data Visualization|Communication|Linux|Agile
## 568                                                            CNNs|PyTorch|Image Processing|Leadership|Research
## 569                                                                    GPU Computing|PyTorch|TensorFlow|Research
## 570                 Product Strategy|Stakeholder Mgmt|Data Analysis|Agile|AI Literacy|Statistics|Problem Solving
## 571                                         Enterprise Architecture|ML|Leadership|Cloud|Python|SQL|Communication
## 572                                    Python|Cybersecurity|Red Teaming|ML Security|Risk Analysis|Research|Cloud
## 573                                                                              LLMs|Transformers|BERT|Research
## 574                                      BERT|Text Processing|LLMs|Hugging Face|Transformers|Python|Research|SQL
## 575                                                                        Vector DBs|LLMs|Embeddings|Statistics
## 576                                                  Python|PyTorch|CUDA|Image Processing|OpenCV|CNNs|Statistics
## 577                                                Testing|Python|NLP|Documentation|LLM APIs|Prompt Design|Linux
## 578                                                                 SQL|Data Visualization|Python|SQL|Statistics
## 579                                         Python|SQL|ETL|Airflow|dbt|Feature Stores|Spark|Git|Linux|Leadership
## 580                                                 Risk Analysis|Cybersecurity|ML Security|Git|Statistics|Agile
## 581                                                   Documentation|Prompt Design|Python|NLP|Communication|Cloud
## 582                                 Vision-Language Models|PyTorch|Fine-tuning|APIs|Statistics|Git|Communication
## 583                                                        Business Analysis|Communication|Python|Research|Linux
## 584                                                        SQL|Kubernetes|TensorFlow|PyTorch|Statistics|Research
## 585                                             Auditing|EU AI Act|Legal Knowledge|Risk Management|Communication
## 586                                                              C++|ROS|Simulation|Computer Vision|Python|Cloud
## 587                                                                       CI/CD|MLflow|Cloud|Cloud|Communication
## 588                                      Deployment|Python|Fine-tuning|LLMs|GenAI APIs|Diffusion Models|Research
## 589                                         CI/CD|Kubernetes|Monitoring|Cloud|Docker|Python|MLflow|Communication
## 590                                                                 Research|AI Policy|Risk Assessment|SQL|Agile
## 591                                                                      APIs|LangChain|AutoGen|Statistics|Linux
## 592                                                     Ethics Frameworks|Research|Communication|AI Policy|Linux
## 593                                                    PyTorch|Mathematics|Research|Publishing|Communication|SQL
## 594                            Prompt Engineering|Fine-tuning|RAG|LLM APIs|Python|Research|Linux|Problem Solving
## 595                                             LangChain|Search Systems|Vector DBs|Communication|Statistics|SQL
## 596                                                    Simulation|Python|Control Systems|ROS|Computer Vision|SQL
## 597                                                 Cybersecurity|Risk Analysis|ML Security|Red Teaming|Research
## 598                           Python|Data Visualization|SQL|Communication|Business Analysis|Agile|Research|Linux
## 599                                            Agile|Product Strategy|AI Literacy|Research|Problem Solving|Linux
## 600                                                        Fine-tuning|PyTorch|Vision-Language Models|APIs|Agile
## 601                                                  PyTorch|Research|Deep Learning|Publishing|Mathematics|Agile
## 602                                                            Cloud (AWS/GCP/Azure)|Python|Docker|PyTorch|Agile
## 603                                 TensorFlow|Neural Networks|GPU Computing|Python|Cloud|Research|Communication
## 604                                                                             SQL|Feature Stores|Airflow|Linux
## 605                                           PyTorch|CNNs|OpenCV|Python|Image Processing|Communication|Research
## 606                                                   Deep Learning|Causal Inference|Python|Cloud|SQL|Statistics
## 607                              Legal Knowledge|Risk Management|EU AI Act|Auditing|Documentation|Research|Linux
## 608                                                                    Prompt Design|LLM APIs|Python|Linux|Agile
## 609                                                                              Python|dbt|Feature Stores|Linux
## 610                                                            Python|Kubernetes|CI/CD|Cloud|Monitoring|Research
## 611          SQL|Python|Communication|Business Analysis|Data Visualization|Problem Solving|Statistics|Leadership
## 612                                                ML|Enterprise Architecture|System Design|Cloud|Leadership|Git
## 613                            AI Literacy|Data Analysis|Stakeholder Mgmt|Agile|Product Strategy|Problem Solving
## 614                                                    Python|Deep Learning|PyTorch|Mathematics|Statistics|Agile
## 615                                                             Prompt Design|Documentation|Python|Testing|Cloud
## 616                                             LLMs|Search Systems|LangChain|Embeddings|Git|Research|Leadership
## 617                                     Transformers|BERT|Text Processing|Hugging Face|Agile|Statistics|Research
## 618                                                               Prompt Design|LLM APIs|Documentation|NLP|Cloud
## 619                                                        Vector DBs|Fine-tuning|Prompt Engineering|Linux|Agile
## 620                                  Risk Management|EU AI Act|Legal Knowledge|Auditing|Documentation|Leadership
## 621                                                          ML Security|Python|Red Teaming|Linux|Leadership|SQL
## 622                                           Vision-Language Models|PyTorch|Python|Fine-tuning|Cloud|Leadership
## 623                                                   Distributed Systems|Kubernetes|Storage|Linux|Communication
## 624                                                                      LLMs|Transformers|BERT|Hugging Face|Git
## 625                                   SQL|Python|Scikit-learn|Statistics|Data Visualization|Research|Cloud|Linux
## 626                       Python|LangChain|LLMs|Embeddings|Vector DBs|Search Systems|Leadership|Statistics|Cloud
## 627                 Data Visualization|Communication|Business Analysis|Python|SQL|Git|Problem Solving|Leadership
## 628                                                         Distributed Systems|Networking|Cloud|Problem Solving
## 629                                          Python|System Design|ML|Cloud|Enterprise Architecture|Communication
## 630                                 Ethics Frameworks|AI Policy|Research|Communication|Cloud|Statistics|Research
## 631                                                           dbt|Feature Stores|ETL|SQL|Airflow|Linux|Cloud|Git
## 632                                                                 Networking|CUDA|Cloud|Communication|Research
## 633                                             Python|Hugging Face|LLMs|Transformers|Leadership|Problem Solving
## 634                                 LLMs|Fine-tuning|Python|Deployment|Diffusion Models|Communication|Leadership
## 635                          SQL|Data Visualization|Python|Statistics|ML Algorithms|Scikit-learn|Cloud|Git|Linux
## 636        MLOps|PyTorch|Distributed Systems|Python|LLM Fine-tuning|System Design|Agile|Statistics|Communication
## 637                                          Data Analysis|Product Strategy|Stakeholder Mgmt|Linux|Communication
## 638                                         Diffusion Models|Deployment|LLMs|Python|GenAI APIs|Fine-tuning|Agile
## 639                                                     Hugging Face|Python|Text Processing|Statistics|Git|Linux
## 640                                                                Communication|Python|Data Visualization|Linux
## 641                                     Causal Inference|Python|Leadership|ML|Deep Learning|Leadership|Linux|Git
## 642                                             Python|Simulation|Computer Vision|ROS|Control Systems|Statistics
## 643                                    Data Visualization|Statistics|SQL|ML Algorithms|Python|Scikit-learn|Agile
## 644          AI Policy|Research|Communication|Ethics Frameworks|Risk Assessment|Problem Solving|Leadership|Linux
## 645                                           ROS|Computer Vision|Python|Simulation|Statistics|Git|Communication
## 646                                                   SQL|Scikit-learn|Python|Data Visualization|Problem Solving
## 647                                               Docker|Kubernetes|CI/CD|Cloud|MLflow|Python|Cloud|SQL|Research
## 648                                 System Design|LLM Fine-tuning|Distributed Systems|PyTorch|MLOps|Python|Cloud
## 649                                            AI Policy|Risk Assessment|Communication|Statistics|Research|Linux
## 650                                                     Fine-tuning|Diffusion Models|GenAI APIs|Deployment|Cloud
## 651                                                  LLMs|GenAI APIs|Deployment|Fine-tuning|Diffusion Models|Git
## 652                                                     Python|Airflow|dbt|ETL|Feature Stores|SQL|Spark|Research
## 653                                               Research|Ethics Frameworks|AI Policy|Communication|Linux|Cloud
## 654                                            NLP|Documentation|Testing|LLM APIs|Research|Problem Solving|Cloud
## 655                                      CUDA|Networking|Kubernetes|Distributed Systems|Cloud|Storage|Leadership
## 656                                              Neural Networks|Python|PyTorch|CUDA|Linux|Agile|Problem Solving
## 657                                                                Python|Leadership|Causal Inference|Statistics
## 658                    Python|Communication|SQL|Data Visualization|Business Analysis|Problem Solving|Cloud|Linux
## 659                                                    APIs|Fine-tuning|Python|PyTorch|Statistics|Research|Linux
## 660                                                               Python|Feature Stores|Spark|SQL|Git|Statistics
## 661                                              PyTorch|OpenCV|Python|CUDA|CNNs|Image Processing|Research|Cloud
## 662                                                           MLOps|SQL|Kubernetes|Python|Agile|Cloud|Statistics
## 663                                           Deployment|Python|Fine-tuning|Diffusion Models|LLMs|GenAI APIs|Git
## 664                                                            Cloud (AWS/GCP/Azure)|Python|Docker|PyTorch|Linux
## 665                                             Vision-Language Models|APIs|Python|Fine-tuning|PyTorch|Agile|SQL
## 666                                      Python|Data Visualization|Business Analysis|Agile|Cloud|Problem Solving
## 667                                                                Image Processing|CNNs|Python|Research|SQL|Git
## 668                Data Visualization|Business Analysis|Python|Communication|Communication|Problem Solving|Linux
## 669                                   System Design|Cloud|ML|Leadership|Enterprise Architecture|Python|SQL|Cloud
## 670                       Deep Learning|Causal Inference|Advanced Statistics|Python|ML|Research|Cloud|Leadership
## 671                                                            Communication|Research|AI Policy|Linux|Statistics
## 672                                                        Diffusion Models|Fine-tuning|Deployment|Communication
## 673                                                 CUDA|Image Processing|OpenCV|Python|Problem Solving|Research
## 674                                           Risk Assessment|Ethics Frameworks|AI Policy|Research|Communication
## 675                                              AI Policy|Risk Assessment|Ethics Frameworks|Communication|Cloud
## 676                                                APIs|Tool Use|LangChain|AutoGen|Planning Systems|Python|Agile
## 677                               Data Visualization|Python|Scikit-learn|SQL|Statistics|ML Algorithms|Statistics
## 678                                                                 SQL|PyTorch|Python|Kubernetes|Statistics|Git
## 679                                           Kubernetes|Networking|Cloud|CUDA|Distributed Systems|Communication
## 680                                          Product Strategy|Agile|Stakeholder Mgmt|Data Analysis|Communication
## 681                                                   Risk Analysis|Python|Red Teaming|ML Security|Communication
## 682                                         Python|LLM Integration|Docker|PyTorch|Communication|Agile|Statistics
## 683                               PyTorch|Cloud (AWS/GCP/Azure)|LLM Integration|Docker|Linux|Research|Leadership
## 684                                                              PyTorch|Docker|Cloud (AWS/GCP/Azure)|Python|SQL
## 685                                                  LangChain|Python|Planning Systems|APIs|Tool Use|AutoGen|Git
## 686                                                       SQL|Communication|Python|Business Analysis|Cloud|Linux
## 687                                               GenAI APIs|Diffusion Models|Python|Fine-tuning|Problem Solving
## 688                                                                SQL|Feature Stores|ETL|Spark|Statistics|Cloud
## 689                            Documentation|Risk Management|Legal Knowledge|Auditing|EU AI Act|Leadership|Linux
## 690                                                                   Diffusion Models|Python|LLMs|Git|SQL|Agile
## 691                                                       Data Analysis|Stakeholder Mgmt|Agile|Git|Communication
## 692                                                    Statistics|Data Visualization|Python|Scikit-learn|SQL|SQL
## 693                                       LLM APIs|Python|NLP|Testing|Documentation|Problem Solving|SQL|Research
## 694                                                     Legal Knowledge|EU AI Act|Risk Management|Leadership|Git
## 695                                                  Hugging Face|LLMs|Python|Text Processing|Linux|SQL|Research
## 696                                          GenAI APIs|Python|Fine-tuning|Diffusion Models|Deployment|Git|Linux
## 697                                                                     Legal Knowledge|EU AI Act|Auditing|Linux
## 698                                                                                       Python|NLP|Testing|Git
## 699                                    ML Algorithms|Data Visualization|SQL|Scikit-learn|Statistics|Python|Linux
## 700                                     Prompt Engineering|Vector DBs|Python|LLM APIs|RAG|Communication|Research
## 701                                                   Tool Use|Planning Systems|Python|Linux|Communication|Cloud
## 702                             Risk Management|Legal Knowledge|Documentation|Auditing|EU AI Act|Problem Solving
## 703                                  CUDA|Storage|Networking|Kubernetes|Distributed Systems|Research|Cloud|Linux
## 704                                                         OpenCV|Image Processing|CUDA|CNNs|PyTorch|Statistics
## 705                      Deep Learning|Leadership|Advanced Statistics|Python|ML|Causal Inference|Problem Solving
## 706                                                                 CUDA|Cloud|Distributed Systems|Cloud|SQL|Git
## 707                                         Red Teaming|Cybersecurity|ML Security|Python|Risk Analysis|Git|Linux
## 708                                                    ROS|Control Systems|Simulation|Computer Vision|Statistics
## 709                                                          Python|Computer Vision|Simulation|C++|SQL|Linux|Git
## 710                                                               Python|Transformers|BERT|Problem Solving|Cloud
## 711                 RAG|Prompt Engineering|Fine-tuning|LLM APIs|Python|Vector DBs|Problem Solving|Cloud|Research
## 712                                          LLM APIs|RAG|Prompt Engineering|Python|Fine-tuning|Git|Research|SQL
## 713                        PyTorch|Distributed Systems|LLM Fine-tuning|System Design|Python|MLOps|Statistics|SQL
## 714                                                      ML Security|Risk Analysis|Red Teaming|Python|Leadership
## 715                                                                               PyTorch|Mathematics|Python|Git
## 716                                                       Research|Mathematics|Python|Publishing|SQL|Cloud|Linux
## 717                                                                  CUDA|Image Processing|Python|CNNs|Linux|SQL
## 718                                                      Risk Analysis|Red Teaming|Cybersecurity|ML Security|SQL
## 719                                                                LLM APIs|RAG|Vector DBs|Problem Solving|Linux
## 720                                                                         Communication|AI Policy|Research|Git
## 721                                                                   LLMs|LangChain|Vector DBs|Leadership|Linux
## 722                         AutoGen|Planning Systems|APIs|LangChain|Tool Use|Python|Problem Solving|Git|Research
## 723                                                 PyTorch|Distributed Systems|Python|System Design|Agile|Cloud
## 724                                                               Python|Causal Inference|ML|Leadership|Research
## 725                    Deployment|Fine-tuning|GenAI APIs|LLMs|Diffusion Models|Communication|Problem Solving|SQL
## 726                                               PyTorch|MLOps|SQL|Python|Leadership|Problem Solving|Statistics
## 727                                                                       APIs|Fine-tuning|Python|Statistics|Git
## 728                                                                         Testing|Python|NLP|Prompt Design|Git
## 729                                                 AutoGen|APIs|Python|Tool Use|Planning Systems|Statistics|Git
## 730                                                             Prompt Engineering|Fine-tuning|LLM APIs|Research
## 731                                           Distributed Systems|CUDA|Storage|Kubernetes|Networking|Cloud|Agile
## 732                                       SQL|ML Algorithms|Statistics|Data Visualization|Scikit-learn|Cloud|Git
## 733                                                                             Python|AutoGen|Tool Use|Research
## 734                                                     Diffusion Models|Python|Deployment|GenAI APIs|LLMs|Linux
## 735                                                         Legal Knowledge|Risk Management|EU AI Act|Statistics
## 736                                                       Search Systems|Embeddings|Python|Vector DBs|LLMs|Cloud
## 737                                                        Python|Business Analysis|Communication|SQL|Leadership
## 738                                                            CNNs|Image Processing|OpenCV|Leadership|Agile|Git
## 739                                            Vision-Language Models|PyTorch|Python|Agile|Problem Solving|Cloud
## 740                                                                     ROS|C++|Python|Simulation|Statistics|Git
## 741                                    Distributed Systems|Python|LLM Fine-tuning|MLOps|System Design|Statistics
## 742                                             LLM Integration|Docker|Python|PyTorch|Git|Communication|Research
## 743                                                  Neural Networks|Python|TensorFlow|PyTorch|GPU Computing|Git
## 744                             Fine-tuning|Python|LLMs|Diffusion Models|GenAI APIs|Deployment|Agile|Cloud|Linux
## 745                                      Deployment|Python|GenAI APIs|Fine-tuning|Problem Solving|Git|Statistics
## 746                                          Communication|SQL|Business Analysis|Python|Data Visualization|Cloud
## 747                            System Design|MLOps|Python|PyTorch|LLM Fine-tuning|Distributed Systems|Statistics
## 748                                             Neural Networks|GPU Computing|PyTorch|Python|Communication|Cloud
## 749                                        Python|Cloud|CI/CD|Kubernetes|Docker|MLflow|Linux|Problem Solving|Git
## 750                                                                  Vision-Language Models|Python|PyTorch|Cloud
## 751          AI Literacy|Data Analysis|Agile|Stakeholder Mgmt|Product Strategy|Communication|Research|Leadership
## 752                                                  Fine-tuning|Deployment|GenAI APIs|Diffusion Models|Research
## 753                                                            Risk Assessment|Communication|Research|Leadership
## 754                                        PyTorch|CUDA|OpenCV|Image Processing|Problem Solving|Leadership|Linux
## 755                                     Documentation|NLP|Python|Testing|LLM APIs|Communication|Cloud|Statistics
## 756                                                           AI Policy|Research|Ethics Frameworks|Communication
## 757                                                                                C++|ROS|Computer Vision|Agile
## 758                                              Distributed Systems|Python|MLOps|LLM Fine-tuning|Statistics|Git
## 759                     Documentation|Risk Management|EU AI Act|Auditing|Legal Knowledge|SQL|Linux|Communication
## 760                                          Scikit-learn|ML Algorithms|Python|Data Visualization|SQL|Leadership
## 761                                                    NLP|LLM APIs|Testing|Documentation|Python|Problem Solving
## 762                                                                               CUDA|PyTorch|Python|Leadership
## 763                              Risk Analysis|Cybersecurity|Red Teaming|Python|ML Security|Leadership|Git|Agile
## 764                                                                         Leadership|Causal Inference|ML|Agile
## 765                                                     PyTorch|Python|LLM Integration|Statistics|SQL|Leadership
## 766                                                 Monitoring|MLflow|Cloud|CI/CD|Kubernetes|Docker|Python|Linux
## 767                                   Cloud (AWS/GCP/Azure)|Docker|Python|LLM Integration|Leadership|Agile|Linux
## 768                                                                 dbt|Feature Stores|Python|Research|SQL|Cloud
## 769                                                 EU AI Act|Legal Knowledge|Risk Management|Git|Leadership|SQL
## 770                                 BERT|Transformers|Hugging Face|Text Processing|Python|LLMs|Cloud|Agile|Linux
## 771                                                                  NLP|Prompt Design|Documentation|Cloud|Linux
## 772                                                               Deployment|Python|Diffusion Models|Agile|Cloud
## 773                                 Documentation|Risk Management|Legal Knowledge|EU AI Act|Statistics|SQL|Agile
## 774                                     Python|CUDA|GPU Computing|TensorFlow|Research|Leadership|Problem Solving
## 775                                                                             Python|Tool Use|APIs|AutoGen|Git
## 776                                                                Prompt Design|Testing|Documentation|Cloud|Git
## 777                                                  Python|Planning Systems|LangChain|Tool Use|AutoGen|APIs|SQL
## 778                                        Python|Data Visualization|Statistics|Scikit-learn|ML Algorithms|Linux
## 779                                                            System Design|Python|Distributed Systems|Research
## 780                                                             Causal Inference|ML|Deep Learning|Leadership|SQL
## 781                        Auditing|Risk Management|Legal Knowledge|EU AI Act|Documentation|Research|Cloud|Linux
## 782                                                Cloud|Monitoring|MLflow|Kubernetes|CI/CD|Python|Communication
## 783                                   Cloud (AWS/GCP/Azure)|LLM Integration|Python|PyTorch|Problem Solving|Linux
## 784                                 Prompt Engineering|Fine-tuning|RAG|Vector DBs|Communication|Linux|Statistics
## 785                                           Deep Learning|Mathematics|Python|PyTorch|Publishing|Research|Cloud
## 786                                                  CUDA|PyTorch|GPU Computing|TensorFlow|Python|SQL|Statistics
## 787                 LLM Integration|PyTorch|Cloud (AWS/GCP/Azure)|Docker|Python|Cloud|Problem Solving|Statistics
## 788                                                         PyTorch|Vision-Language Models|APIs|Leadership|Linux
## 789                        Mathematics|Deep Learning|Publishing|Python|Research|PyTorch|Leadership|Communication
## 790                                                            SQL|Kubernetes|Python|TensorFlow|PyTorch|Research
## 791                                                                  NLP|Documentation|Testing|Agile|Cloud|Linux
## 792                            Leadership|ML|Deep Learning|Python|Causal Inference|Advanced Statistics|SQL|Cloud
## 793                                                                    ML|Deep Learning|Python|SQL|Communication
## 794                                         Python|Transformers|Hugging Face|LLMs|Text Processing|BERT|Agile|SQL
## 795                                                      PyTorch|TensorFlow|Python|SQL|Kubernetes|MLOps|Research
## 796                                                LangChain|Planning Systems|AutoGen|Tool Use|APIs|Python|Cloud
## 797                    Product Strategy|Agile|Stakeholder Mgmt|AI Literacy|Data Analysis|Git|Research|Leadership
## 798                                                LLM Integration|Docker|Cloud (AWS/GCP/Azure)|Statistics|Linux
## 799                                         Python|Data Visualization|Statistics|Scikit-learn|Cloud|Research|SQL
## 800                              Simulation|Control Systems|Computer Vision|C++|Agile|Leadership|Problem Solving
## 801                                                         Distributed Systems|MLOps|Python|Linux|Communication
## 802                         Embeddings|Search Systems|LangChain|Vector DBs|Python|LLMs|Research|Linux|Leadership
## 803                                                                    PyTorch|Python|Fine-tuning|SQL|Statistics
## 804                                                  PyTorch|Mathematics|Deep Learning|Publishing|Research|Linux
## 805                                                                    C++|Computer Vision|Python|Git|Statistics
## 806                                                  Fine-tuning|Prompt Engineering|Vector DBs|Python|Leadership
## 807                            Fine-tuning|LLM APIs|Python|RAG|Prompt Engineering|Problem Solving|Git|Leadership
## 808                                                    Business Analysis|SQL|Python|Communication|Git|Statistics
## 809                                               AI Policy|Ethics Frameworks|Research|Git|Agile|Problem Solving
## 810                                                        SQL|Business Analysis|Python|Communication|Leadership
## 811                                                 Auditing|Legal Knowledge|Risk Management|Documentation|Linux
## 812                  Stakeholder Mgmt|AI Literacy|Data Analysis|Product Strategy|Agile|Git|Problem Solving|Cloud
## 813                                                                         ETL|SQL|Feature Stores|Communication
## 814                        Deep Learning|Mathematics|Publishing|Python|PyTorch|Research|Research|Problem Solving
## 815                                                             GenAI APIs|LLMs|Python|Fine-tuning|Communication
## 816                               MLOps|PyTorch|LLM Fine-tuning|System Design|Distributed Systems|SQL|Leadership
## 817                                                    Feature Stores|SQL|Airflow|Spark|dbt|Python|ETL|Linux|Git
## 818                                      Python|Diffusion Models|GenAI APIs|Deployment|LLMs|Fine-tuning|Research
## 819                                                      Agile|AI Literacy|Product Strategy|Cloud|Statistics|Git
## 820                            Distributed Systems|Cloud|Networking|CUDA|Kubernetes|Research|Communication|Linux
## 821                                        Python|Vector DBs|Search Systems|Embeddings|LangChain|LLMs|Statistics
## 822                                        Ethics Frameworks|Communication|Research|SQL|Leadership|Communication
## 823                                                         Data Analysis|Product Strategy|Agile|Problem Solving
## 824                                                             GPU Computing|Neural Networks|CUDA|Communication
## 825                                           Diffusion Models|Deployment|GenAI APIs|Python|Fine-tuning|LLMs|Git
## 826                                          Causal Inference|Deep Learning|Advanced Statistics|Cloud|Statistics
## 827                                    ML Algorithms|Data Visualization|Statistics|Scikit-learn|Python|SQL|Linux
## 828                                                    SQL|Spark|dbt|Airflow|Python|ETL|Feature Stores|Git|Linux
## 829                                               Neural Networks|Python|TensorFlow|Linux|Research|Communication
## 830                                                                Testing|Prompt Design|Python|LLM APIs|NLP|SQL
## 831                                               Prompt Engineering|Python|Fine-tuning|LLM APIs|RAG|Agile|Cloud
## 832                                          Prompt Design|LLM APIs|Documentation|Cloud|Leadership|Communication
## 833                                                                          Simulation|ROS|C++|SQL|Research|Git
## 834                                                   PyTorch|MLOps|Distributed Systems|Python|System Design|SQL
## 835                                                                 Python|LLM APIs|Testing|Cloud|Linux|Research
## 836                                      Red Teaming|Risk Analysis|Cybersecurity|ML Security|Problem Solving|SQL
## 837                                                             Kubernetes|Python|TensorFlow|SQL|MLOps|Linux|SQL
## 838                                          Prompt Engineering|RAG|Python|LLM APIs|Fine-tuning|Vector DBs|Cloud
## 839                                                              Image Processing|CUDA|Python|PyTorch|OpenCV|Git
## 840                                                                          Python|Docker|LLM Integration|Linux
## 841                Python|LLM Fine-tuning|System Design|MLOps|Distributed Systems|PyTorch|Cloud|Agile|Leadership
## 842                                                         Python|Deployment|Fine-tuning|Diffusion Models|Cloud
## 843                                            LLM Fine-tuning|MLOps|System Design|Python|Cloud|Leadership|Linux
## 844                                                                           AutoGen|Python|Tool Use|Statistics
## 845                Python|C++|ROS|Control Systems|Simulation|Computer Vision|Cloud|Problem Solving|Communication
## 846                                     Leadership|Cloud|Python|Enterprise Architecture|System Design|Leadership
## 847                                             Search Systems|LangChain|Python|Vector DBs|Embeddings|LLMs|Agile
## 848                                                           APIs|Python|Vision-Language Models|Fine-tuning|SQL
## 849                                                                                     Airflow|SQL|Python|Agile
## 850                                                                   LLMs|Deployment|Python|Research|Leadership
## 851                         Data Analysis|AI Literacy|Stakeholder Mgmt|Agile|Problem Solving|Leadership|Research
## 852                                          Communication|Python|SQL|Data Visualization|Business Analysis|Cloud
## 853                               LangChain|Vector DBs|Python|LLMs|Search Systems|Embeddings|Problem Solving|SQL
## 854                                               Monitoring|Docker|MLflow|CI/CD|Kubernetes|Cloud|SQL|Statistics
## 855                                     Risk Assessment|Research|Ethics Frameworks|AI Policy|Linux|Communication
## 856                                      Stakeholder Mgmt|AI Literacy|Product Strategy|Data Analysis|Agile|Linux
## 857                                                                      Distributed Systems|Cloud|Storage|Linux
## 858                                               Computer Vision|Control Systems|Simulation|Research|Leadership
## 859                                                                             OpenCV|Python|CUDA|Communication
## 860                                            Python|Business Analysis|Communication|SQL|Data Visualization|Git
## 861                                                         TensorFlow|PyTorch|Kubernetes|Python|SQL|MLOps|Linux
## 862                                           Vision-Language Models|PyTorch|APIs|Linux|Research|Problem Solving
## 863                                                                   ETL|Python|SQL|dbt|Communication|SQL|Cloud
## 864                                                         Search Systems|Python|Embeddings|Research|Leadership
## 865                                                                            Fine-tuning|PyTorch|APIs|Research
## 866                         Legal Knowledge|Auditing|Documentation|EU AI Act|Risk Management|Statistics|Research
## 867                       LLM APIs|Fine-tuning|Vector DBs|Python|Prompt Engineering|Research|Linux|Communication
## 868                                                                            Docker|LLM Integration|Python|Git
## 869                                        Risk Analysis|Red Teaming|Python|ML Security|Cybersecurity|Leadership
## 870                                                     LLMs|BERT|Text Processing|Linux|Communication|Statistics
## 871                                        CUDA|GPU Computing|Neural Networks|PyTorch|Python|SQL|Problem Solving
## 872                                    Python|RAG|Fine-tuning|Vector DBs|LLM APIs|Problem Solving|Agile|Research
## 873                                     Neural Networks|GPU Computing|CUDA|Python|Communication|Leadership|Cloud
## 874                                      LangChain|AutoGen|Tool Use|Python|APIs|Planning Systems|Problem Solving
## 875                                                                                 Leadership|ML|Cloud|Research
## 876                                                        LLM Fine-tuning|Distributed Systems|PyTorch|Git|Cloud
## 877                                               LLM Fine-tuning|System Design|Distributed Systems|Research|SQL
## 878                                                     Ethics Frameworks|Communication|Risk Assessment|Research
## 879                                                                         Python|C++|Computer Vision|ROS|Linux
## 880                                                      AI Policy|Ethics Frameworks|Research|Linux|Research|Git
## 881                                                            Python|Leadership|ML|SQL|Problem Solving|Research
## 882                     Control Systems|Simulation|Python|Computer Vision|C++|ROS|Agile|Problem Solving|Research
## 883                                                              Ethics Frameworks|Research|AI Policy|Statistics
## 884                                                     Fine-tuning|GenAI APIs|Diffusion Models|Deployment|Cloud
## 885                               Kubernetes|Distributed Systems|CUDA|Networking|Cloud|SQL|Statistics|Leadership
## 886                                               Product Strategy|Data Analysis|Stakeholder Mgmt|Statistics|Git
## 887                                                         Statistics|SQL|Data Visualization|Research|Cloud|SQL
## 888                                                    AI Literacy|Agile|Data Analysis|Statistics|SQL|Leadership
## 889                                                               Neural Networks|TensorFlow|Python|Git|Research
## 890                                                  Communication|Python|Data Visualization|SQL|Problem Solving
## 891                                           Vector DBs|LLMs|LangChain|Statistics|Problem Solving|Communication
## 892                                 AI Policy|Research|Ethics Frameworks|Risk Assessment|Communication|Agile|SQL
## 893                                                     Python|Fine-tuning|Vision-Language Models|Research|Cloud
## 894                     Python|Neural Networks|TensorFlow|CUDA|GPU Computing|Linux|Problem Solving|Communication
## 895                                                Planning Systems|AutoGen|LangChain|Python|APIs|Tool Use|Cloud
## 896                                                   Distributed Systems|Networking|Cloud|CUDA|Storage|Research
## 897                                                 TensorFlow|GPU Computing|Python|Problem Solving|Research|SQL
## 898                                     Feature Stores|Airflow|Spark|Python|dbt|ETL|SQL|Statistics|Communication
## 899                                                     LLMs|Python|Search Systems|LangChain|Embeddings|Research
## 900                                   Leadership|Advanced Statistics|Deep Learning|Causal Inference|Python|Cloud
## 901                                 LLM Integration|Docker|Python|Cloud (AWS/GCP/Azure)|PyTorch|Statistics|Linux
## 902                               Cybersecurity|Risk Analysis|ML Security|Problem Solving|Communication|Research
## 903                                       Python|APIs|Vision-Language Models|PyTorch|Fine-tuning|Problem Solving
## 904                                          ROS|Computer Vision|Control Systems|Simulation|SQL|Statistics|Cloud
## 905                                   Fine-tuning|Vector DBs|Python|LLM APIs|Prompt Engineering|RAG|SQL|Research
## 906                                                 LLM APIs|Documentation|NLP|Prompt Design|Git|Problem Solving
## 907                              Product Strategy|Agile|Stakeholder Mgmt|Data Analysis|AI Literacy|Communication
## 908                                             Transformers|BERT|Python|Text Processing|LLMs|Hugging Face|Agile
## 909                               PyTorch|APIs|Fine-tuning|Vision-Language Models|Problem Solving|Agile|Research
## 910                                                 Legal Knowledge|Auditing|Documentation|Risk Management|Cloud
## 911                                                         PyTorch|LLM Integration|Docker|Problem Solving|Cloud
## 912                               Python|Causal Inference|Advanced Statistics|Leadership|Deep Learning|Git|Agile
## 913                                                         Auditing|Documentation|EU AI Act|Legal Knowledge|Git
## 914                                                    ETL|Feature Stores|Airflow|Python|dbt|Communication|Linux
## 915                                  Leadership|Causal Inference|ML|Python|Deep Learning|Advanced Statistics|Git
## 916                                            System Design|Enterprise Architecture|Cloud|Linux|Problem Solving
## 917                                                                             Embeddings|Vector DBs|Python|Git
## 918                                                            Docker|Cloud (AWS/GCP/Azure)|PyTorch|Python|Linux
## 919                                                              LLMs|Vector DBs|Search Systems|Python|Cloud|Git
## 920                                                                     PyTorch|MLOps|Python|Kubernetes|Research
## 921                                                Control Systems|C++|Computer Vision|Python|ROS|Research|Agile
## 922                                                    Mathematics|Publishing|PyTorch|Research|Python|Statistics
## 923                                                                  APIs|Python|Planning Systems|Cloud|Research
## 924                                                Legal Knowledge|Risk Management|Auditing|SQL|Leadership|Agile
## 925                                                                          GenAI APIs|Python|Fine-tuning|Cloud
## 926                                                               PyTorch|Docker|LLM Integration|Python|Research
## 927                                                Search Systems|Vector DBs|Embeddings|LLMs|Research|Leadership
## 928                                          NLP|Documentation|Prompt Design|LLM APIs|Problem Solving|Leadership
## 929                                                  AutoGen|APIs|LangChain|Python|Tool Use|Planning Systems|Git
## 930                                                                     Python|LLM APIs|RAG|Research|Cloud|Agile
## 931                                                                                    Docker|Cloud|Python|Cloud
## 932                              Communication|Business Analysis|SQL|Python|Data Visualization|Communication|SQL
## 933                                            Mathematics|Research|Publishing|Deep Learning|PyTorch|Agile|Cloud
## 934                                              Diffusion Models|LLMs|GenAI APIs|Communication|Agile|Leadership
## 935            Legal Knowledge|Risk Management|Documentation|Auditing|EU AI Act|Leadership|Problem Solving|Agile
## 936                                                PyTorch|TensorFlow|MLOps|SQL|Kubernetes|Problem Solving|Linux
## 937                                                 Distributed Systems|System Design|Python|MLOps|Communication
## 938                                                                             GPU Computing|CUDA|PyTorch|Agile
## 939                                      PyTorch|MLOps|Distributed Systems|System Design|Linux|SQL|Communication
## 940                                                                   Python|Hugging Face|BERT|Linux|Agile|Cloud
## 941                                                Cloud|ML|System Design|Python|Leadership|Statistics|SQL|Linux
## 942                                                      Python|GenAI APIs|Deployment|Diffusion Models|Cloud|Git
## 943                                   MLOps|PyTorch|Distributed Systems|System Design|LLM Fine-tuning|Python|SQL
## 944                                            Fine-tuning|GenAI APIs|Python|Diffusion Models|Agile|Research|Git
## 945                                     Publishing|Mathematics|Deep Learning|Research|Python|Research|Statistics
## 946                                                            SQL|MLOps|PyTorch|Kubernetes|Git|Linux|Leadership
## 947                                                                         CI/CD|MLflow|Python|Kubernetes|Linux
## 948                                                            SQL|Feature Stores|Python|Spark|ETL|dbt|Git|Agile
## 949                                                          Mathematics|Deep Learning|PyTorch|Python|Statistics
## 950                                                          Python|Business Analysis|Communication|Research|SQL
## 951                                        System Design|Leadership|ML|Enterprise Architecture|Cloud|Agile|Linux
## 952                                                              BERT|Hugging Face|Transformers|Python|Git|Cloud
## 953                                      Python|PyTorch|Research|Mathematics|Problem Solving|Cloud|Communication
## 954                                                  LLMs|Deployment|Python|Fine-tuning|GenAI APIs|Communication
## 955                                                                          Python|ROS|C++|Agile|Leadership|Git
## 956                                      Python|CI/CD|Docker|MLflow|Cloud|Monitoring|Kubernetes|Linux|Leadership
## 957                    Vector DBs|LLM APIs|Prompt Engineering|RAG|Python|Fine-tuning|Linux|Cloud|Problem Solving
## 958                                                                             CNNs|Image Processing|CUDA|Cloud
## 959                                Red Teaming|Cybersecurity|Python|Risk Analysis|SQL|Problem Solving|Leadership
## 960                                                    Docker|Python|LLM Integration|Linux|Cloud|Problem Solving
## 961                                                  Mathematics|Publishing|Deep Learning|Research|Communication
## 962                                  Documentation|EU AI Act|Legal Knowledge|Auditing|Risk Management|Leadership
## 963                                                         LLMs|Diffusion Models|Fine-tuning|SQL|Cloud|Research
## 964                                                        Deep Learning|Mathematics|Publishing|PyTorch|Research
## 965                           Simulation|Computer Vision|Control Systems|Python|Cloud|Leadership|Problem Solving
## 966                                                  LangChain|Embeddings|Python|Vector DBs|LLMs|Problem Solving
## 967                                Cloud|MLflow|CI/CD|Docker|Monitoring|Kubernetes|Python|Statistics|Agile|Cloud
## 968                                                NLP|Testing|Prompt Design|LLM APIs|Problem Solving|Leadership
## 969                          Python|PyTorch|LLM Integration|Cloud (AWS/GCP/Azure)|Problem Solving|SQL|Leadership
## 970                                  Control Systems|Simulation|Computer Vision|Python|Git|Leadership|Statistics
## 971                                                       Kubernetes|SQL|TensorFlow|Communication|SQL|Statistics
## 972                                                      Python|Fine-tuning|PyTorch|Vision-Language Models|Cloud
## 973                                          Data Visualization|ML Algorithms|Python|Statistics|Agile|Statistics
## 974                                            RAG|LLM APIs|Fine-tuning|Prompt Engineering|Python|Vector DBs|Git
## 975                                                          PyTorch|Image Processing|OpenCV|CUDA|CNNs|Linux|Git
## 976                                                                     Python|GenAI APIs|Diffusion Models|Linux
## 977                                       Deep Learning|Causal Inference|Leadership|ML|Advanced Statistics|Linux
## 978                            Python|Vector DBs|Fine-tuning|Prompt Engineering|RAG|LLM APIs|Problem Solving|Git
## 979                                       Legal Knowledge|EU AI Act|Risk Management|Agile|Research|Communication
## 980                                     LLM Integration|Docker|Cloud (AWS/GCP/Azure)|Problem Solving|Linux|Cloud
## 981                                     PyTorch|Research|Python|Publishing|Deep Learning|Mathematics|Agile|Cloud
## 982                                                                        TensorFlow|SQL|MLOps|PyTorch|Research
## 983                           Text Processing|LLMs|BERT|Transformers|Python|Hugging Face|SQL|Git|Problem Solving
## 984                      CUDA|Kubernetes|Networking|Storage|Distributed Systems|Leadership|Problem Solving|Agile
## 985                                                              Mathematics|Python|Publishing|Deep Learning|Git
## 986                                                  MLOps|Python|System Design|Leadership|Agile|Problem Solving
## 987                 Cybersecurity|ML Security|Python|Red Teaming|Risk Analysis|Git|Problem Solving|Communication
## 988                                      Cloud (AWS/GCP/Azure)|Docker|Python|Cloud|Problem Solving|Communication
## 989                                                             EU AI Act|Auditing|Documentation|Problem Solving
## 990                                     Leadership|Deep Learning|Causal Inference|Git|Leadership|Problem Solving
## 991                                                          MLOps|Python|PyTorch|System Design|Leadership|Cloud
## 992                             Simulation|Python|ROS|C++|Control Systems|Computer Vision|Communication|Research
## 993                                  Vision-Language Models|APIs|Python|PyTorch|Problem Solving|Cloud|Leadership
## 994                                                          CUDA|OpenCV|PyTorch|CNNs|Image Processing|Agile|SQL
## 995                                   Python|Cloud (AWS/GCP/Azure)|PyTorch|LLM Integration|Docker|Git|Leadership
## 996                                                        LLM APIs|Testing|Python|NLP|Research|Agile|Statistics
## 997              Deep Learning|Leadership|Python|ML|Advanced Statistics|Causal Inference|SQL|Communication|Agile
## 998                          Python|System Design|ML|Leadership|Enterprise Architecture|Cloud|SQL|Git|Statistics
## 999                     Advanced Statistics|Python|Deep Learning|Causal Inference|Statistics|Research|Leadership
## 1000                                                     Communication|SQL|Data Visualization|Research|Agile|Git
## 1001                        GenAI APIs|Deployment|LLMs|Diffusion Models|Python|Fine-tuning|Linux|Problem Solving
## 1002                              Python|Scikit-learn|Statistics|ML Algorithms|Data Visualization|SQL|Leadership
## 1003                                   Vector DBs|Embeddings|Python|Search Systems|LangChain|Research|Statistics
## 1004                                                                          PyTorch|LLM Integration|Python|Git
## 1005                                                  Fine-tuning|Vector DBs|RAG|Python|LLM APIs|Problem Solving
## 1006                                                    Transformers|BERT|Text Processing|Python|Cloud|SQL|Linux
## 1007               GenAI APIs|Diffusion Models|Python|LLMs|Fine-tuning|Deployment|Statistics|Problem Solving|Git
## 1008                                          ROS|Computer Vision|Simulation|Control Systems|C++|Problem Solving
## 1009                  Python|Simulation|Computer Vision|Control Systems|ROS|C++|Leadership|Agile|Problem Solving
## 1010                                         Python|SQL|Communication|Business Analysis|Data Visualization|Cloud
## 1011                                  Prompt Engineering|RAG|Fine-tuning|LLM APIs|Python|Linux|Git|Communication
## 1012                                                                    Research|Publishing|Python|Communication
## 1013                                                           Python|Fine-tuning|Vector DBs|SQL|Problem Solving
## 1014                                                                   ML|Python|Causal Inference|Leadership|Git
## 1015                                Python|Data Visualization|SQL|Business Analysis|Communication|Git|Leadership
## 1016                                  Advanced Statistics|Causal Inference|ML|Leadership|Python|Statistics|Cloud
## 1017                                             Cloud|Leadership|System Design|Leadership|Linux|Problem Solving
## 1018                               Leadership|Causal Inference|Advanced Statistics|ML|Python|Communication|Cloud
## 1019                                                 Publishing|Deep Learning|Python|Linux|Statistics|Leadership
## 1020                                                         Python|Vector DBs|Search Systems|Linux|Research|Git
## 1021                                      LLMs|Fine-tuning|Python|GenAI APIs|Deployment|Statistics|Communication
## 1022                                             Tool Use|Python|Planning Systems|AutoGen|APIs|Communication|SQL
## 1023      ML|Deep Learning|Advanced Statistics|Python|Leadership|Causal Inference|Linux|Research|Problem Solving
## 1024                                   Distributed Systems|Storage|Networking|CUDA|Kubernetes|Cloud|Research|Git
## 1025                                                                Python|Risk Analysis|Cybersecurity|SQL|Agile
## 1026                                           Product Strategy|Agile|Stakeholder Mgmt|Agile|Problem Solving|Git
## 1027                                    Leadership|Deep Learning|Causal Inference|ML|Python|Git|Leadership|Agile
## 1028                                                                      SQL|Spark|ETL|Python|dbt|Communication
## 1029                                    Transformers|Python|Text Processing|Hugging Face|Research|Leadership|SQL
## 1030                    Python|ML Algorithms|Scikit-learn|Data Visualization|Statistics|SQL|Leadership|Agile|Git
## 1031                         LLM Integration|Python|PyTorch|Docker|Cloud (AWS/GCP/Azure)|Leadership|Research|SQL
## 1032                                       Statistics|ML Algorithms|Scikit-learn|Data Visualization|Research|Git
## 1033                             Docker|Python|PyTorch|Cloud (AWS/GCP/Azure)|Agile|Problem Solving|Communication
## 1034                                                    MLOps|SQL|Python|PyTorch|TensorFlow|Statistics|Git|Cloud
## 1035                                                   ML|Python|Deep Learning|Advanced Statistics|Communication
## 1036                                                         MLflow|Python|Kubernetes|Monitoring|CI/CD|Git|Cloud
## 1037                    Airflow|Feature Stores|SQL|ETL|dbt|Python|Spark|Problem Solving|Statistics|Communication
## 1038                                    Ethics Frameworks|Communication|AI Policy|Statistics|Problem Solving|Git
## 1039                                                 Transformers|LLMs|Python|BERT|Text Processing|Communication
## 1040                                                        Legal Knowledge|EU AI Act|Auditing|Communication|SQL
## 1041                                                Risk Management|EU AI Act|Legal Knowledge|Auditing|Git|Agile
## 1042                               Data Analysis|Stakeholder Mgmt|Product Strategy|AI Literacy|Agile|Agile|Linux
## 1043                               GPU Computing|PyTorch|CUDA|TensorFlow|Neural Networks|Leadership|Research|SQL
## 1044                                                                     Business Analysis|SQL|Python|Leadership
## 1045                             Embeddings|LangChain|Python|LLMs|Vector DBs|Problem Solving|Research|Leadership
## 1046                                      LLMs|Transformers|Hugging Face|Python|Linux|Problem Solving|Leadership
## 1047                                        LLM APIs|Testing|Python|Prompt Design|Documentation|Leadership|Cloud
## 1048                            PyTorch|Python|Docker|LLM Integration|Cloud (AWS/GCP/Azure)|Cloud|Agile|Research
## 1049                                                     CUDA|Python|GPU Computing|PyTorch|Neural Networks|Linux
## 1050                                                       Leadership|Cloud|System Design|Cloud|Statistics|Agile
## 1051                                     Kubernetes|Storage|Cloud|Distributed Systems|CUDA|Networking|Statistics
## 1052                                                     Storage|CUDA|Networking|Cloud|Research|Agile|Statistics
## 1053                                                           Deployment|Python|GenAI APIs|SQL|Linux|Leadership
## 1054                                                   OpenCV|CUDA|Image Processing|Python|PyTorch|Communication
## 1055                                        Statistics|Scikit-learn|SQL|Communication|Problem Solving|Leadership
## 1056                                           LLM Integration|Python|PyTorch|Docker|Cloud (AWS/GCP/Azure)|Linux
## 1057                                        Vector DBs|Python|Embeddings|LangChain|LLMs|Search Systems|Linux|Git
## 1058               AI Literacy|Product Strategy|Data Analysis|Stakeholder Mgmt|Agile|Cloud|Linux|Problem Solving
## 1059                                             Python|ML Algorithms|Statistics|SQL|Leadership|Agile|Statistics
## 1060                                                                                      Python|dbt|ETL|SQL|SQL
## 1061                                      Leadership|Causal Inference|Python|Deep Learning|ML|SQL|Agile|Research
## 1062                                          Documentation|Legal Knowledge|Auditing|Agile|Cloud|Problem Solving
## 1063                                              Neural Networks|PyTorch|Python|TensorFlow|Agile|Cloud|Research
## 1064                                              Stakeholder Mgmt|Product Strategy|Agile|Linux|Statistics|Cloud
## 1065                                                      Research|Mathematics|PyTorch|SQL|Problem Solving|Cloud
## 1066                                              SQL|Python|Kubernetes|TensorFlow|MLOps|Git|SQL|Problem Solving
## 1067                                System Design|Leadership|Cloud|Python|ML|Enterprise Architecture|Cloud|Agile
## 1068                                                              Python|Deep Learning|Causal Inference|Research
## 1069                                  PyTorch|Fine-tuning|APIs|Python|Vision-Language Models|Linux|Communication
## 1070                            System Design|Python|Cloud|Leadership|ML|Enterprise Architecture|SQL|Agile|Cloud
## 1071                                                    Risk Assessment|Ethics Frameworks|Communication|Research
## 1072                                                  Documentation|Auditing|Legal Knowledge|Communication|Cloud
## 1073                                                 Deployment|Fine-tuning|Diffusion Models|LLMs|GenAI APIs|Git
## 1074                               Data Visualization|Communication|Business Analysis|SQL|Communication|Research
## 1075                 PyTorch|MLOps|Distributed Systems|LLM Fine-tuning|Python|System Design|Agile|Git|Statistics
## 1076                          Publishing|Mathematics|Deep Learning|Python|PyTorch|Research|Cloud|Problem Solving
## 1077                 ML Security|Cybersecurity|Risk Analysis|Python|Red Teaming|Linux|Problem Solving|Leadership
## 1078                                         Docker|Python|LLM Integration|Cloud (AWS/GCP/Azure)|Problem Solving
## 1079                                                            Documentation|Risk Management|EU AI Act|Research
## 1080                                                          Python|APIs|Fine-tuning|SQL|Research|Communication
## 1081                                                  Python|Computer Vision|ROS|Simulation|SQL|Leadership|Cloud
## 1082                Communication|SQL|Data Visualization|Python|Business Analysis|Problem Solving|Cloud|Research
## 1083                                  Cloud (AWS/GCP/Azure)|LLM Integration|Python|Docker|PyTorch|Leadership|Git
## 1084                                                                   Python|APIs|PyTorch|Problem Solving|Linux
## 1085                                                         Python|Kubernetes|SQL|TensorFlow|Git|Research|Linux
## 1086                                                  Monitoring|MLflow|Docker|Kubernetes|Cloud|CI/CD|Python|Git
## 1087                                                        Data Visualization|Statistics|Python|Problem Solving
## 1088                                                         CUDA|PyTorch|Image Processing|CNNs|Research|SQL|Git
## 1089                                                                 Vision-Language Models|APIs|Fine-tuning|SQL
## 1090                                                          LLMs|BERT|Transformers|Hugging Face|SQL|Statistics
## 1091                                                  dbt|Spark|Python|SQL|Airflow|Feature Stores|ETL|Leadership
## 1092                           Python|Testing|Prompt Design|NLP|LLM APIs|Documentation|Research|Linux|Leadership
## 1093                                          Communication|Data Visualization|SQL|Business Analysis|Cloud|Linux
## 1094                                        Diffusion Models|Python|Fine-tuning|LLMs|Deployment|Leadership|Linux
## 1095                                       Python|CUDA|GPU Computing|Neural Networks|PyTorch|TensorFlow|Research
## 1096                                                                  Python|LangChain|Tool Use|Linux|Leadership
## 1097                                                       Python|MLflow|Kubernetes|Monitoring|Communication|SQL
## 1098                                     Computer Vision|Control Systems|Python|ROS|C++|Statistics|Communication
## 1099                                     Agile|Stakeholder Mgmt|Product Strategy|Data Analysis|Communication|Git
## 1100                                           Risk Assessment|Communication|AI Policy|Linux|SQL|Problem Solving
## 1101                                   ML Security|Python|Risk Analysis|Red Teaming|Cybersecurity|Leadership|SQL
## 1102                                  Product Strategy|Agile|Stakeholder Mgmt|Data Analysis|AI Literacy|Research
## 1103                           Prompt Engineering|Python|Fine-tuning|LLM APIs|Vector DBs|Git|Statistics|Research
## 1104                                                   Python|Fine-tuning|Prompt Engineering|LLM APIs|Leadership
## 1105                                               Publishing|Python|PyTorch|Research|Leadership|Problem Solving
## 1106                                     Computer Vision|C++|Simulation|Problem Solving|Communication|Leadership
## 1107                              MLflow|CI/CD|Python|Kubernetes|Cloud|Docker|Monitoring|Agile|Communication|Git
## 1108                                    Python|Simulation|ROS|Computer Vision|Control Systems|C++|Research|Linux
## 1109                                                                   Feature Stores|Spark|Python|Airflow|Agile
## 1110                                    Research|Communication|AI Policy|Risk Assessment|Ethics Frameworks|Linux
## 1111                                                              Python|Cloud|System Design|Cloud|Communication
## 1112                                                             LangChain|Planning Systems|Python|Git|Linux|SQL
## 1113                                     Kubernetes|Cloud|Networking|Distributed Systems|Storage|Problem Solving
## 1114                                               Docker|Monitoring|MLflow|Cloud|CI/CD|Statistics|Communication
## 1115                                                                  ETL|SQL|Airflow|dbt|Python|Problem Solving
## 1116                                     PyTorch|Python|LLM Integration|Docker|Cloud (AWS/GCP/Azure)|Linux|Cloud
## 1117              MLOps|Python|System Design|PyTorch|LLM Fine-tuning|Distributed Systems|Research|SQL|Statistics
## 1118                                       Image Processing|Python|PyTorch|CNNs|OpenCV|CUDA|Git|Leadership|Cloud
## 1119                            Fine-tuning|Prompt Engineering|RAG|LLM APIs|Python|Vector DBs|Research|SQL|Linux
## 1120                                            LLMs|Transformers|Hugging Face|Python|BERT|Text Processing|Linux
## 1121                           AI Literacy|Stakeholder Mgmt|Product Strategy|Data Analysis|Agile|Problem Solving
## 1122                                                               APIs|Vision-Language Models|Python|Leadership
## 1123                                  Causal Inference|Leadership|Advanced Statistics|ML|Python|Statistics|Cloud
## 1124                  Networking|Kubernetes|Storage|Distributed Systems|CUDA|Cloud|Communication|Problem Solving
## 1125                                               GenAI APIs|Diffusion Models|Python|Problem Solving|Statistics
## 1126                                                             APIs|Tool Use|Planning Systems|Leadership|Linux
## 1127                               PyTorch|Cloud (AWS/GCP/Azure)|LLM Integration|Python|Problem Solving|Research
## 1128                      Cloud|Storage|CUDA|Kubernetes|Networking|Distributed Systems|Communication|Linux|Cloud
## 1129                                                        ML Algorithms|Python|SQL|Agile|Leadership|Statistics
## 1130                                          Deep Learning|Publishing|Mathematics|Python|Research|Communication
## 1131            LLM Fine-tuning|System Design|MLOps|PyTorch|Distributed Systems|Problem Solving|Leadership|Agile
## 1132                                                        Risk Management|Legal Knowledge|EU AI Act|Leadership
## 1133                                        Agile|Data Analysis|AI Literacy|Stakeholder Mgmt|Research|Statistics
## 1134                                 Cybersecurity|Python|Risk Analysis|ML Security|Red Teaming|Agile|Statistics
## 1135                                Search Systems|Embeddings|LangChain|Python|Communication|Statistics|Research
## 1136                                     Python|Monitoring|Docker|Cloud|Problem Solving|Leadership|Communication
## 1137                         PyTorch|LLM Integration|Docker|Cloud (AWS/GCP/Azure)|Python|Agile|Git|Communication
## 1138                                        SQL|Airflow|Spark|ETL|Feature Stores|Python|dbt|Leadership|SQL|Linux
## 1139              Transformers|BERT|Text Processing|Python|Hugging Face|LLMs|Research|Problem Solving|Leadership
## 1140                                     LLM Fine-tuning|Distributed Systems|PyTorch|Statistics|Leadership|Cloud
## 1141                                     Deep Learning|Publishing|Mathematics|PyTorch|Communication|Git|Research
## 1142                                                               APIs|Vision-Language Models|Fine-tuning|Cloud
## 1143                                                                               ML|Deep Learning|Python|Linux
## 1144                                         Agile|Data Analysis|Stakeholder Mgmt|AI Literacy|Agile|Git|Research
## 1145                                  Control Systems|ROS|C++|Python|Simulation|Problem Solving|Agile|Statistics
## 1146                                                                 Cybersecurity|Red Teaming|ML Security|Linux
## 1147                                        Docker|PyTorch|Cloud (AWS/GCP/Azure)|Python|LLM Integration|Research
## 1148                                                            MLOps|Kubernetes|PyTorch|Python|Leadership|Cloud
## 1149                                                       Ethics Frameworks|Research|Communication|SQL|Research
## 1150                       Scikit-learn|Python|SQL|Data Visualization|ML Algorithms|Research|Communication|Agile
## 1151                                                      PyTorch|System Design|Python|MLOps|Leadership|Research
## 1152                                                          PyTorch|TensorFlow|Kubernetes|SQL|Leadership|Agile
## 1153                                                             Auditing|Documentation|Risk Management|Research
## 1154                                                               Publishing|Python|PyTorch|Research|Statistics
## 1155                                     Mathematics|PyTorch|Deep Learning|Publishing|Python|Communication|Agile
## 1156                                           Deployment|LLMs|Python|GenAI APIs|Diffusion Models|SQL|Statistics
## 1157                            Distributed Systems|Python|System Design|MLOps|LLM Fine-tuning|PyTorch|Agile|SQL
## 1158                                                    APIs|Python|Tool Use|AutoGen|Planning Systems|Leadership
## 1159                                 LLM APIs|Prompt Design|Documentation|Testing|Python|Communication|Agile|SQL
## 1160                                AI Policy|Ethics Frameworks|Research|Risk Assessment|Communication|Git|Agile
## 1161                                                                      Python|Prompt Engineering|RAG|Research
## 1162                                                            RAG|Vector DBs|Prompt Engineering|LLM APIs|Agile
## 1163                                  Cloud (AWS/GCP/Azure)|Docker|PyTorch|LLM Integration|Linux|Problem Solving
## 1164                                   Distributed Systems|MLOps|System Design|LLM Fine-tuning|Python|Statistics
## 1165                                        PyTorch|Neural Networks|GPU Computing|TensorFlow|CUDA|Git|Leadership
## 1166                                                  ROS|Simulation|C++|Control Systems|Python|Leadership|Cloud
## 1167                                                     SQL|Scikit-learn|Python|Statistics|Leadership|SQL|Linux
## 1168                                                            PyTorch|Mathematics|Deep Learning|Statistics|SQL
## 1169                                     Cloud (AWS/GCP/Azure)|LLM Integration|Python|Docker|Cloud|Communication
## 1170                                         Agile|AI Literacy|Stakeholder Mgmt|Product Strategy|Problem Solving
## 1171                                Statistics|ML Algorithms|Data Visualization|Problem Solving|Agile|Statistics
## 1172                                            Embeddings|Vector DBs|LLMs|Python|LangChain|Search Systems|Cloud
## 1173                                   Simulation|Python|Computer Vision|Control Systems|C++|Problem Solving|Git
## 1174                                         Python|ML Security|Cybersecurity|Red Teaming|Statistics|Linux|Agile
## 1175                                               Transformers|BERT|Text Processing|Hugging Face|Research|Linux
## 1176                                          GPU Computing|TensorFlow|Neural Networks|Python|CUDA|PyTorch|Cloud
## 1177                                                  Python|Fine-tuning|Vision-Language Models|APIs|PyTorch|SQL
## 1178                                      EU AI Act|Risk Management|Legal Knowledge|Documentation|Auditing|Linux
## 1179                                                   RAG|Fine-tuning|Prompt Engineering|LLM APIs|Communication
## 1180                              Python|LLM Integration|Cloud (AWS/GCP/Azure)|PyTorch|Docker|Agile|Research|Git
## 1181                                                                      AI Literacy|Stakeholder Mgmt|Agile|Git
## 1182                                CUDA|PyTorch|TensorFlow|Neural Networks|Python|GPU Computing|Problem Solving
## 1183                                                              Embeddings|Python|LLMs|Problem Solving|Git|SQL
## 1184                                                                        Control Systems|Simulation|ROS|Agile
## 1185                                                             CI/CD|Python|Cloud|Git|Research|Problem Solving
## 1186                                 Python|PyTorch|System Design|LLM Fine-tuning|Distributed Systems|Leadership
## 1187                                                                       CI/CD|Cloud|MLflow|Docker|Cloud|Agile
## 1188                                                                Risk Assessment|Research|AI Policy|Agile|SQL
## 1189                                                     LLM APIs|Python|Documentation|Testing|NLP|Agile|Git|SQL
## 1190                                        Computer Vision|Control Systems|C++|Simulation|ROS|Python|Statistics
## 1191                                                        RAG|Python|Vector DBs|Prompt Engineering|Cloud|Linux
## 1192                                                          Kubernetes|MLOps|PyTorch|SQL|Python|TensorFlow|SQL
## 1193                                                 Risk Management|Auditing|Documentation|EU AI Act|Statistics
## 1194                                                                   Cloud (AWS/GCP/Azure)|Docker|Python|Agile
## 1195                                  Statistics|SQL|Scikit-learn|Python|Data Visualization|Leadership|Linux|SQL
## 1196                                                                       Python|LangChain|LLMs|Problem Solving
## 1197                                                        Documentation|Risk Management|Auditing|EU AI Act|Git
## 1198                                    Risk Assessment|AI Policy|Communication|Research|Ethics Frameworks|Cloud
## 1199                                                           dbt|Feature Stores|Python|Airflow|Cloud|SQL|Agile
## 1200                                                   TensorFlow|MLOps|Python|Kubernetes|PyTorch|Linux|Research
## 1201                                               SQL|MLOps|PyTorch|TensorFlow|Kubernetes|Python|Agile|Research
## 1202                                                                      Python|Research|Publishing|Linux|Agile
## 1203                                                                  Agile|Data Analysis|Product Strategy|Agile
## 1204                                                Stakeholder Mgmt|AI Literacy|Data Analysis|Communication|SQL
## 1205                                                        Search Systems|Vector DBs|LangChain|Python|Git|Cloud
## 1206                                                           RAG|LLM APIs|Prompt Engineering|SQL|Communication
## 1207                                                  Python|LLM Integration|Cloud (AWS/GCP/Azure)|Communication
## 1208                                                     Cloud (AWS/GCP/Azure)|PyTorch|Docker|Agile|Research|Git
## 1209                            Leadership|Advanced Statistics|Python|Deep Learning|Research|Problem Solving|Git
## 1210                                                Python|Scikit-learn|Data Visualization|Cloud|Problem Solving
## 1211                                                             Python|Docker|PyTorch|Cloud (AWS/GCP/Azure)|Git
## 1212                                    Communication|AI Policy|Ethics Frameworks|Risk Assessment|Research|Linux
## 1213                                                               Python|PyTorch|MLOps|Communication|Leadership
## 1214                                      Testing|Python|Prompt Design|LLM APIs|NLP|Documentation|Statistics|Git
## 1215                                                              PyTorch|LLM Integration|Docker|Python|Research
## 1216                                                    dbt|Airflow|ETL|SQL|Feature Stores|Linux|Problem Solving
## 1217                                      AutoGen|Tool Use|APIs|Python|Planning Systems|LangChain|Linux|Research
## 1218                                                      Leadership|System Design|ML|Cloud|Statistics|SQL|Linux
## 1219                                                                     PyTorch|Python|Fine-tuning|SQL|Research
## 1220                                          Python|ML|Deep Learning|Advanced Statistics|Causal Inference|Cloud
## 1221                                                              Prompt Design|Testing|Python|Agile|Linux|Cloud
## 1222                                       Fine-tuning|APIs|Vision-Language Models|Python|PyTorch|SQL|Statistics
## 1223                                                    Python|LLM Integration|Docker|Problem Solving|Statistics
## 1224                                                         LLM Fine-tuning|Python|PyTorch|Leadership|SQL|Agile
## 1225                                     Risk Analysis|ML Security|Red Teaming|Python|Statistics|Problem Solving
## 1226                                   Python|Vector DBs|Prompt Engineering|RAG|LLM APIs|Git|Cloud|Communication
## 1227                                                                 Documentation|LLM APIs|Testing|NLP|Research
## 1228                                            CUDA|OpenCV|PyTorch|Python|Image Processing|CNNs|Problem Solving
## 1229              Data Visualization|SQL|Scikit-learn|Statistics|ML Algorithms|Communication|SQL|Problem Solving
## 1230                                  EU AI Act|Risk Management|Legal Knowledge|Auditing|Documentation|Cloud|Git
## 1231                                                 Communication|Research|Risk Assessment|AI Policy|Leadership
## 1232                                            Python|LLM Integration|Cloud (AWS/GCP/Azure)|Linux|Communication
## 1233                                                           Research|Communication|AI Policy|Statistics|Cloud
## 1234                                                                            Python|PyTorch|Fine-tuning|Agile
## 1235                                                 Storage|Cloud|Distributed Systems|Networking|Agile|Research
## 1236  Python|Distributed Systems|LLM Fine-tuning|MLOps|PyTorch|System Design|Problem Solving|Communication|Agile
## 1237                             Kubernetes|Python|Docker|CI/CD|Cloud|Monitoring|MLflow|Communication|Leadership
## 1238                                      TensorFlow|Neural Networks|CUDA|PyTorch|Linux|Research|Problem Solving
## 1239                                                      C++|ROS|Control Systems|Statistics|Agile|Communication
## 1240              Storage|Kubernetes|Cloud|Distributed Systems|CUDA|Networking|SQL|Problem Solving|Communication
## 1241                                             TensorFlow|Kubernetes|PyTorch|SQL|Communication|Problem Solving
## 1242                                                              Research|Mathematics|Publishing|Agile|Research
## 1243                                                   PyTorch|Kubernetes|MLOps|TensorFlow|SQL|Python|Leadership
## 1244     Deployment|Python|Diffusion Models|GenAI APIs|Fine-tuning|LLMs|Leadership|Problem Solving|Communication
## 1245                                    Diffusion Models|Deployment|LLMs|GenAI APIs|Leadership|SQL|Communication
## 1246                                                AutoGen|Planning Systems|Python|Tool Use|Statistics|Research
## 1247                                                                                Simulation|C++|ROS|Git|Cloud
## 1248                                                       Prompt Engineering|RAG|Python|Vector DBs|LLM APIs|SQL
## 1249                                                            Control Systems|Python|ROS|Computer Vision|Linux
## 1250                                                               PyTorch|Publishing|Deep Learning|Research|Git
## 1251                                                   TensorFlow|GPU Computing|Neural Networks|PyTorch|Research
## 1252                System Design|Python|MLOps|Distributed Systems|PyTorch|LLM Fine-tuning|Agile|Problem Solving
## 1253                                                        Simulation|C++|Computer Vision|Control Systems|Cloud
## 1254                  PyTorch|Vision-Language Models|Python|APIs|Fine-tuning|Agile|Problem Solving|Communication
## 1255                                                CI/CD|Cloud|Kubernetes|Python|Monitoring|Communication|Agile
## 1256                                                                      Transformers|Hugging Face|Python|Cloud
## 1257                                                                                  AutoGen|LangChain|APIs|Git
## 1258                                                  Risk Management|Auditing|Documentation|Problem Solving|SQL
## 1259                                      Computer Vision|Python|Control Systems|C++|Simulation|Agile|Statistics
## 1260                             System Design|Distributed Systems|PyTorch|LLM Fine-tuning|MLOps|SQL|Cloud|Linux
## 1261                                                        Scikit-learn|SQL|Python|ML Algorithms|SQL|Leadership
## 1262                                                               Python|Vector DBs|LLMs|LangChain|Research|SQL
## 1263                                             PyTorch|Vision-Language Models|Fine-tuning|Leadership|SQL|Agile
## 1264                                                            Search Systems|Vector DBs|LangChain|Python|Agile
## 1265                                                                     Data Visualization|Statistics|SQL|Cloud
## 1266                                                        Python|APIs|Fine-tuning|PyTorch|Research|Linux|Cloud
## 1267                                         Python|Deep Learning|Advanced Statistics|ML|Git|Statistics|Research
## 1268                                 Risk Analysis|Cybersecurity|ML Security|Red Teaming|Python|Agile|Statistics
## 1269                                                        Python|Transformers|BERT|LLMs|Hugging Face|Cloud|SQL
## 1270                                                       NLP|Testing|Prompt Design|Documentation|Communication
## 1271                                        Python|Text Processing|Transformers|BERT|Leadership|Linux|Statistics
## 1272                               Prompt Engineering|Vector DBs|Python|Fine-tuning|Research|Communication|Cloud
## 1273                                                                   Python|Deep Learning|Publishing|Git|Cloud
## 1274                                            Product Strategy|Data Analysis|Stakeholder Mgmt|Agile|Statistics
## 1275                    Scikit-learn|Python|ML Algorithms|Data Visualization|Statistics|SQL|Statistics|Cloud|Git
## 1276                                             Airflow|Feature Stores|SQL|Python|ETL|dbt|Spark|Agile|Cloud|Git
## 1277                                           Cloud (AWS/GCP/Azure)|LLM Integration|Docker|Python|PyTorch|Agile
## 1278                                                      Python|OpenCV|CNNs|PyTorch|CUDA|Image Processing|Agile
## 1279                                            MLOps|Python|Distributed Systems|PyTorch|Communication|Agile|Git
## 1280                                                                       Control Systems|Python|ROS|Leadership
## 1281                                     Data Analysis|Agile|Stakeholder Mgmt|Product Strategy|AI Literacy|Linux
## 1282                                                                          Feature Stores|ETL|SQL|Airflow|Git
## 1283                           Cloud|Python|System Design|Leadership|ML|Enterprise Architecture|Leadership|Linux
## 1284                                              Airflow|Python|Spark|Feature Stores|Problem Solving|Leadership
## 1285                                       BERT|LLMs|Transformers|Text Processing|Problem Solving|Leadership|Git
## 1286                                                Auditing|EU AI Act|Documentation|Risk Management|Cloud|Linux
## 1287                                                               C++|Python|ROS|Control Systems|Simulation|SQL
## 1288                 Data Analysis|Agile|Product Strategy|AI Literacy|Stakeholder Mgmt|Problem Solving|Linux|Git
## 1289                                            LLM APIs|NLP|Testing|Prompt Design|Documentation|Python|Research
## 1290                                            Deep Learning|PyTorch|Mathematics|Communication|Cloud|Statistics
## 1291                                                   Publishing|Research|PyTorch|Deep Learning|Problem Solving
## 1292                                Prompt Design|Python|NLP|LLM APIs|Documentation|Leadership|Git|Communication
## 1293                                                         Python|Vision-Language Models|APIs|Statistics|Agile
## 1294                                                       LLM APIs|Vector DBs|RAG|Python|Prompt Engineering|Git
## 1295                                           MLflow|Monitoring|Kubernetes|Docker|Communication|Problem Solving
## 1296                   SQL|ML Algorithms|Statistics|Scikit-learn|Python|Data Visualization|Problem Solving|Linux
## 1297                                                                    Spark|dbt|Airflow|Cloud|Agile|Statistics
## 1298                                 SQL|Statistics|Scikit-learn|Python|Data Visualization|Problem Solving|Cloud
## 1299                                        Leadership|System Design|Enterprise Architecture|Cloud|ML|Python|SQL
## 1300                                        Stakeholder Mgmt|Product Strategy|Data Analysis|Leadership|Cloud|SQL
## 1301                                            Python|TensorFlow|GPU Computing|CUDA|PyTorch|Cloud|Communication
## 1302               ROS|C++|Simulation|Computer Vision|Python|Control Systems|Communication|Leadership|Statistics
## 1303                                                     Distributed Systems|MLOps|PyTorch|Leadership|Statistics
## 1304                                                                     C++|Control Systems|Simulation|Research
## 1305           Leadership|Deep Learning|Causal Inference|Advanced Statistics|Problem Solving|Cloud|Communication
## 1306                                               Python|Documentation|Testing|LLM APIs|NLP|Prompt Design|Cloud
## 1307                                       Simulation|C++|Python|Computer Vision|Control Systems|Problem Solving
## 1308                                             EU AI Act|Documentation|Auditing|Legal Knowledge|Cloud|Research
## 1309                           EU AI Act|Documentation|Legal Knowledge|Auditing|Risk Management|Cloud|Statistics
## 1310                                                      Tool Use|APIs|Python|AutoGen|SQL|Problem Solving|Agile
## 1311                  Communication|Data Visualization|Python|SQL|Business Analysis|Git|Statistics|Communication
## 1312                         Communication|AI Policy|Risk Assessment|Ethics Frameworks|Research|Cloud|Leadership
## 1313                                                                Python|SQL|Business Analysis|Problem Solving
## 1314                                                                  Python|PyTorch|Fine-tuning|APIs|Leadership
## 1315                                              PyTorch|Python|Distributed Systems|MLOps|System Design|Git|SQL
## 1316                                                  Airflow|SQL|Python|Spark|dbt|Feature Stores|Git|Leadership
## 1317                  Risk Management|EU AI Act|Auditing|Documentation|Legal Knowledge|Problem Solving|SQL|Agile
## 1318                   AI Literacy|Data Analysis|Stakeholder Mgmt|Product Strategy|Agile|Communication|Agile|Git
## 1319                                                       OpenCV|Python|PyTorch|CNNs|CUDA|Communication|SQL|Git
## 1320                                                              Docker|Kubernetes|Python|MLflow|Monitoring|SQL
## 1321                                          SQL|Scikit-learn|Data Visualization|ML Algorithms|Statistics|Agile
## 1322                                       ML Algorithms|Python|Data Visualization|Scikit-learn|Statistics|Cloud
## 1323                                                           Diffusion Models|LLMs|GenAI APIs|Leadership|Linux
## 1324                                             RAG|Prompt Engineering|Python|Fine-tuning|Vector DBs|Statistics
## 1325                                              AI Policy|Research|Ethics Frameworks|Research|Agile|Statistics
## 1326                                                           LLMs|Search Systems|Python|Linux|Leadership|Cloud
## 1327                                                 CNNs|Image Processing|PyTorch|Python|CUDA|OpenCV|Leadership
## 1328                 Prompt Engineering|Vector DBs|RAG|Fine-tuning|LLM APIs|Python|Problem Solving|Communication
## 1329                                   Data Visualization|Business Analysis|Communication|Python|Problem Solving
## 1330                                 Cybersecurity|Risk Analysis|ML Security|Python|SQL|Statistics|Communication
## 1331                       AI Policy|Ethics Frameworks|Communication|Risk Assessment|Leadership|Cloud|Statistics
## 1332                                                                             Python|Simulation|C++|ROS|Cloud
## 1333                               Testing|LLM APIs|NLP|Documentation|Python|Statistics|Research|Problem Solving
## 1334                                              Fine-tuning|APIs|Vision-Language Models|Python|Git|Agile|Cloud
## 1335                                              Planning Systems|Tool Use|AutoGen|LangChain|Python|Cloud|Agile
## 1336                                                SQL|Communication|Business Analysis|Problem Solving|Research
## 1337                                                                         LLMs|Deployment|Fine-tuning|SQL|Git
## 1338                                            Control Systems|Computer Vision|Simulation|C++|Python|Statistics
## 1339                                                         MLOps|PyTorch|Python|TensorFlow|Communication|Cloud
## 1340         Cybersecurity|ML Security|Risk Analysis|Red Teaming|Python|Communication|Leadership|Problem Solving
## 1341                                RAG|Prompt Engineering|Fine-tuning|LLM APIs|Vector DBs|Python|Leadership|SQL
## 1342                                                  Search Systems|LLMs|LangChain|Python|Problem Solving|Linux
## 1343                         Legal Knowledge|Documentation|Risk Management|Auditing|SQL|Research|Problem Solving
## 1344                                                                      Transformers|Python|BERT|LLMs|Research
## 1345                                                      Python|Enterprise Architecture|Cloud|Leadership|ML|Git
## 1346         Agile|Stakeholder Mgmt|Product Strategy|AI Literacy|Data Analysis|Statistics|Research|Communication
## 1347                                             C++|Control Systems|ROS|Simulation|Python|Computer Vision|Linux
## 1348                               Neural Networks|GPU Computing|CUDA|TensorFlow|Python|Research|Problem Solving
## 1349                                     Stakeholder Mgmt|Agile|Product Strategy|Data Analysis|SQL|Communication
## 1350                                                       MLOps|Kubernetes|SQL|Problem Solving|Linux|Statistics
## 1351                                    Risk Management|Legal Knowledge|Auditing|EU AI Act|Statistics|Leadership
## 1352                       EU AI Act|Auditing|Risk Management|Legal Knowledge|Documentation|Research|Agile|Linux
## 1353                  Stakeholder Mgmt|Product Strategy|Agile|Data Analysis|AI Literacy|Communication|Statistics
## 1354                 Product Strategy|AI Literacy|Stakeholder Mgmt|Agile|Data Analysis|Git|Problem Solving|Linux
## 1355                            Data Analysis|AI Literacy|Agile|Stakeholder Mgmt|Product Strategy|Research|Agile
## 1356                                                                     OpenCV|CNNs|Image Processing|Leadership
## 1357                                                                      Storage|CUDA|Distributed Systems|Agile
## 1358                                                                   Hugging Face|Transformers|LLMs|Python|SQL
## 1359                                         Data Visualization|Communication|SQL|Problem Solving|Statistics|SQL
## 1360                                             Research|AI Policy|Ethics Frameworks|Risk Assessment|Leadership
## 1361                                                                 Planning Systems|APIs|Python|SQL|Statistics
## 1362                                           SQL|Data Visualization|Business Analysis|Communication|Leadership
## 1363                                      Python|SQL|Business Analysis|Data Visualization|Cloud|Linux|Statistics
## 1364                                                     Python|C++|Simulation|Control Systems|Communication|Git
## 1365         Product Strategy|Stakeholder Mgmt|Data Analysis|Agile|AI Literacy|Communication|Problem Solving|Git
## 1366                                                                         LLMs|Python|Transformers|Statistics
## 1367                                                   Vector DBs|Prompt Engineering|Fine-tuning|Python|Research
## 1368                                                                    Fine-tuning|APIs|PyTorch|Python|Research
## 1369                                                                  Python|Fine-tuning|LLMs|SQL|Agile|Research
## 1370                                                  Docker|MLflow|Cloud|CI/CD|Kubernetes|Python|Monitoring|SQL
## 1371                         GenAI APIs|Deployment|Diffusion Models|Fine-tuning|Python|LLMs|Statistics|Agile|SQL
## 1372                                                Deployment|Diffusion Models|Python|LLMs|Linux|Cloud|Research
## 1373                                    Python|LangChain|Planning Systems|AutoGen|Communication|Agile|Leadership
## 1374                                               Python|Business Analysis|Communication|Cloud|Statistics|Linux
## 1375                                         LLM APIs|Python|Prompt Engineering|Fine-tuning|RAG|Linux|Statistics
## 1376                             Testing|Documentation|NLP|Python|LLM APIs|Prompt Design|Linux|SQL|Communication
## 1377                      LLM Fine-tuning|Distributed Systems|MLOps|Python|PyTorch|System Design|Git|Agile|Linux
## 1378                                                                                Python|SQL|Communication|SQL
## 1379                                        Cloud (AWS/GCP/Azure)|Docker|LLM Integration|Python|Agile|Leadership
## 1380                                                                NLP|Testing|Documentation|LLM APIs|Linux|SQL
## 1381                                 Python|Control Systems|Simulation|Computer Vision|SQL|Cloud|Problem Solving
## 1382                                                 Python|System Design|Distributed Systems|Git|Cloud|Research
## 1383                            Business Analysis|Python|SQL|Communication|Data Visualization|Research|SQL|Agile
## 1384                                                  Data Analysis|Agile|Product Strategy|Problem Solving|Linux
## 1385                                            Kubernetes|Docker|MLflow|Python|Monitoring|CI/CD|Git|Linux|Agile
## 1386                                                        Documentation|Python|Testing|NLP|Leadership|Research
## 1387                                                                     Cloud|Kubernetes|Docker|SQL|Agile|Linux
## 1388                                                                         CI/CD|Cloud|Kubernetes|Docker|Cloud
## 1389                                                           SQL|Python|Kubernetes|TensorFlow|PyTorch|Research
## 1390                                                    Distributed Systems|Python|System Design|Problem Solving
## 1391                                          Deep Learning|Python|Research|Mathematics|Publishing|PyTorch|Cloud
## 1392                                       TensorFlow|Neural Networks|GPU Computing|Python|PyTorch|CUDA|Research
## 1393                                         Networking|Cloud|Distributed Systems|Kubernetes|Agile|Communication
## 1394                                       Neural Networks|PyTorch|GPU Computing|TensorFlow|Python|Communication
## 1395                                           TensorFlow|MLOps|SQL|Python|Problem Solving|Leadership|Statistics
## 1396                                                                RAG|Python|Fine-tuning|Statistics|Leadership
## 1397                                              Causal Inference|Leadership|Python|ML|Communication|Leadership
## 1398                                                                       dbt|Feature Stores|Airflow|Statistics
## 1399                                          Prompt Design|NLP|LLM APIs|Documentation|Testing|Python|Statistics
## 1400                          ML|Python|Causal Inference|Deep Learning|Leadership|Advanced Statistics|Leadership
## 1401                                                                            LLMs|Deployment|GenAI APIs|Agile
## 1402                           Research|AI Policy|Risk Assessment|Communication|Problem Solving|Cloud|Statistics
## 1403                            Ethics Frameworks|Communication|AI Policy|Communication|Research|Problem Solving
## 1404                                                   Simulation|C++|Control Systems|Problem Solving|Leadership
## 1405                                                RAG|Python|Prompt Engineering|LLM APIs|Fine-tuning|Cloud|SQL
## 1406                    Cybersecurity|ML Security|Red Teaming|Python|Risk Analysis|Communication|Problem Solving
## 1407                                            Cloud|CUDA|Storage|Distributed Systems|Kubernetes|Networking|Git
## 1408          Python|LLM Integration|Cloud (AWS/GCP/Azure)|PyTorch|Docker|Research|Communication|Problem Solving
## 1409                              Transformers|BERT|Text Processing|Hugging Face|LLMs|Communication|SQL|Research
## 1410                                AI Literacy|Stakeholder Mgmt|Product Strategy|Data Analysis|Agile|Statistics
## 1411                      Python|Advanced Statistics|Causal Inference|Leadership|Deep Learning|ML|Git|Leadership
## 1412                      Testing|Documentation|Python|LLM APIs|NLP|Prompt Design|Leadership|Cloud|Communication
## 1413                               Kubernetes|Docker|MLflow|CI/CD|Python|Monitoring|Cloud|Communication|Research
## 1414                                                                              Kubernetes|PyTorch|MLOps|Cloud
## 1415                                   SQL|Scikit-learn|Data Visualization|ML Algorithms|Communication|Agile|Git
## 1416                                                     C++|ROS|Computer Vision|Simulation|SQL|Agile|Leadership
## 1417                                                       System Design|ML|Leadership|Cloud|Statistics|Research
## 1418                                  ML|Leadership|Python|System Design|Enterprise Architecture|Problem Solving
## 1419                           RAG|Fine-tuning|LLM APIs|Python|Prompt Engineering|Vector DBs|Cloud|Communication
## 1420                                        Docker|Python|Monitoring|Cloud|Kubernetes|CI/CD|Cloud|Research|Agile
## 1421                                                                   Cybersecurity|Red Teaming|ML Security|Git
## 1422                                                                             Embeddings|Python|LangChain|SQL
## 1423                       Data Analysis|Stakeholder Mgmt|Agile|AI Literacy|Product Strategy|Linux|Communication
## 1424              Text Processing|LLMs|BERT|Python|Transformers|Hugging Face|Problem Solving|Research|Leadership
## 1425                                    Deep Learning|ML|Causal Inference|Leadership|Python|Linux|Research|Cloud
## 1426                                         SQL|Business Analysis|Python|Communication|Communication|Statistics
## 1427                             Distributed Systems|Kubernetes|Networking|Cloud|CUDA|Statistics|Problem Solving
## 1428                                           CUDA|Networking|Kubernetes|Storage|SQL|Statistics|Problem Solving
## 1429                       APIs|Vision-Language Models|PyTorch|Fine-tuning|Python|Problem Solving|Leadership|Git
## 1430                                                          APIs|Planning Systems|Tool Use|Linux|Communication
## 1431                                                Cloud|System Design|Enterprise Architecture|Leadership|Cloud
## 1432            LLM Fine-tuning|PyTorch|MLOps|System Design|Python|Distributed Systems|Problem Solving|Git|Cloud
## 1433                                                          Networking|Distributed Systems|Storage|Cloud|Cloud
## 1434                                                       PyTorch|Deep Learning|Mathematics|Research|Python|Git
## 1435                               Cloud (AWS/GCP/Azure)|Python|Docker|LLM Integration|Linux|Research|Leadership
## 1436                                              CNNs|Python|OpenCV|Image Processing|PyTorch|CUDA|Agile|Git|SQL
## 1437                               Fine-tuning|Python|GenAI APIs|Diffusion Models|Deployment|Git|Problem Solving
## 1438                               Cybersecurity|Risk Analysis|Red Teaming|ML Security|Agile|Linux|Communication
## 1439                       Red Teaming|ML Security|Cybersecurity|Python|Risk Analysis|Leadership|Problem Solving
## 1440                                                    Control Systems|Computer Vision|ROS|Agile|Linux|Research
## 1441                                                 Documentation|EU AI Act|Auditing|Legal Knowledge|Statistics
## 1442                                                             ML|Advanced Statistics|Deep Learning|Statistics
## 1443                                 Python|APIs|PyTorch|Fine-tuning|Vision-Language Models|Git|Cloud|Leadership
## 1444                                             Fine-tuning|Deployment|Python|Diffusion Models|GenAI APIs|Cloud
## 1445                                    Agile|Stakeholder Mgmt|Product Strategy|AI Literacy|Linux|Leadership|SQL
## 1446                                                           Python|LLM APIs|Documentation|Linux|Communication
## 1447                                                            CUDA|TensorFlow|Neural Networks|Linux|Statistics
## 1448                                                      Legal Knowledge|Risk Management|Auditing|EU AI Act|Git
## 1449                                              C++|Python|Control Systems|Communication|Statistics|Leadership
## 1450                                   ETL|Python|Feature Stores|Spark|Airflow|dbt|SQL|Agile|Statistics|Research
## 1451                                                       Fine-tuning|LLM APIs|Prompt Engineering|Communication
## 1452                                                                       CUDA|CNNs|PyTorch|Git|Problem Solving
## 1453                                        Deep Learning|ML|Causal Inference|Python|Statistics|Leadership|Cloud
## 1454                                Prompt Engineering|Vector DBs|Fine-tuning|LLM APIs|RAG|Agile|Problem Solving
## 1455                      Python|Testing|Prompt Design|Documentation|LLM APIs|NLP|Agile|Communication|Statistics
## 1456                               CUDA|Storage|Networking|Kubernetes|Cloud|Distributed Systems|Cloud|Leadership
## 1457                                      Communication|AI Policy|Ethics Frameworks|Research|SQL|Problem Solving
## 1458                          Risk Analysis|Python|Cybersecurity|ML Security|Red Teaming|Linux|Communication|Git
## 1459                                                                         Kubernetes|Networking|Storage|Agile
## 1460                                                      Cloud|Networking|Distributed Systems|Storage|Agile|Git
## 1461                                                                Vector DBs|LLM APIs|RAG|SQL|Cloud|Statistics
## 1462                                           LangChain|Python|AutoGen|APIs|Tool Use|Statistics|Problem Solving
## 1463                                           Legal Knowledge|Risk Management|Documentation|EU AI Act|Cloud|SQL
## 1464                                                       Python|Deep Learning|ML|Advanced Statistics|SQL|Cloud
## 1465                         System Design|LLM Fine-tuning|Python|PyTorch|Distributed Systems|Research|Linux|Git
## 1466                                           Communication|Python|SQL|Business Analysis|Data Visualization|SQL
## 1467 Python|Causal Inference|Deep Learning|ML|Advanced Statistics|Leadership|Leadership|Problem Solving|Research
## 1468                                          Python|Red Teaming|Risk Analysis|ML Security|Leadership|Statistics
## 1469                                     LLM Integration|Cloud (AWS/GCP/Azure)|Docker|Python|Leadership|Research
## 1470                                    Distributed Systems|Cloud|Kubernetes|Leadership|Problem Solving|Research
## 1471                                                       LLM APIs|RAG|Python|Fine-tuning|Vector DBs|Statistics
## 1472                                                                               LLM APIs|RAG|Vector DBs|Linux
## 1473                                                              Prompt Engineering|RAG|Python|Git|Research|SQL
## 1474                                                         TensorFlow|PyTorch|Kubernetes|Leadership|Statistics
## 1475                                             Python|Fine-tuning|PyTorch|Vision-Language Models|APIs|Research
## 1476                                      Python|Cloud|Monitoring|Kubernetes|Research|Statistics|Problem Solving
## 1477                                                      Vector DBs|Embeddings|LLMs|Search Systems|Python|Agile
## 1478                                               ETL|Airflow|Feature Stores|dbt|Problem Solving|Research|Cloud
## 1479                                       Data Analysis|Stakeholder Mgmt|Agile|AI Literacy|Leadership|Git|Agile
## 1480                               Python|Prompt Engineering|RAG|Vector DBs|Fine-tuning|Statistics|Communication
## 1481                                              Kubernetes|PyTorch|SQL|Python|TensorFlow|Problem Solving|Cloud
## 1482                                                      OpenCV|PyTorch|CNNs|Image Processing|Python|Statistics
## 1483                                             Simulation|C++|Control Systems|Python|Computer Vision|ROS|Agile
## 1484                                                                              APIs|PyTorch|Fine-tuning|Agile
## 1485                                        Embeddings|LLMs|Search Systems|Vector DBs|LangChain|Python|Agile|Git
## 1486                                                 Networking|Distributed Systems|CUDA|Storage|Problem Solving
## 1487                                       Cybersecurity|Risk Analysis|ML Security|Python|Cloud|Linux|Leadership
## 1488                                                Prompt Design|NLP|Documentation|Testing|Linux|Research|Agile
## 1489                                  Distributed Systems|Kubernetes|Cloud|Networking|CUDA|Git|Communication|SQL
## 1490                                           Testing|NLP|Documentation|Prompt Design|LLM APIs|Statistics|Agile
## 1491                               ML|Deep Learning|Causal Inference|Python|Leadership|Leadership|Agile|Research
## 1492                                                    Python|Computer Vision|Control Systems|Cloud|Agile|Linux
## 1493                    Python|Vision-Language Models|Fine-tuning|PyTorch|Research|Problem Solving|Communication
## 1494                                    Transformers|Text Processing|LLMs|Hugging Face|SQL|Problem Solving|Agile
## 1495                                                         Documentation|Risk Management|Legal Knowledge|Linux
## 1496                           LLMs|Hugging Face|Python|Transformers|BERT|Text Processing|Research|Communication
## 1497                     Cybersecurity|ML Security|Red Teaming|Python|Risk Analysis|Research|Problem Solving|SQL
## 1498                               Cloud (AWS/GCP/Azure)|Python|Docker|LLM Integration|Linux|Research|Leadership
## 1499                                  Fine-tuning|Vector DBs|Python|LLM APIs|Prompt Engineering|RAG|SQL|Research
## 1500                                    Causal Inference|Python|Leadership|ML|Deep Learning|Leadership|Linux|Git
## 1501                    Legal Knowledge|Documentation|EU AI Act|Auditing|Risk Management|Communication|Linux|Git
## 1502                                                                 Feature Stores|Airflow|ETL|Cloud|Statistics
## 1503                                                       Python|MLflow|Kubernetes|Monitoring|Communication|SQL
## 1504                                                                   Python|APIs|PyTorch|Problem Solving|Linux
## 1505                     Deep Learning|Leadership|Advanced Statistics|Python|ML|Causal Inference|Problem Solving
## 1506                                                                     Spark|Feature Stores|Python|SQL|Git|SQL
## 1507                                    Communication|Python|Data Visualization|Business Analysis|SQL|Leadership
## 1508                           Research|AI Policy|Risk Assessment|Communication|Problem Solving|Cloud|Statistics
## 1509                                           TensorFlow|MLOps|SQL|Python|Problem Solving|Leadership|Statistics
## 1510                RAG|Prompt Engineering|Fine-tuning|LLM APIs|Python|Vector DBs|Problem Solving|Cloud|Research
## 1511                                  Text Processing|BERT|Transformers|Problem Solving|Leadership|Communication
## 1512                               PyTorch|GPU Computing|CUDA|Python|TensorFlow|Neural Networks|Leadership|Agile
## 1513                                                            MLOps|Kubernetes|PyTorch|Python|Leadership|Cloud
## 1514                                                LLM APIs|Documentation|NLP|Prompt Design|Git|Problem Solving
## 1515                                                                           Fine-tuning|PyTorch|APIs|Research
## 1516                                        Cybersecurity|Red Teaming|ML Security|Problem Solving|Leadership|Git
## 1517                                                                      Storage|CUDA|Distributed Systems|Agile
## 1518               LLMs|Python|Fine-tuning|GenAI APIs|Deployment|Diffusion Models|Communication|Linux|Statistics
## 1519                                                                               Leadership|Python|Cloud|Agile
## 1520                                              Fine-tuning|PyTorch|Vision-Language Models|Agile|Communication
## 1521                                                         CUDA|PyTorch|Image Processing|CNNs|Research|SQL|Git
## 1522                              Networking|Kubernetes|Storage|CUDA|Distributed Systems|Git|Statistics|Research
## 1523                             Legal Knowledge|Risk Management|EU AI Act|Auditing|Documentation|Research|Linux
## 1524                                                       MLOps|Kubernetes|SQL|Problem Solving|Linux|Statistics
## 1525                                    Risk Assessment|Research|Ethics Frameworks|AI Policy|Linux|Communication
## 1526                                              Stakeholder Mgmt|Product Strategy|Agile|Linux|Statistics|Cloud
## 1527                                                   PyTorch|Mathematics|Research|Publishing|Communication|SQL
## 1528                                                                     Data Visualization|Statistics|SQL|Cloud
## 1529                                                TensorFlow|GPU Computing|Python|Problem Solving|Research|SQL
## 1530                                                                         Kubernetes|Networking|Storage|Agile
## 1531                                       Python|TensorFlow|CUDA|GPU Computing|Neural Networks|PyTorch|Research
## 1532                 Prompt Engineering|Vector DBs|RAG|Fine-tuning|LLM APIs|Python|Problem Solving|Communication
## 1533                               GPU Computing|PyTorch|CUDA|TensorFlow|Neural Networks|Leadership|Research|SQL
## 1534                                       AI Literacy|Data Analysis|Stakeholder Mgmt|Agile|Linux|Statistics|SQL
## 1535                                           MLflow|Monitoring|Kubernetes|Docker|Communication|Problem Solving
## 1536                                        Python|LLM Integration|Docker|PyTorch|Communication|Agile|Statistics
## 1537                      Testing|Documentation|Python|LLM APIs|NLP|Prompt Design|Leadership|Cloud|Communication
## 1538                                MLOps|Python|PyTorch|System Design|Distributed Systems|LLM Fine-tuning|Linux
## 1539                                                                   Cloud (AWS/GCP/Azure)|Docker|Python|Agile
## 1540                                                        Search Systems|Vector DBs|Embeddings|LangChain|Linux
## 1541              MLOps|Distributed Systems|System Design|LLM Fine-tuning|PyTorch|Python|Problem Solving|SQL|Git
## 1542              Storage|Kubernetes|Cloud|Distributed Systems|CUDA|Networking|SQL|Problem Solving|Communication
## 1543                                          Deep Learning|Publishing|Mathematics|Python|Research|Communication
## 1544                                                                      Python|Prompt Engineering|RAG|Research
## 1545                                                                 CUDA|Image Processing|Python|CNNs|Linux|SQL
## 1546                                     Computer Vision|C++|Simulation|Problem Solving|Communication|Leadership
## 1547                    PyTorch|LLM Integration|Python|Docker|Cloud (AWS/GCP/Azure)|Linux|Communication|Research
## 1548                                         Python|System Design|ML|Cloud|Enterprise Architecture|Communication
## 1549                                                                      CI/CD|MLflow|Cloud|Cloud|Communication
## 1550                          Leadership|Python|ML|Causal Inference|Advanced Statistics|Deep Learning|Statistics
## 1551                         SQL|Data Visualization|Python|Statistics|ML Algorithms|Scikit-learn|Cloud|Git|Linux
## 1552                               Testing|LLM APIs|NLP|Documentation|Python|Statistics|Research|Problem Solving
## 1553                                                 PyTorch|MLOps|TensorFlow|Kubernetes|Python|SQL|Research|Git
## 1554                                                Deployment|Diffusion Models|Python|LLMs|Linux|Cloud|Research
## 1555                           Distributed Systems|Cloud|Networking|CUDA|Kubernetes|Research|Communication|Linux
## 1556                                                 Prompt Engineering|Vector DBs|Fine-tuning|Python|Leadership
## 1557                         SQL|Data Visualization|Python|Statistics|ML Algorithms|Scikit-learn|Cloud|Git|Linux
## 1558                                               Python|Business Analysis|Communication|Cloud|Statistics|Linux
## 1559                                                                               ML|System Design|Python|Linux
## 1560                                     CUDA|Networking|Kubernetes|Distributed Systems|Cloud|Storage|Leadership
## 1561                                               Publishing|Python|PyTorch|Research|Leadership|Problem Solving
## 1562                                                       LLM APIs|RAG|Python|Fine-tuning|Vector DBs|Statistics
## 1563                         GenAI APIs|Deployment|Diffusion Models|Fine-tuning|Python|LLMs|Statistics|Agile|SQL
## 1564                               ML|Deep Learning|Causal Inference|Python|Leadership|Leadership|Agile|Research
## 1565                              PyTorch|APIs|Fine-tuning|Vision-Language Models|Problem Solving|Agile|Research
## 1566                             Simulation|Control Systems|Computer Vision|C++|Agile|Leadership|Problem Solving
## 1567                                        CI/CD|Kubernetes|Monitoring|Cloud|Docker|Python|MLflow|Communication
## 1568                                                        Data Analysis|Product Strategy|Agile|Problem Solving
## 1569                                                                       ML|System Design|Leadership|Git|Cloud
## 1570                                                           Cloud (AWS/GCP/Azure)|Python|Docker|PyTorch|Agile
## 1571                                                    Legal Knowledge|EU AI Act|Risk Management|Leadership|Git
## 1572                                                                 PyTorch|CNNs|CUDA|Git|Agile|Problem Solving
## 1573                                                                          Feature Stores|ETL|SQL|Airflow|Git
## 1574                                       PyTorch|TensorFlow|Kubernetes|SQL|Python|MLOps|Cloud|Statistics|Linux
## 1575                                                   NLP|LLM APIs|Testing|Documentation|Python|Problem Solving
## 1576                                                      Kubernetes|SQL|TensorFlow|Communication|SQL|Statistics
## 1577                                                           Neural Networks|PyTorch|TensorFlow|Agile|Research
## 1578                                     Computer Vision|C++|Simulation|Problem Solving|Communication|Leadership
## 1579                AI Literacy|Agile|Product Strategy|Stakeholder Mgmt|Data Analysis|Problem Solving|Statistics
## 1580                                              Docker|Kubernetes|CI/CD|Cloud|MLflow|Python|Cloud|SQL|Research
## 1581                                                                   Python|Cloud|Docker|CI/CD|Problem Solving
## 1582                                            Embeddings|Vector DBs|LLMs|Python|LangChain|Search Systems|Cloud
## 1583                      Deep Learning|Causal Inference|Advanced Statistics|Python|ML|Research|Cloud|Leadership
## 1584                                                       Deep Learning|Mathematics|Publishing|PyTorch|Research
## 1585                                  LangChain|Planning Systems|Tool Use|Python|AutoGen|APIs|Linux|Research|SQL
## 1586                   Causal Inference|Python|Leadership|Deep Learning|ML|Advanced Statistics|Communication|SQL
## 1587                                  Fine-tuning|Vector DBs|Python|LLM APIs|Prompt Engineering|RAG|SQL|Research
## 1588                                                                Risk Assessment|Research|AI Policy|Agile|SQL
## 1589                                                    Python|LLM Integration|Docker|Problem Solving|Statistics
## 1590         SQL|Python|Communication|Business Analysis|Data Visualization|Problem Solving|Statistics|Leadership
## 1591                                                         MLflow|Python|Kubernetes|Monitoring|CI/CD|Git|Cloud
## 1592                                                 Hugging Face|LLMs|Python|Text Processing|Linux|SQL|Research
## 1593                                             Cloud|Leadership|System Design|Leadership|Linux|Problem Solving
## 1594                                     Red Teaming|Risk Analysis|Cybersecurity|ML Security|Problem Solving|SQL
## 1595                                AI Literacy|Stakeholder Mgmt|Product Strategy|Data Analysis|Agile|Statistics
## 1596                                      Leadership|Causal Inference|Python|Deep Learning|ML|SQL|Agile|Research
## 1597                                Search Systems|Embeddings|LangChain|Python|Communication|Statistics|Research
## 1598                                  Cloud (AWS/GCP/Azure)|LLM Integration|Python|Docker|PyTorch|Leadership|Git
## 1599                                                LLM APIs|Documentation|NLP|Prompt Design|Git|Problem Solving
## 1600                                                           SQL|MLOps|PyTorch|Kubernetes|Git|Linux|Leadership
## 1601                                                                   Python|Cloud|Docker|CI/CD|Problem Solving
## 1602                                              Fine-tuning|PyTorch|Vision-Language Models|Agile|Communication
## 1603                                                               Scikit-learn|Python|ML Algorithms|Linux|Agile
## 1604                                                  Fine-tuning|Vector DBs|RAG|Python|LLM APIs|Problem Solving
## 1605                                                           Python|LangChain|APIs|Problem Solving|Agile|Cloud
## 1606                                                       System Design|Leadership|Cloud|Agile|Linux|Statistics
## 1607                               Kubernetes|Docker|MLflow|CI/CD|Python|Monitoring|Cloud|Communication|Research
## 1608                                                       Fine-tuning|PyTorch|Vision-Language Models|APIs|Agile
## 1609                                                        PyTorch|Neural Networks|GPU Computing|Research|Linux
## 1610                                                  Prompt Design|NLP|LLM APIs|Documentation|Python|Statistics
## 1611                                               Python|Prompt Design|Documentation|NLP|Cloud|Linux|Statistics
## 1612                                              PyTorch|MLOps|SQL|Python|Leadership|Problem Solving|Statistics
## 1613                                                          dbt|Airflow|ETL|Feature Stores|SQL|Cloud|Agile|Git
## 1614                                                                    PyTorch|Fine-tuning|APIs|SQL|Agile|Linux
## 1615                             Distributed Systems|Kubernetes|Networking|Cloud|CUDA|Statistics|Problem Solving
## 1616                                                  Tool Use|Planning Systems|Python|Linux|Communication|Cloud
## 1617                                       PyTorch|CUDA|OpenCV|Image Processing|Problem Solving|Leadership|Linux
## 1618                                                                    LLMs|Search Systems|Python|Communication
## 1619                                                  Python|LLM Integration|Cloud (AWS/GCP/Azure)|Communication
## 1620                                    Feature Stores|Airflow|Spark|Python|dbt|ETL|SQL|Statistics|Communication
## 1621                                                                         CI/CD|Cloud|Kubernetes|Docker|Cloud
## 1622                                               APIs|Tool Use|LangChain|AutoGen|Planning Systems|Python|Agile
## 1623                                   Data Visualization|Business Analysis|Communication|Python|Problem Solving
## 1624                                                        Legal Knowledge|EU AI Act|Auditing|Communication|SQL
## 1625                                  Kubernetes|MLOps|TensorFlow|SQL|Python|Cloud|Problem Solving|Communication
## 1626                                            LangChain|Search Systems|Vector DBs|Communication|Statistics|SQL
## 1627                                                   Python|System Design|MLOps|PyTorch|Agile|Linux|Statistics
## 1628                                                                     PyTorch|Python|Fine-tuning|SQL|Research
## 1629                             Embeddings|LangChain|Python|LLMs|Vector DBs|Problem Solving|Research|Leadership
## 1630                                                     Kubernetes|Storage|Cloud|CUDA|Distributed Systems|Linux
## 1631                                         ROS|Computer Vision|Control Systems|Simulation|SQL|Statistics|Cloud
## 1632                                                                   C++|Computer Vision|Python|Git|Statistics
## 1633                                    Prompt Engineering|Vector DBs|Python|LLM APIs|RAG|Communication|Research
## 1634                               Neural Networks|GPU Computing|CUDA|TensorFlow|Python|Research|Problem Solving
## 1635                                              Fine-tuning|APIs|Vision-Language Models|Python|Git|Agile|Cloud
## 1636                                             Fine-tuning|Python|GenAI APIs|Git|Problem Solving|Communication
## 1637                                           APIs|Vision-Language Models|Python|PyTorch|Statistics|Cloud|Linux
## 1638                                                        Simulation|C++|Computer Vision|Control Systems|Cloud
## 1639                                       Documentation|Python|Prompt Design|NLP|Testing|LLM APIs|SQL|Cloud|Git
## 1640                                                                                    Airflow|SQL|Python|Agile
## 1641                             Docker|LLM Integration|Python|PyTorch|Cloud (AWS/GCP/Azure)|Agile|Communication
## 1642                                                                  ETL|SQL|Airflow|dbt|Python|Problem Solving
## 1643                                                      SQL|Communication|Python|Business Analysis|Cloud|Linux
## 1644                    Python|Vision-Language Models|Fine-tuning|PyTorch|Research|Problem Solving|Communication
## 1645                                                           Neural Networks|PyTorch|TensorFlow|Agile|Research
## 1646                                    Transformers|Python|Text Processing|Hugging Face|Research|Leadership|SQL
## 1647                                      AutoGen|Tool Use|APIs|Python|Planning Systems|LangChain|Linux|Research
## 1648                                                                     PyTorch|Python|Fine-tuning|SQL|Research
## 1649                                           LangChain|Python|AutoGen|APIs|Tool Use|Statistics|Problem Solving
## 1650                                  LangChain|Planning Systems|Tool Use|AutoGen|APIs|Linux|Communication|Agile
## 1651                                         Python|Deep Learning|Leadership|Communication|Problem Solving|Agile
## 1652                                        Cloud (AWS/GCP/Azure)|Docker|LLM Integration|Python|Agile|Leadership
## 1653                                                        SQL|Statistics|ML Algorithms|Scikit-learn|Python|Git
## 1654                                              Fine-tuning|PyTorch|Vision-Language Models|Agile|Communication
## 1655                                                           CNNs|PyTorch|Image Processing|Leadership|Research
## 1656                                      TensorFlow|Neural Networks|CUDA|PyTorch|Linux|Research|Problem Solving
## 1657                                           Mathematics|Research|Publishing|Deep Learning|PyTorch|Agile|Cloud
## 1658                           Research|AI Policy|Risk Assessment|Communication|Problem Solving|Cloud|Statistics
## 1659                                                      Vector DBs|Python|Prompt Engineering|Fine-tuning|Agile
## 1660                          GPU Computing|CUDA|TensorFlow|Python|PyTorch|Neural Networks|Git|SQL|Communication
## 1661                                          Publishing|Research|Mathematics|Python|Deep Learning|PyTorch|Cloud
## 1662                                                               Legal Knowledge|EU AI Act|Auditing|Leadership
## 1663                                                 LangChain|Embeddings|Python|Vector DBs|LLMs|Problem Solving
## 1664                                                  PyTorch|Vision-Language Models|APIs|Fine-tuning|Python|SQL
## 1665                                         Data Analysis|Product Strategy|Stakeholder Mgmt|Linux|Communication
## 1666                                                            Prompt Engineering|Fine-tuning|LLM APIs|Research
## 1667                                                  Python|Fine-tuning|Vision-Language Models|APIs|PyTorch|SQL
## 1668               ROS|C++|Simulation|Computer Vision|Python|Control Systems|Communication|Leadership|Statistics
## 1669                                                       Diffusion Models|Fine-tuning|Deployment|Communication
## 1670                                                               Python|PyTorch|MLOps|Communication|Leadership
## 1671                                                             Simulation|Python|Computer Vision|Communication
## 1672                                                      Research|Mathematics|Python|Publishing|SQL|Cloud|Linux
## 1673                                     SQL|Statistics|Scikit-learn|Data Visualization|Communication|Leadership
## 1674                              CUDA|Image Processing|PyTorch|CNNs|Python|OpenCV|Problem Solving|Communication
## 1675                                                        Documentation|Risk Management|Auditing|EU AI Act|Git
## 1676                                                                 Python|System Design|Leadership|Cloud|Linux
## 1677                                                      Python|Enterprise Architecture|Cloud|Leadership|ML|Git
## 1678                                                                   Cybersecurity|Red Teaming|ML Security|Git
## 1679                                    Tool Use|Python|AutoGen|LangChain|Planning Systems|APIs|Linux|Statistics
## 1680                                                       Fine-tuning|LLM APIs|Prompt Engineering|Communication
## 1681                                                       System Design|ML|Leadership|Cloud|Statistics|Research
## 1682                                    Python|Simulation|ROS|Computer Vision|Control Systems|C++|Research|Linux
## 1683                                      Communication|AI Policy|Ethics Frameworks|Research|SQL|Problem Solving
## 1684                                AI Policy|Research|Ethics Frameworks|Risk Assessment|Communication|Agile|SQL
## 1685                                          Python|Red Teaming|Risk Analysis|ML Security|Leadership|Statistics
## 1686                                     Agile|Stakeholder Mgmt|Product Strategy|Data Analysis|Communication|Git
## 1687                                              Red Teaming|Cybersecurity|Python|Risk Analysis|Problem Solving
## 1688                                                             Image Processing|CUDA|Python|PyTorch|OpenCV|Git
## 1689                                    Prompt Engineering|Vector DBs|Python|LLM APIs|RAG|Communication|Research
## 1690                                         ROS|Computer Vision|Control Systems|Simulation|SQL|Statistics|Cloud
## 1691                                                    APIs|Fine-tuning|Vision-Language Models|Linux|Statistics
## 1692                                  Python|LLM APIs|Prompt Design|NLP|Documentation|Testing|Research|Linux|Git
## 1693                                   Risk Management|Auditing|Documentation|Legal Knowledge|EU AI Act|Research
## 1694                                   Distributed Systems|Python|LLM Fine-tuning|MLOps|System Design|Statistics
## 1695                                     Data Analysis|Agile|Stakeholder Mgmt|Product Strategy|AI Literacy|Linux
## 1696                                                                        ETL|SQL|Feature Stores|Communication
## 1697                                                      SQL|Communication|Python|Business Analysis|Cloud|Linux
## 1698                                                          AI Policy|Research|Ethics Frameworks|Communication
## 1699                      Deep Learning|Causal Inference|Advanced Statistics|Python|ML|Research|Cloud|Leadership
## 1700                                                Monitoring|MLflow|Cloud|CI/CD|Kubernetes|Docker|Python|Linux
## 1701                                                    Python|Fine-tuning|Vision-Language Models|Research|Cloud
## 1702                                                  Risk Assessment|Ethics Frameworks|Research|Linux|Cloud|Git
## 1703                                  Product Strategy|Agile|Stakeholder Mgmt|Data Analysis|AI Literacy|Research
## 1704                                                                  Hugging Face|LLMs|BERT|Research|Statistics
## 1705                                   LLMs|BERT|Hugging Face|Python|Text Processing|Transformers|Research|Agile
## 1706                        Planning Systems|Python|Tool Use|LangChain|AutoGen|APIs|Git|Leadership|Communication
## 1707                       Scikit-learn|Python|SQL|Data Visualization|ML Algorithms|Research|Communication|Agile
## 1708                                                   Cloud (AWS/GCP/Azure)|Python|Docker|PyTorch|Communication
## 1709                                                             NLP|Testing|Documentation|LLM APIs|Research|SQL
## 1710                                                                       CI/CD|Cloud|MLflow|Docker|Cloud|Agile
## 1711                                                                        Communication|AI Policy|Research|Git
## 1712                                           Communication|Python|SQL|Business Analysis|Data Visualization|SQL
## 1713                                    Cybersecurity|Red Teaming|Python|Risk Analysis|ML Security|Communication
## 1714                                                            Search Systems|Vector DBs|LangChain|Python|Agile
## 1715                                                      Python|Image Processing|OpenCV|CUDA|PyTorch|CNNs|Linux
## 1716                                    Docker|Python|MLflow|Kubernetes|Cloud|Monitoring|Leadership|SQL|Research
## 1717                                                           Distributed Systems|CUDA|Storage|Cloud|Leadership
## 1718                                                               Python|PyTorch|MLOps|Communication|Leadership
## 1719      Risk Assessment|Ethics Frameworks|Research|Communication|AI Policy|Agile|Communication|Problem Solving
## 1720                                                                        Documentation|LLM APIs|NLP|SQL|Linux
## 1721                                      SQL|ML Algorithms|Statistics|Data Visualization|Scikit-learn|Cloud|Git
## 1722                                                                         Python|dbt|ETL|Spark|Leadership|SQL
## 1723                                                     Distributed Systems|MLOps|PyTorch|Leadership|Statistics
## 1724                                    Python|CUDA|GPU Computing|TensorFlow|Research|Leadership|Problem Solving
## 1725                                                  SQL|Scikit-learn|Python|Data Visualization|Problem Solving
## 1726                                                           LLMs|Search Systems|Python|Linux|Leadership|Cloud
## 1727                                                Auditing|EU AI Act|Documentation|Risk Management|Cloud|Linux
## 1728                                                       MLOps|Kubernetes|SQL|Problem Solving|Linux|Statistics
## 1729                                                         Mathematics|Deep Learning|PyTorch|Python|Statistics
## 1730                                 Vision-Language Models|APIs|Python|PyTorch|Problem Solving|Cloud|Leadership
## 1731                   Causal Inference|Python|Leadership|Deep Learning|ML|Advanced Statistics|Communication|SQL
## 1732                                                                     Simulation|Control Systems|ROS|Research
## 1733                                        Research|AI Policy|Communication|Risk Assessment|Communication|Agile
## 1734               Python|LLM Fine-tuning|System Design|MLOps|Distributed Systems|PyTorch|Cloud|Agile|Leadership
## 1735                                                               C++|Python|ROS|Control Systems|Simulation|SQL
## 1736              Data Visualization|SQL|Scikit-learn|Statistics|ML Algorithms|Communication|SQL|Problem Solving
## 1737                                                 Python|System Design|Distributed Systems|Git|Cloud|Research
## 1738                      Python|Advanced Statistics|Causal Inference|Leadership|Deep Learning|ML|Git|Leadership
## 1739                                                   GPU Computing|PyTorch|TensorFlow|CUDA|Neural Networks|SQL
## 1740                                 CUDA|Storage|Networking|Kubernetes|Distributed Systems|Research|Cloud|Linux
## 1741                                            Embeddings|Vector DBs|LLMs|Python|LangChain|Search Systems|Cloud
## 1742                                                                SQL|Data Visualization|Python|SQL|Statistics
## 1743                                Deep Learning|Advanced Statistics|ML|Python|Causal Inference|Problem Solving
## 1744                                                             Feature Stores|Python|Airflow|SQL|dbt|SQL|Agile
## 1745                                                                    Spark|dbt|Airflow|Cloud|Agile|Statistics
## 1746                                                         Embeddings|Search Systems|LangChain|Agile|Linux|Git
## 1747                                                        RAG|Python|Vector DBs|Prompt Engineering|Cloud|Linux
## 1748                           Leadership|ML|Deep Learning|Python|Causal Inference|Advanced Statistics|SQL|Cloud
## 1749                                                               APIs|Vision-Language Models|Python|Leadership
## 1750                                                Deployment|Diffusion Models|Python|LLMs|Linux|Cloud|Research
## 1751                                       Risk Analysis|Red Teaming|Python|ML Security|Cybersecurity|Leadership
## 1752                                                       MLOps|Kubernetes|SQL|Problem Solving|Linux|Statistics
## 1753                                                                      Storage|CUDA|Distributed Systems|Agile
## 1754                                                                     LLMs|Transformers|BERT|Hugging Face|Git
## 1755                                                                      dbt|Spark|Python|Airflow|SQL|Cloud|Git
## 1756                                                                                      Python|NLP|Testing|Git
## 1757                                                   TensorFlow|MLOps|Python|Kubernetes|PyTorch|Linux|Research
## 1758           Leadership|Deep Learning|Causal Inference|Advanced Statistics|Problem Solving|Cloud|Communication
## 1759                              Python|Data Visualization|SQL|Statistics|ML Algorithms|Scikit-learn|Statistics
## 1760                          Leadership|Python|ML|Causal Inference|Advanced Statistics|Deep Learning|Statistics
## 1761                 Data Analysis|Agile|Product Strategy|AI Literacy|Stakeholder Mgmt|Problem Solving|Linux|Git
## 1762                                                                    Python|GenAI APIs|Diffusion Models|Linux
## 1763                                         Docker|Python|LLM Integration|Cloud (AWS/GCP/Azure)|Problem Solving
## 1764                                               SQL|Airflow|ETL|Feature Stores|Python|Linux|Communication|Git
## 1765                                      Testing|Python|LLM APIs|Prompt Design|NLP|Documentation|SQL|Leadership
## 1766                                                                        Communication|AI Policy|Research|Git
## 1767                                 Risk Management|EU AI Act|Legal Knowledge|Auditing|Documentation|Leadership
## 1768                                    Documentation|Python|Prompt Design|LLM APIs|Communication|SQL|Leadership
## 1769                                         Python|ML Security|Cybersecurity|Red Teaming|Statistics|Linux|Agile
## 1770                                     Python|Monitoring|Docker|Cloud|Problem Solving|Leadership|Communication
## 1771                                RAG|Prompt Engineering|Fine-tuning|LLM APIs|Vector DBs|Python|Leadership|SQL
## 1772                       Distributed Systems|LLM Fine-tuning|MLOps|PyTorch|System Design|SQL|Git|Communication
## 1773                                                    Python|LLM Integration|Docker|Problem Solving|Statistics
## 1774                                 Leadership|Causal Inference|ML|Python|Deep Learning|Advanced Statistics|Git
## 1775                                       Data Analysis|Stakeholder Mgmt|Agile|Cloud|Problem Solving|Statistics
## 1776                                    Risk Assessment|Research|Ethics Frameworks|AI Policy|Linux|Communication
## 1777              Storage|Kubernetes|Cloud|Distributed Systems|CUDA|Networking|SQL|Problem Solving|Communication
## 1778                                           Agile|Product Strategy|AI Literacy|Research|Problem Solving|Linux
## 1779                                                  Airflow|SQL|Python|Spark|dbt|Feature Stores|Git|Leadership
## 1780                                           Fine-tuning|GenAI APIs|Python|Diffusion Models|Agile|Research|Git
## 1781                                        Agile|Data Analysis|AI Literacy|Stakeholder Mgmt|Research|Statistics
## 1782                                                     ML Algorithms|Scikit-learn|Data Visualization|SQL|Linux
## 1783                                CUDA|TensorFlow|Python|Neural Networks|GPU Computing|PyTorch|Problem Solving
## 1784                                RAG|Prompt Engineering|Fine-tuning|LLM APIs|Vector DBs|Python|Leadership|SQL
## 1785                                                        Search Systems|Vector DBs|Embeddings|LangChain|Linux
## 1786                                           CUDA|Networking|Kubernetes|Storage|SQL|Statistics|Problem Solving
## 1787                                                SQL|Communication|Business Analysis|Problem Solving|Research
## 1788                                           LLM Integration|Python|PyTorch|Docker|Cloud (AWS/GCP/Azure)|Linux
## 1789                                                                          Python|ML|Leadership|Communication
## 1790                                                         MLOps|Python|PyTorch|System Design|Leadership|Cloud
## 1791                              Enterprise Architecture|ML|Python|Leadership|System Design|Communication|Linux
## 1792                                                               Testing|Prompt Design|Python|LLM APIs|NLP|SQL
## 1793                                            Search Systems|LangChain|Python|Vector DBs|Embeddings|LLMs|Agile
## 1794                                    Communication|Python|Data Visualization|Business Analysis|SQL|Leadership
## 1795                                                                       Control Systems|Python|ROS|Leadership
## 1796                              Python|APIs|LangChain|Planning Systems|Tool Use|AutoGen|Agile|Statistics|Cloud
## 1797                                                   Business Analysis|Python|SQL|Problem Solving|Research|Git
## 1798                                                                         Simulation|ROS|C++|SQL|Research|Git
## 1799                                                     CUDA|Python|GPU Computing|PyTorch|Neural Networks|Linux
## 1800                                Prompt Design|Python|NLP|LLM APIs|Documentation|Leadership|Git|Communication
## 1801                                                        PyTorch|Vision-Language Models|APIs|Leadership|Linux
## 1802                                          Deep Learning|Python|Research|Mathematics|Publishing|PyTorch|Cloud
## 1803                                                    RAG|Vector DBs|Fine-tuning|Python|LLM APIs|SQL|Linux|Git
## 1804              Data Visualization|SQL|Scikit-learn|Statistics|ML Algorithms|Communication|SQL|Problem Solving
## 1805                       AI Policy|Ethics Frameworks|Communication|Risk Assessment|Leadership|Cloud|Statistics
## 1806                                                           LLMs|Search Systems|Python|Linux|Leadership|Cloud
## 1807                                    Fine-tuning|Prompt Engineering|Python|RAG|Vector DBs|Research|Leadership
## 1808                                                  SQL|Scikit-learn|Python|Data Visualization|Problem Solving
## 1809                                                            RAG|Vector DBs|Prompt Engineering|LLM APIs|Agile
## 1810                                           Vision-Language Models|PyTorch|Python|Agile|Problem Solving|Cloud
## 1811                                                   NLP|LLM APIs|Testing|Documentation|Python|Problem Solving
## 1812                                                         MLflow|Python|Kubernetes|Monitoring|CI/CD|Git|Cloud
## 1813                                         Prompt Engineering|RAG|Python|LLM APIs|Fine-tuning|Vector DBs|Cloud
## 1814                                                           SQL|Kubernetes|Python|TensorFlow|PyTorch|Research
## 1815                                                          dbt|Feature Stores|ETL|SQL|Airflow|Linux|Cloud|Git
## 1816                        BERT|LLMs|Transformers|Text Processing|Python|Hugging Face|Linux|Leadership|Research
## 1817                                                        SQL|Kubernetes|PyTorch|TensorFlow|Python|MLOps|Linux
## 1818                                Prompt Engineering|Vector DBs|Fine-tuning|LLM APIs|RAG|Agile|Problem Solving
## 1819                AI Literacy|Agile|Product Strategy|Stakeholder Mgmt|Data Analysis|Problem Solving|Statistics
## 1820                                                    Python|LLM Integration|Docker|Problem Solving|Statistics
## 1821                                      Deep Learning|Causal Inference|Leadership|ML|Advanced Statistics|Linux
## 1822                                                CUDA|Image Processing|OpenCV|Python|Problem Solving|Research
## 1823                                                Data Visualization|SQL|Python|Communication|Agile|Statistics
## 1824                                              Planning Systems|Tool Use|AutoGen|LangChain|Python|Cloud|Agile
## 1825                                                               Legal Knowledge|EU AI Act|Auditing|Leadership
## 1826                                     Python|Monitoring|Docker|Cloud|Problem Solving|Leadership|Communication
## 1827                                                                               ML|System Design|Python|Linux
## 1828                                              Data Analysis|Product Strategy|AI Literacy|Git|Problem Solving
## 1829                                        System Design|LLM Fine-tuning|MLOps|Leadership|Problem Solving|Cloud
## 1830                         GenAI APIs|Deployment|Diffusion Models|Fine-tuning|Python|LLMs|Statistics|Agile|SQL
## 1831                                                Auditing|EU AI Act|Documentation|Risk Management|Cloud|Linux
## 1832                                                    Fine-tuning|GenAI APIs|Diffusion Models|Deployment|Cloud
## 1833                              Enterprise Architecture|ML|Python|Leadership|System Design|Communication|Linux
## 1834                                                          SQL|Scikit-learn|Statistics|Data Visualization|SQL
## 1835                                                 Documentation|EU AI Act|Risk Management|Legal Knowledge|Git
## 1836                                  ML|Leadership|Python|System Design|Enterprise Architecture|Problem Solving
## 1837                                                        Simulation|C++|Computer Vision|Control Systems|Cloud
## 1838                                                         Documentation|Risk Management|Legal Knowledge|Linux
## 1839                                Prompt Design|Python|NLP|LLM APIs|Documentation|Leadership|Git|Communication
## 1840                             ML|Leadership|Enterprise Architecture|System Design|Python|Leadership|Cloud|SQL
## 1841                                                             LangChain|Planning Systems|Python|Git|Linux|SQL
## 1842                                   Data Visualization|Business Analysis|Communication|Python|Problem Solving
## 1843                                   Python|Docker|PyTorch|LLM Integration|Cloud (AWS/GCP/Azure)|Communication
## 1844                                    Research|Communication|AI Policy|Risk Assessment|Ethics Frameworks|Linux
## 1845                                        Enterprise Architecture|ML|Leadership|Cloud|Python|SQL|Communication
## 1846                                                                       TensorFlow|SQL|MLOps|PyTorch|Research
## 1847                                                                       LLM APIs|RAG|Fine-tuning|Python|Agile
## 1848                                       Python|Data Visualization|Statistics|Scikit-learn|ML Algorithms|Linux
## 1849                 Product Strategy|AI Literacy|Stakeholder Mgmt|Agile|Data Analysis|Git|Problem Solving|Linux
## 1850                                                       PyTorch|Deep Learning|Mathematics|Research|Python|Git
## 1851                                                                RAG|Python|Fine-tuning|Statistics|Leadership
## 1852                              Python|Mathematics|PyTorch|Deep Learning|Publishing|Leadership|Problem Solving
## 1853                                        Cybersecurity|Red Teaming|Python|ML Security|Risk Analysis|Agile|SQL
## 1854                                     RAG|LLM APIs|Python|Fine-tuning|Vector DBs|Prompt Engineering|SQL|Agile
## 1855                                                Docker|MLflow|Monitoring|Kubernetes|CI/CD|Cloud|Python|Agile
## 1856                                                                Python|LLM APIs|Testing|Cloud|Linux|Research
## 1857                                            PyTorch|Fine-tuning|Vision-Language Models|APIs|Linux|Leadership
## 1858                                               Python|Documentation|Testing|LLM APIs|NLP|Prompt Design|Cloud
## 1859                                       Statistics|ML Algorithms|Scikit-learn|Data Visualization|Research|Git
## 1860                              Networking|Kubernetes|Storage|CUDA|Distributed Systems|Git|Statistics|Research
## 1861                                    Communication|Python|Data Visualization|Business Analysis|SQL|Leadership
## 1862                                   LLMs|BERT|Hugging Face|Python|Text Processing|Transformers|Research|Agile
## 1863                                  Fine-tuning|Vector DBs|Python|LLM APIs|Prompt Engineering|RAG|SQL|Research
## 1864                                    Transformers|Python|Text Processing|Hugging Face|Research|Leadership|SQL
## 1865                                                              LLM APIs|Python|Testing|Agile|Cloud|Leadership
## 1866                                                       Deep Learning|Mathematics|Publishing|PyTorch|Research
## 1867                                                        Search Systems|Python|Embeddings|Research|Leadership
## 1868                                                                TensorFlow|Python|CUDA|Neural Networks|Agile
## 1869                                        Python|SQL|ETL|Airflow|dbt|Feature Stores|Spark|Git|Linux|Leadership
## 1870                                                                      Python|Prompt Engineering|RAG|Research
## 1871                                                                   Python|APIs|PyTorch|Leadership|Statistics
## 1872                                                                   LLM APIs|Python|Documentation|Agile|Linux
## 1873         AI Literacy|Data Analysis|Agile|Stakeholder Mgmt|Product Strategy|Communication|Research|Leadership
## 1874                                                          dbt|Airflow|ETL|Feature Stores|SQL|Cloud|Agile|Git
## 1875                              CUDA|Image Processing|PyTorch|CNNs|Python|OpenCV|Problem Solving|Communication
## 1876                                                    RAG|Vector DBs|Fine-tuning|Python|LLM APIs|SQL|Linux|Git
## 1877                                    Transformers|BERT|Text Processing|Hugging Face|Agile|Statistics|Research
## 1878                                               Python|Documentation|Testing|LLM APIs|NLP|Prompt Design|Cloud
## 1879                                                                              APIs|PyTorch|Fine-tuning|Agile
## 1880                                                                 APIs|Python|Planning Systems|Cloud|Research
## 1881                                                                          Python|ML|Leadership|Communication
## 1882                                                      Python|Image Processing|OpenCV|CUDA|PyTorch|CNNs|Linux
## 1883                      Cloud|Storage|CUDA|Kubernetes|Networking|Distributed Systems|Communication|Linux|Cloud
## 1884                                        LLM APIs|Testing|Python|Prompt Design|Documentation|Leadership|Cloud
## 1885                                                                   Prompt Design|LLM APIs|Python|Linux|Agile
## 1886                                                PyTorch|Distributed Systems|Python|System Design|Agile|Cloud
## 1887                               PyTorch|Cloud (AWS/GCP/Azure)|LLM Integration|Python|Problem Solving|Research
## 1888                                                                RAG|Python|Fine-tuning|Statistics|Leadership
## 1889                                  Data Analysis|AI Literacy|Stakeholder Mgmt|Agile|Problem Solving|Git|Linux
## 1890                                                 CNNs|Image Processing|PyTorch|Python|CUDA|OpenCV|Leadership
## 1891                                             EU AI Act|Documentation|Auditing|Legal Knowledge|Cloud|Research
## 1892                                                                         Simulation|ROS|C++|SQL|Research|Git
## 1893                      Python|LangChain|LLMs|Embeddings|Vector DBs|Search Systems|Leadership|Statistics|Cloud
## 1894                                                            Control Systems|Python|ROS|Computer Vision|Linux
## 1895                         PyTorch|LLM Integration|Docker|Cloud (AWS/GCP/Azure)|Python|Agile|Git|Communication
## 1896                                                  Networking|Kubernetes|Distributed Systems|Cloud|Leadership
## 1897                                         LLM APIs|RAG|Prompt Engineering|Python|Fine-tuning|Git|Research|SQL
## 1898                          Publishing|Mathematics|Deep Learning|Python|PyTorch|Research|Cloud|Problem Solving
## 1899                                       C++|Python|ROS|Simulation|Control Systems|Computer Vision|Agile|Linux
## 1900                                                 LLMs|GenAI APIs|Deployment|Fine-tuning|Diffusion Models|Git
## 1901                                                                 Distributed Systems|MLOps|System Design|SQL
## 1902                                            CUDA|OpenCV|PyTorch|Python|Image Processing|CNNs|Problem Solving
## 1903                                                     C++|ROS|Computer Vision|Simulation|SQL|Agile|Leadership
## 1904                      Testing|Documentation|Python|LLM APIs|NLP|Prompt Design|Leadership|Cloud|Communication
## 1905                                                        Distributed Systems|MLOps|Python|Linux|Communication
## 1906                 Prompt Engineering|Vector DBs|RAG|Fine-tuning|LLM APIs|Python|Problem Solving|Communication
## 1907                                          Prompt Design|NLP|LLM APIs|Documentation|Testing|Python|Statistics
## 1908                                                   Mathematics|Publishing|PyTorch|Research|Python|Statistics
## 1909                                      Python|Cloud|Monitoring|Kubernetes|Research|Statistics|Problem Solving
## 1910                                                       PyTorch|Deep Learning|Mathematics|Research|Python|Git
## 1911                                           Statistics|ML Algorithms|SQL|Data Visualization|Python|Leadership
## 1912                                                                          PyTorch|LLM Integration|Python|Git
## 1913                                               Cloud|ML|System Design|Python|Leadership|Statistics|SQL|Linux
## 1914                                               LLM Integration|Docker|Cloud (AWS/GCP/Azure)|Statistics|Linux
## 1915                                                             C++|ROS|Simulation|Computer Vision|Python|Cloud
## 1916                          Risk Analysis|Python|Cybersecurity|ML Security|Red Teaming|Linux|Communication|Git
## 1917                               Red Teaming|Cybersecurity|Python|Risk Analysis|SQL|Problem Solving|Leadership
## 1918                                                                     Data Visualization|Statistics|SQL|Cloud
## 1919                                     Python|Deployment|LLMs|GenAI APIs|Diffusion Models|Git|Statistics|Linux
## 1920                                                               ETL|dbt|Feature Stores|Python|SQL|Spark|Linux
## 1921                                                                Control Systems|C++|ROS|Simulation|Cloud|SQL
## 1922                                                                       CI/CD|Cloud|MLflow|Docker|Cloud|Agile
## 1923                                            Control Systems|Computer Vision|Simulation|C++|Python|Statistics
## 1924                                                         Python|Vector DBs|Search Systems|Linux|Research|Git
## 1925               GenAI APIs|Diffusion Models|Python|LLMs|Fine-tuning|Deployment|Statistics|Problem Solving|Git
## 1926                                     Kubernetes|Cloud|Networking|Distributed Systems|Storage|Problem Solving
## 1927                   Deployment|Fine-tuning|GenAI APIs|LLMs|Diffusion Models|Communication|Problem Solving|SQL
## 1928                                          ROS|Computer Vision|Python|Simulation|Statistics|Git|Communication
## 1929                                            Transformers|BERT|Python|Text Processing|LLMs|Hugging Face|Agile
## 1930                                              Advanced Statistics|ML|Causal Inference|Statistics|Cloud|Agile
## 1931                                               Docker|Monitoring|MLflow|Cloud|CI/CD|Statistics|Communication
## 1932                                                          Python|System Design|MLOps|Distributed Systems|SQL
## 1933                                 Control Systems|Simulation|Computer Vision|Python|Git|Leadership|Statistics
## 1934                                                                   Python|Deep Learning|Publishing|Git|Cloud
## 1935                    Control Systems|Simulation|Python|Computer Vision|C++|ROS|Agile|Problem Solving|Research
## 1936                                AI Literacy|Stakeholder Mgmt|Product Strategy|Data Analysis|Agile|Statistics
## 1937                                                          Monitoring|Python|MLflow|Leadership|Cloud|Research
## 1938                                                          Python|System Design|MLOps|Distributed Systems|SQL
## 1939                                            LLMs|Search Systems|LangChain|Embeddings|Git|Research|Leadership
## 1940                                            Transformers|BERT|Python|Text Processing|LLMs|Hugging Face|Agile
## 1941                                                               C++|Python|ROS|Control Systems|Simulation|SQL
## 1942                                        Cybersecurity|Red Teaming|ML Security|Problem Solving|Leadership|Git
## 1943                 Leadership|Deep Learning|Causal Inference|Advanced Statistics|Python|Leadership|Agile|Linux
## 1944                                                TensorFlow|GPU Computing|Python|Problem Solving|Research|SQL
## 1945                                            Neural Networks|GPU Computing|PyTorch|Python|Communication|Cloud
## 1946                                 GPU Computing|Neural Networks|TensorFlow|PyTorch|CUDA|Problem Solving|Linux
## 1947                                                     ML Algorithms|Scikit-learn|Data Visualization|SQL|Linux
## 1948                                           APIs|Vision-Language Models|Python|PyTorch|Statistics|Cloud|Linux
## 1949                                                               Communication|Python|Data Visualization|Linux
## 1950                                         Prompt Design|LLM APIs|Documentation|NLP|Testing|Python|Linux|Cloud
## 1951                            AI Literacy|Stakeholder Mgmt|Data Analysis|Product Strategy|Agile|Git|Statistics
## 1952                                Deep Learning|Advanced Statistics|ML|Python|Causal Inference|Problem Solving
## 1953                                                              Docker|Kubernetes|Python|MLflow|Monitoring|SQL
## 1954                                                                        Control Systems|Simulation|ROS|Agile
## 1955                                System Design|LLM Fine-tuning|Distributed Systems|PyTorch|MLOps|Python|Cloud
## 1956              Data Visualization|SQL|Scikit-learn|Statistics|ML Algorithms|Communication|SQL|Problem Solving
## 1957                                     Computer Vision|Control Systems|Python|ROS|C++|Statistics|Communication
## 1958                                                      Data Analysis|Stakeholder Mgmt|Agile|Git|Communication
## 1959                                                 Networking|Distributed Systems|CUDA|Storage|Problem Solving
## 1960                                                                    LLMs|Search Systems|Python|Communication
## 1961                                          Vision-Language Models|PyTorch|APIs|Linux|Research|Problem Solving
## 1962                             Transformers|Text Processing|Python|Hugging Face|BERT|Linux|Research|Leadership
## 1963                                                 Risk Management|EU AI Act|Documentation|Auditing|Leadership
## 1964                                                         Python|Vector DBs|Search Systems|Linux|Research|Git
## 1965                                                  Docker|MLflow|Cloud|CI/CD|Kubernetes|Python|Monitoring|SQL
## 1966                                        PyTorch|MLOps|Distributed Systems|System Design|Agile|Research|Cloud
## 1967                                                                 SQL|Communication|Business Analysis|SQL|Git
## 1968                                                                        Kubernetes|Networking|CUDA|Linux|SQL
## 1969                             LLMs|Text Processing|Hugging Face|Python|Transformers|Linux|Cloud|Communication
## 1970                             Kubernetes|Python|Docker|CI/CD|Cloud|Monitoring|MLflow|Communication|Leadership
## 1971                                                                          AutoGen|Python|Tool Use|Statistics
## 1972                                                                      Cloud|ML|System Design|Cloud|Linux|Git
## 1973                                               ETL|Airflow|Feature Stores|dbt|Problem Solving|Research|Cloud
## 1974                                    Cybersecurity|Red Teaming|Python|Risk Analysis|ML Security|Communication
## 1975                              PyTorch|Cloud (AWS/GCP/Azure)|LLM Integration|Docker|Linux|Research|Leadership
## 1976                                       Python|Cloud|CI/CD|Kubernetes|Docker|MLflow|Linux|Problem Solving|Git
## 1977                Communication|SQL|Data Visualization|Python|Business Analysis|Problem Solving|Cloud|Research
## 1978                                                                    Python|GenAI APIs|Diffusion Models|Linux
## 1979                                                 MLOps|Python|System Design|Leadership|Agile|Problem Solving
## 1980                                             Tool Use|Python|Planning Systems|AutoGen|APIs|Communication|SQL
## 1981                            Fine-tuning|Python|LLMs|Diffusion Models|GenAI APIs|Deployment|Agile|Cloud|Linux
## 1982                                                     Prompt Design|NLP|Documentation|Python|Statistics|Linux
## 1983                                              Causal Inference|Leadership|Python|ML|Communication|Leadership
## 1984                                           Statistics|ML Algorithms|SQL|Data Visualization|Python|Leadership
## 1985                                             TensorFlow|Kubernetes|MLOps|Linux|Communication|Problem Solving
## 1986                                               SQL|Airflow|ETL|Feature Stores|Python|Linux|Communication|Git
## 1987                                                                     OpenCV|CNNs|Image Processing|Leadership
## 1988  Python|Distributed Systems|LLM Fine-tuning|MLOps|PyTorch|System Design|Problem Solving|Communication|Agile
## 1989                                  Cloud (AWS/GCP/Azure)|LLM Integration|Python|PyTorch|Problem Solving|Linux
## 1990                                                     LLM APIs|Python|Documentation|Testing|NLP|Agile|Git|SQL
## 1991                                     Python|Diffusion Models|GenAI APIs|Deployment|LLMs|Fine-tuning|Research
## 1992                                                   TensorFlow|GPU Computing|Neural Networks|PyTorch|Research
## 1993                                           LangChain|Python|AutoGen|APIs|Tool Use|Statistics|Problem Solving
## 1994                                       AI Literacy|Data Analysis|Stakeholder Mgmt|Agile|Linux|Statistics|SQL
## 1995                                                 Publishing|Deep Learning|Python|Linux|Statistics|Leadership
## 1996                                        Deep Learning|Python|Mathematics|Publishing|PyTorch|Linux|Statistics
## 1997                                                 Product Strategy|Agile|AI Literacy|Data Analysis|Leadership
## 1998               GenAI APIs|Diffusion Models|Python|LLMs|Fine-tuning|Deployment|Statistics|Problem Solving|Git
## 1999                              Communication|Python|SQL|Business Analysis|Data Visualization|Agile|Leadership
## 2000                                                 Python|Planning Systems|LangChain|Tool Use|AutoGen|APIs|SQL
## 2001                                      TensorFlow|Neural Networks|CUDA|PyTorch|Linux|Research|Problem Solving
## 2002              Transformers|BERT|Text Processing|Python|Hugging Face|LLMs|Research|Problem Solving|Leadership
## 2003                                                   TensorFlow|GPU Computing|Neural Networks|PyTorch|Research
## 2004                                      TensorFlow|Neural Networks|CUDA|PyTorch|Linux|Research|Problem Solving
## 2005                                                 PyTorch|Mathematics|Deep Learning|Publishing|Research|Linux
## 2006                                                   Docker|Python|LLM Integration|Linux|Cloud|Problem Solving
## 2007                                                     CUDA|Python|GPU Computing|PyTorch|Neural Networks|Linux
## 2008                                       TensorFlow|Neural Networks|GPU Computing|Python|PyTorch|CUDA|Research
## 2009                                                        Distributed Systems|MLOps|Python|Linux|Communication
## 2010                                                 Fine-tuning|Deployment|GenAI APIs|Diffusion Models|Research
## 2011                                  Cloud (AWS/GCP/Azure)|Docker|Python|LLM Integration|Leadership|Agile|Linux
## 2012                                               GenAI APIs|Diffusion Models|Python|Problem Solving|Statistics
## 2013                                                           Research|Communication|AI Policy|Statistics|Cloud
## 2014                                                  Networking|Kubernetes|Distributed Systems|Cloud|Leadership
## 2015                                                              LLM APIs|Python|Testing|Agile|Cloud|Leadership
## 2016                                               Cloud|Monitoring|MLflow|Kubernetes|CI/CD|Python|Communication
## 2017                                LLMs|Fine-tuning|Python|Deployment|Diffusion Models|Communication|Leadership
## 2018                                          Testing|Documentation|Python|NLP|LLM APIs|Problem Solving|Research
## 2019                                                                    Python|GenAI APIs|Diffusion Models|Linux
## 2020                                        Cloud (AWS/GCP/Azure)|Docker|LLM Integration|Python|Agile|Leadership
## 2021                                       AI Policy|Research|Ethics Frameworks|Communication|Cloud|Research|Git
## 2022                                                         APIs|Fine-tuning|Vision-Language Models|PyTorch|SQL
## 2023                                                                 Vision-Language Models|APIs|Fine-tuning|SQL
## 2024                                                                         Python|ML|System Design|Cloud|Agile
## 2025                                                           LLMs|Deployment|GenAI APIs|Fine-tuning|Python|SQL
## 2026                                                  PyTorch|Vision-Language Models|APIs|Fine-tuning|Python|SQL
## 2027                            Leadership|Advanced Statistics|Python|Deep Learning|Research|Problem Solving|Git
## 2028                                MLOps|Python|PyTorch|System Design|Distributed Systems|LLM Fine-tuning|Linux
## 2029                               GPU Computing|PyTorch|CUDA|TensorFlow|Neural Networks|Leadership|Research|SQL
## 2030                      LLM APIs|Fine-tuning|Vector DBs|Python|Prompt Engineering|Research|Linux|Communication
## 2031                                       Python|Cloud|CI/CD|Kubernetes|Docker|MLflow|Linux|Problem Solving|Git
## 2032                                                              PyTorch|Docker|LLM Integration|Python|Research
## 2033                                                                       CUDA|CNNs|PyTorch|Git|Problem Solving
## 2034                                    Python|Simulation|ROS|Computer Vision|Control Systems|C++|Research|Linux
## 2035                             ML|Leadership|Enterprise Architecture|System Design|Python|Leadership|Cloud|SQL
## 2036                                                                      Communication|Python|SQL|Agile|Git|SQL
## 2037                                        Ethics Frameworks|Research|Risk Assessment|Leadership|Agile|Research
## 2038                                                Data Visualization|SQL|Python|Communication|Agile|Statistics
## 2039                                              Prompt Engineering|Python|Fine-tuning|LLM APIs|RAG|Agile|Cloud
## 2040                                    Ethics Frameworks|Communication|AI Policy|Statistics|Problem Solving|Git
## 2041                                           Ethics Frameworks|Communication|AI Policy|Communication|Linux|Git
## 2042                                                          SQL|Scikit-learn|Statistics|Data Visualization|SQL
## 2043                                                                          Feature Stores|dbt|Spark|Cloud|Git
## 2044                                                         Python|Vector DBs|Search Systems|Linux|Research|Git
## 2045                                          Vision-Language Models|PyTorch|Python|Fine-tuning|Cloud|Leadership
## 2046         System Design|Distributed Systems|PyTorch|MLOps|Python|LLM Fine-tuning|Git|Leadership|Communication
## 2047                                                                   Cybersecurity|Red Teaming|ML Security|Git
## 2048                                                           Distributed Systems|CUDA|Storage|Cloud|Leadership
## 2049                                        CI/CD|Kubernetes|Monitoring|Cloud|Docker|Python|MLflow|Communication
## 2050                                     Mathematics|PyTorch|Deep Learning|Publishing|Python|Communication|Agile
## 2051                                              Advanced Statistics|ML|Causal Inference|Statistics|Cloud|Agile
## 2052                                          Search Systems|Embeddings|Python|LangChain|Vector DBs|LLMs|Git|SQL
## 2053                               Kubernetes|Docker|MLflow|CI/CD|Python|Monitoring|Cloud|Communication|Research
## 2054                                   ETL|Python|Feature Stores|Spark|Airflow|dbt|SQL|Agile|Statistics|Research
## 2055                                                           Diffusion Models|LLMs|GenAI APIs|Leadership|Linux
## 2056                                           LangChain|Python|AutoGen|APIs|Tool Use|Statistics|Problem Solving
## 2057                                        Cloud (AWS/GCP/Azure)|Docker|LLM Integration|Python|Agile|Leadership
## 2058                                                Prompt Design|NLP|Documentation|Testing|Linux|Research|Agile
## 2059                                                           Cloud (AWS/GCP/Azure)|Python|Docker|PyTorch|Agile
## 2060                   SQL|ML Algorithms|Statistics|Scikit-learn|Python|Data Visualization|Problem Solving|Linux
## 2061                                       CUDA|GPU Computing|Neural Networks|PyTorch|Python|SQL|Problem Solving
## 2062                                                              Embeddings|Python|LLMs|Problem Solving|Git|SQL
## 2063                                                     Python|TensorFlow|Neural Networks|PyTorch|Communication
## 2064                                        Python|LLM Integration|Docker|PyTorch|Communication|Agile|Statistics
## 2065                                                            RAG|Vector DBs|Prompt Engineering|LLM APIs|Agile
## 2066                                                                  LLMs|Deployment|Python|Research|Leadership
## 2067                                       PyTorch|TensorFlow|Kubernetes|SQL|Python|MLOps|Cloud|Statistics|Linux
## 2068                                             Diffusion Models|LLMs|GenAI APIs|Communication|Agile|Leadership
## 2069                                                                NLP|Testing|Documentation|LLM APIs|Linux|SQL
## 2070                                                          Networking|Distributed Systems|Storage|Cloud|Cloud
## 2071                                          OpenCV|Image Processing|CNNs|Python|SQL|Leadership|Problem Solving
## 2072                                             AI Policy|Risk Assessment|Ethics Frameworks|Communication|Cloud
## 2073                                  Advanced Statistics|Causal Inference|ML|Leadership|Python|Statistics|Cloud
## 2074                                                  Python|Computer Vision|ROS|Simulation|SQL|Leadership|Cloud
## 2075                                        Statistics|Scikit-learn|SQL|Communication|Problem Solving|Leadership
## 2076                                   Python|RAG|Fine-tuning|Vector DBs|LLM APIs|Problem Solving|Agile|Research
## 2077                                                         CUDA|PyTorch|Image Processing|CNNs|Research|SQL|Git
## 2078                                  Text Processing|BERT|Transformers|Problem Solving|Leadership|Communication
## 2079                                                         Fine-tuning|LLM APIs|Python|RAG|Vector DBs|Research
## 2080                                                     Agile|AI Literacy|Product Strategy|Cloud|Statistics|Git
## 2081                                   ETL|Python|Feature Stores|Spark|Airflow|dbt|SQL|Agile|Statistics|Research
## 2082                                                      Causal Inference|Python|ML|Deep Learning|Communication
## 2083                                System Design|Leadership|Cloud|Python|ML|Enterprise Architecture|Cloud|Agile
## 2084                                                                   Leadership|Python|Advanced Statistics|Git
## 2085                            System Design|Python|Cloud|Leadership|ML|Enterprise Architecture|SQL|Agile|Cloud
## 2086                                                                    MLOps|SQL|Python|PyTorch|Problem Solving
## 2087                                                              PyTorch|LLM Integration|Docker|Python|Research
## 2088                                             TensorFlow|Kubernetes|MLOps|Linux|Communication|Problem Solving
## 2089                   Deployment|Fine-tuning|GenAI APIs|LLMs|Diffusion Models|Communication|Problem Solving|SQL
## 2090                                       Legal Knowledge|EU AI Act|Auditing|Documentation|Agile|Linux|Research
## 2091                                                       Fine-tuning|PyTorch|Vision-Language Models|APIs|Agile
## 2092                                  Statistics|SQL|Scikit-learn|Python|Data Visualization|Leadership|Linux|SQL
## 2093                                                      Tool Use|APIs|Python|AutoGen|SQL|Problem Solving|Agile
## 2094                                                      Python|OpenCV|CNNs|PyTorch|CUDA|Image Processing|Agile
## 2095                                                            PyTorch|Mathematics|Deep Learning|Statistics|SQL
## 2096                                          SQL|Scikit-learn|Data Visualization|ML Algorithms|Statistics|Agile
## 2097                                                                              CUDA|PyTorch|Python|Leadership
##      ai_salary_premium_pct demand_score demand_growth_yoy_pct benefits_score_10
## 1                     13.1           96                  16.9               6.8
## 2                      5.4           82                  11.6               6.2
## 3                      9.1           98                  42.7               7.7
## 4                     12.0           88                   6.7               9.5
## 5                      9.4           85                  17.3               8.9
## 6                      8.0           96                  67.7               8.7
## 7                     16.3           80                  12.7               6.2
## 8                     12.5           96                  33.1               6.2
## 9                      8.1           91                  79.4               8.2
## 10                     6.1           82                  15.5               7.1
## 11                     8.0           84                  14.8               9.5
## 12                     9.0           82                   8.9               9.7
## 13                    15.2           96                  32.4               7.5
## 14                    11.7           84                   8.9               9.2
## 15                    10.6           96                  50.7               9.4
## 16                    13.5           96                  75.9               8.2
## 17                     8.2           97                  68.8               7.3
## 18                    11.3           95                  78.1               9.7
## 19                    15.9           80                  15.9               9.7
## 20                     5.8           89                  12.4               6.5
## 21                    12.7           90                  27.5               9.0
## 22                    12.8           93                  77.0               6.3
## 23                    16.5           78                  16.4               9.0
## 24                     4.6           94                  39.5               9.4
## 25                     5.7           91                  80.1               9.2
## 26                    17.1           76                  19.8               8.5
## 27                     3.4           90                  28.8               6.9
## 28                    15.5           97                  23.4               9.1
## 29                    14.6           78                   6.7               8.5
## 30                    11.2           72                  11.1               9.6
## 31                     9.6           91                  21.2               8.7
## 32                    11.5           85                  16.3               7.2
## 33                     8.0           89                   8.2               6.2
## 34                    13.8           85                  22.2               6.6
## 35                    10.6           96                  20.9               6.9
## 36                    14.5           95                  81.3               9.1
## 37                    15.3           93                  59.1               6.1
## 38                    12.9           78                   7.3               7.3
## 39                     8.8           92                  15.1               9.3
## 40                     4.7           89                   9.0               8.1
## 41                     9.2           91                  78.1               7.0
## 42                    17.3           85                  26.7               9.7
## 43                     6.2           91                  67.7               7.6
## 44                    10.9           96                  31.6               6.3
## 45                    14.8           85                   9.5               6.7
## 46                     7.8           94                  48.3               7.1
## 47                     4.5           92                  28.9               7.0
## 48                    16.8           90                  14.1               7.9
## 49                     5.6           87                  23.7               7.0
## 50                     8.4           88                  29.9               6.4
## 51                     9.7           90                  26.4               6.4
## 52                    15.7           96                  30.1               6.8
## 53                    15.9           68                  10.9               7.2
## 54                     3.2           90                  30.0               9.2
## 55                     9.0           72                  22.5               9.2
## 56                     8.7           95                  75.7               6.4
## 57                     9.0           88                  17.7               6.6
## 58                    11.1           88                  13.5               6.0
## 59                    15.8           90                  19.2               6.3
## 60                     9.1           68                  22.0               8.3
## 61                     9.3           97                  53.9               6.9
## 62                    11.2           88                  25.0               8.3
## 63                    17.6           96                  62.1               6.6
## 64                     7.4           89                  24.9               8.2
## 65                    15.9           93                  80.4               7.7
## 66                     7.3           89                  14.1               9.5
## 67                    11.5           90                  29.2               8.7
## 68                    10.1           85                  28.7               7.8
## 69                     3.3           90                  14.1               8.7
## 70                    16.2           93                  73.5               6.5
## 71                    16.8           72                  28.3               7.6
## 72                     3.6           91                  33.7               9.2
## 73                     3.1           94                  52.6               6.9
## 74                     8.2           95                  72.6               7.3
## 75                     9.6           92                  17.7               6.8
## 76                    15.4           85                  27.4               7.5
## 77                    12.3           85                  22.2               7.3
## 78                     7.5           94                  41.4               9.6
## 79                     9.9           90                  17.9               9.5
## 80                     8.6           85                  18.6               9.4
## 81                    16.8           85                   6.6               7.5
## 82                     8.6           80                   8.1               6.6
## 83                    17.0           85                  13.4               9.5
## 84                    12.5           96                  65.3               6.6
## 85                     4.7           89                   7.4               7.1
## 86                     6.5           82                  29.2               6.8
## 87                    13.7           93                  29.2               8.1
## 88                    15.1           84                  25.1               8.0
## 89                     9.9           90                  19.6               9.0
## 90                    13.7           96                  66.1               6.7
## 91                     6.2           90                  18.3               8.1
## 92                    17.3           90                  23.0               7.1
## 93                     6.9           98                  34.8               6.4
## 94                     9.5           91                  79.1               7.8
## 95                    17.3           85                  26.9               6.0
## 96                    15.9           85                  19.2               8.9
## 97                     8.3           98                  84.6               7.1
## 98                     6.3           87                  16.4               9.8
## 99                    13.2           76                   7.9               6.8
## 100                    8.7           80                  15.6               8.7
## 101                   13.4           96                  53.6               8.8
## 102                   15.3           68                   7.8               9.1
## 103                    8.4           91                  25.2               9.8
## 104                   17.1           78                  20.6               7.6
## 105                   12.2           96                  53.7               7.5
## 106                   13.6           96                  50.0               9.3
## 107                    6.5           89                   7.5               9.7
## 108                    7.0           89                  11.1               8.1
## 109                    7.7           87                  24.1               7.6
## 110                   17.8           96                  16.3               9.1
## 111                    7.8           92                  76.9               8.5
## 112                   10.3           96                  80.8               8.6
## 113                   13.7           97                  77.0               8.6
## 114                   11.6           68                  28.5               7.6
## 115                    5.2           98                  41.3               7.0
## 116                    3.6           82                  27.5               9.4
## 117                   11.6           80                  28.6               8.7
## 118                    9.6           89                  10.0               7.2
## 119                   16.0           93                  75.7               6.3
## 120                   17.7           90                  22.5               9.1
## 121                    7.1           92                  57.0               7.7
## 122                   13.2           78                  13.7               6.4
## 123                   12.1           85                   9.6               8.4
## 124                   10.0           95                  23.3               8.5
## 125                   11.1           85                   9.6               8.6
## 126                    7.3           94                  78.2               9.6
## 127                    4.2           98                  48.4               8.8
## 128                    8.3           80                  11.6               9.3
## 129                   10.9           68                  19.3               9.6
## 130                    7.4           92                  42.4               6.3
## 131                    8.8           98                  51.1               7.2
## 132                    8.0           78                  29.0               6.8
## 133                   15.0           96                  15.1               7.8
## 134                   16.8           80                   8.4               8.9
## 135                    9.2           96                  68.3               7.3
## 136                    7.5           91                  72.2               9.0
## 137                    8.4           92                  16.2               6.3
## 138                    9.6           97                  38.9               8.2
## 139                   15.0           90                   9.1               9.6
## 140                    5.5           87                  17.5               8.2
## 141                   17.6           68                   5.9               9.1
## 142                    9.7           82                   6.7               7.8
## 143                   17.3           85                   5.6               8.1
## 144                   10.3           95                  76.7               7.6
## 145                   15.4           95                  38.2               7.0
## 146                    8.7           90                  12.6               8.7
## 147                    9.0           85                  24.8               6.5
## 148                    9.6           90                   6.3               9.5
## 149                    7.5           98                  51.4               9.4
## 150                    3.2           87                  19.9               6.1
## 151                   17.9           97                  27.7               6.9
## 152                   10.3           85                  10.5               8.0
## 153                    4.0           89                   8.9               9.6
## 154                   13.7           96                  83.4               6.5
## 155                   15.3           88                  29.2               9.4
## 156                    8.7           88                   9.3               7.4
## 157                   11.0           96                  22.0               7.5
## 158                    5.8           90                  17.2               8.5
## 159                    8.7           98                  45.2               8.9
## 160                    4.2           98                  30.5               6.7
## 161                   17.2           90                   5.3               8.7
## 162                    7.6           92                  56.8               7.8
## 163                    8.9           90                  26.5               8.6
## 164                    4.1           90                  12.8               7.9
## 165                   14.4           78                   8.1               6.1
## 166                   10.1           84                  10.5               6.9
## 167                    4.5           82                  12.6               8.0
## 168                    9.7           92                  62.6               6.7
## 169                   14.9           97                  61.6               7.8
## 170                   11.1           80                  24.7               7.3
## 171                   16.5           84                   8.4               6.8
## 172                   12.9           84                  24.1               6.3
## 173                    4.6           82                  26.9               7.2
## 174                   17.1           78                  25.3               6.1
## 175                    3.9           89                  11.3               8.7
## 176                   10.0           96                  34.2               8.0
## 177                    8.1           82                  27.6               8.4
## 178                    7.6           87                   9.3               7.4
## 179                    9.4           87                  17.1               8.2
## 180                    7.9           98                  64.5               8.9
## 181                    3.5           91                  50.9               6.9
## 182                    8.2           80                  15.1               6.1
## 183                    3.7           94                  63.1               6.0
## 184                   16.2           93                  28.9               7.3
## 185                   17.1           96                  65.5               6.7
## 186                    9.2           98                  52.4               9.2
## 187                   14.7           85                  15.4               8.8
## 188                    5.1           82                  23.8               6.1
## 189                    4.4           94                  78.4               9.3
## 190                    9.3           96                  57.6               7.0
## 191                    4.1           90                  18.6               7.5
## 192                   14.2           90                  29.0               8.6
## 193                    3.7           98                  85.9               8.9
## 194                    9.8           96                  33.4               6.3
## 195                    3.7           82                  24.7               7.1
## 196                    7.2           98                  54.2               9.6
## 197                   17.3           95                  87.6               7.8
## 198                    9.9           90                  17.1               7.2
## 199                   11.3           78                  17.0               7.7
## 200                   13.4           76                  30.0               7.8
## 201                    7.0           98                  56.3               9.3
## 202                    8.4           72                  21.2               6.4
## 203                    9.1           87                  17.2               7.8
## 204                    6.4           90                  17.0               6.8
## 205                   12.1           95                  85.8               8.4
## 206                   11.4           90                  16.3               8.2
## 207                    3.9           90                  20.1               9.1
## 208                   17.1           96                  21.1               8.3
## 209                    5.6           89                  11.9               8.6
## 210                   17.5           76                   7.5               7.9
## 211                    9.9           94                  59.8               8.0
## 212                    8.0           97                  26.5               9.8
## 213                   17.6           90                  16.4               7.5
## 214                    9.7           82                  16.5               7.8
## 215                   15.5           72                  13.5               8.1
## 216                   10.5           88                  20.5               6.6
## 217                   15.5           90                   8.2               8.0
## 218                    9.9           97                  34.2               7.0
## 219                   10.4           88                  15.8               7.4
## 220                    7.4           90                  16.2               7.3
## 221                   12.6           76                  28.9               9.3
## 222                    8.5           82                  28.5               8.8
## 223                    6.3           82                   6.3               8.9
## 224                    7.6           92                  77.8               7.2
## 225                    4.8           87                  12.6               6.0
## 226                   10.5           88                  22.9               8.5
## 227                    7.5           87                  20.4               7.0
## 228                   10.2           85                  15.5               9.0
## 229                    9.2           84                  24.2               6.9
## 230                    3.4           91                  63.7               9.7
## 231                   13.0           85                  22.1               7.3
## 232                   12.9           97                  46.9               7.1
## 233                   15.8           78                  17.6               8.8
## 234                   14.6           88                   6.1               9.6
## 235                    9.2           89                   7.0               9.0
## 236                    9.9           95                  63.0               8.2
## 237                   13.5           95                  87.8               9.2
## 238                    9.2           82                   5.2               9.7
## 239                   12.0           95                  82.0               8.8
## 240                   14.0           88                   5.3               9.0
## 241                   15.9           80                   8.7               7.3
## 242                   15.4           97                  33.0               6.3
## 243                   17.9           90                  16.1               6.6
## 244                    5.3           89                  23.5               6.8
## 245                    8.7           76                  21.5               8.5
## 246                    6.9           92                  67.0               6.2
## 247                   16.1           85                   5.7               8.1
## 248                   10.1           85                   8.5               8.1
## 249                   15.7           93                  79.2               7.6
## 250                   15.8           95                  24.8               9.2
## 251                   17.3           88                  29.6               9.3
## 252                   12.0           84                  23.4               8.1
## 253                    9.8           97                  57.7               9.4
## 254                    5.5           82                  18.1               7.5
## 255                    8.4           94                  47.6               8.4
## 256                    5.9           89                   7.0               8.3
## 257                    4.2           87                  21.8               8.3
## 258                   12.7           78                   8.1               9.3
## 259                   13.0           80                  23.2               7.9
## 260                    7.5           91                  65.4               7.0
## 261                   14.5           80                  17.0               8.4
## 262                   11.4           85                  14.4               8.0
## 263                    5.1           98                  53.3               6.7
## 264                    9.3           68                  23.1               7.7
## 265                    5.2           92                  47.2               6.4
## 266                    5.4           92                  47.4               6.5
## 267                   17.2           97                  49.2               7.7
## 268                    9.1           68                  17.0               9.2
## 269                    6.8           94                  86.1               7.5
## 270                    8.7           78                   7.7               9.1
## 271                   16.8           85                  12.5               9.0
## 272                   17.8           85                   7.7               7.1
## 273                   11.6           85                  15.4               7.1
## 274                    6.9           90                  16.3               7.4
## 275                    8.8           95                  68.3               8.0
## 276                   11.3           84                  13.8               9.7
## 277                   16.5           97                  35.3               6.5
## 278                    8.8           95                  25.6               9.5
## 279                   12.8           68                  16.9               9.6
## 280                    7.5           98                  84.8               7.6
## 281                    8.7           85                  15.3               8.0
## 282                    9.3           91                  56.3               9.7
## 283                    8.6           88                  28.9               7.0
## 284                    8.1           89                  24.4               6.1
## 285                   14.9           96                  71.9               6.5
## 286                   14.6           85                  12.5               7.5
## 287                   13.0           88                  29.1               9.1
## 288                   12.7           97                  82.0               6.2
## 289                   16.4           95                  68.9               7.5
## 290                   13.5           78                  16.0               9.5
## 291                   15.7           96                  65.5               6.8
## 292                    9.9           84                  29.7               9.7
## 293                   10.9           80                  15.9               7.3
## 294                   17.0           97                  31.8               6.4
## 295                   14.3           95                  86.2               6.8
## 296                   13.2           78                  26.6               6.8
## 297                    3.2           87                  18.3               7.8
## 298                   15.0           84                  26.4               8.8
## 299                   13.4           84                  24.9               9.0
## 300                   14.5           95                  68.8               8.9
## 301                    6.7           89                  25.6               9.4
## 302                   10.0           90                  28.8               6.1
## 303                   11.3           76                  19.8               8.6
## 304                    9.7           84                  28.1               8.7
## 305                   11.2           85                  13.6               7.4
## 306                   17.2           76                  13.5               6.4
## 307                    6.1           90                  21.8               6.3
## 308                    8.9           72                  23.2               7.7
## 309                   13.9           93                  42.4               6.0
## 310                    6.9           82                  16.6               6.1
## 311                   12.8           93                  46.8               7.0
## 312                    7.5           92                  84.7               6.2
## 313                    9.4           96                  25.0               7.1
## 314                   12.8           85                  12.8               7.4
## 315                   17.8           80                  15.6               8.9
## 316                   10.1           68                  27.5               6.7
## 317                    6.8           90                  29.3               6.4
## 318                    9.1           85                   8.4               8.9
## 319                   11.7           95                  15.9               8.6
## 320                   17.9           84                   8.1               9.2
## 321                   10.3           68                  28.6               6.1
## 322                   13.0           72                  18.6               9.1
## 323                   15.2           68                  17.2               6.4
## 324                   13.9           76                   8.2               7.4
## 325                    8.8           95                  65.2               9.3
## 326                   13.7           95                  74.0               6.4
## 327                   18.0           72                  15.1               6.9
## 328                   10.5           85                  17.9               8.6
## 329                   14.9           96                  36.9               7.7
## 330                   11.1           96                  50.4               9.8
## 331                    9.1           89                  27.5               7.5
## 332                   17.4           96                  30.9               6.4
## 333                   16.2           84                   5.5               9.7
## 334                   17.4           90                  23.9               7.1
## 335                   12.2           84                  23.2               8.1
## 336                   15.7           95                  62.4               6.5
## 337                   16.8           85                  10.6               9.6
## 338                    7.0           94                  16.0               8.0
## 339                    9.9           90                   9.5               9.0
## 340                    6.0           91                  58.6               6.3
## 341                    9.8           85                   9.2               7.9
## 342                    8.3           90                  11.6               7.2
## 343                   17.0           95                  51.1               7.7
## 344                    8.0           72                  24.2               6.7
## 345                   14.6           68                  16.4               9.6
## 346                   11.8           85                  15.0               6.7
## 347                   11.7           96                  29.6               7.7
## 348                   14.8           78                  21.2               8.7
## 349                    8.5           96                  22.9               7.6
## 350                   16.8           95                  36.7               8.2
## 351                   14.6           84                  16.5               7.5
## 352                    7.5           94                  62.4               7.7
## 353                    4.4           89                  19.2               9.2
## 354                    7.0           92                  55.4               7.0
## 355                    7.8           92                  82.3               9.2
## 356                    3.7           90                  15.4               9.8
## 357                   12.9           76                  29.8               9.0
## 358                    4.1           87                  12.3               7.7
## 359                    5.9           92                  60.9               6.9
## 360                    8.4           82                  15.9               7.5
## 361                    7.3           90                  16.1               7.3
## 362                    5.4           98                  61.4               6.1
## 363                   15.4           78                  16.3               9.7
## 364                   16.2           78                  14.0               6.4
## 365                   14.4           96                  87.7               8.6
## 366                    9.7           82                  20.0               7.6
## 367                   16.2           93                  50.7               6.5
## 368                    7.7           82                  15.2               6.9
## 369                    8.5           97                  56.6               6.7
## 370                    3.2           92                  53.5               7.5
## 371                   11.9           76                  13.0               7.6
## 372                    4.6           92                  79.7               7.0
## 373                    8.5           92                  54.2               7.6
## 374                   13.6           97                  36.9               7.5
## 375                   17.6           95                  39.0               9.5
## 376                    5.5           94                  27.9               8.9
## 377                    8.0           92                  32.1               7.9
## 378                    8.7           72                  11.5               8.2
## 379                   13.2           95                  18.2               8.7
## 380                   11.1           76                  20.6               6.4
## 381                    9.2           78                  29.4               9.5
## 382                   12.1           96                  78.1               9.0
## 383                    3.5           98                  72.6               6.7
## 384                   13.1           80                  21.3               7.4
## 385                   10.0           68                  27.7               9.0
## 386                   14.4           72                  22.3               7.8
## 387                   13.9           95                  70.9               6.2
## 388                   14.5           93                  79.6               7.3
## 389                    5.6           91                  58.8               9.7
## 390                   10.1           68                   7.0               7.8
## 391                   13.8           88                   5.9               6.8
## 392                    3.3           98                  52.4               7.3
## 393                    3.7           82                   6.8               6.1
## 394                   16.2           90                  23.9               6.0
## 395                    6.9           98                  42.4               8.2
## 396                   16.0           95                  81.7               8.2
## 397                    4.4           89                  27.8               7.5
## 398                   12.8           90                   6.7               9.6
## 399                    5.8           89                  25.2               8.0
## 400                   12.6           84                  27.8               6.7
## 401                   15.8           85                  15.3               6.6
## 402                   12.6           84                  16.5               6.3
## 403                   14.8           84                   8.8               7.4
## 404                   11.8           90                  10.0               6.9
## 405                   11.3           96                  56.0               6.7
## 406                    8.7           98                  62.4               7.4
## 407                    9.2           82                  12.9               9.2
## 408                   15.4           95                  70.3               8.4
## 409                   15.6           72                  18.0               9.7
## 410                   16.7           68                   6.7               6.7
## 411                    6.0           89                  20.1               7.2
## 412                    4.1           89                  23.2               7.0
## 413                   11.7           93                  50.7               8.4
## 414                   17.2           97                  41.4               8.7
## 415                   16.8           96                  27.1               7.6
## 416                   15.5           76                  22.5               6.0
## 417                    9.1           95                  56.4               6.8
## 418                   13.9           88                  16.9               8.6
## 419                   10.0           87                  25.4               9.6
## 420                    9.1           94                  52.6               8.5
## 421                   14.1           85                  22.8               9.3
## 422                   17.4           80                  22.5               6.4
## 423                   15.7           88                  20.0               8.4
## 424                   13.8           95                  15.1               6.2
## 425                    6.5           82                  16.4               8.3
## 426                    8.6           85                  25.3               6.6
## 427                    6.7           91                  35.7               8.6
## 428                    4.4           98                  62.5               7.4
## 429                   10.5           90                   8.0               7.5
## 430                   17.9           88                  17.0               8.6
## 431                   13.2           88                  19.6               8.7
## 432                   15.5           68                   7.1               6.5
## 433                   10.1           88                   7.5               9.1
## 434                    9.6           90                  21.9               9.6
## 435                   14.8           96                  44.7               7.3
## 436                   13.9           68                  25.2               6.4
## 437                    9.3           93                  42.7               8.8
## 438                   14.3           96                  20.6               6.9
## 439                   15.5           97                  67.1               8.7
## 440                   11.7           95                  23.3               9.5
## 441                   16.5           68                   6.4               6.0
## 442                   12.1           88                  27.8               6.0
## 443                    8.0           91                  23.1               7.1
## 444                   15.4           95                  75.3               6.5
## 445                    8.1           90                   9.7               7.1
## 446                   10.3           85                   8.3               6.1
## 447                    5.1           82                  11.7               7.1
## 448                    6.4           91                  39.4               6.4
## 449                   14.0           76                   6.0               9.7
## 450                    9.3           89                  16.2               8.7
## 451                   13.1           72                  19.1               7.5
## 452                   13.3           88                  12.3               8.4
## 453                    5.1           90                  29.6               8.4
## 454                    8.1           91                  46.7               6.6
## 455                   10.5           88                  27.7               9.7
## 456                    7.4           90                   5.3               9.7
## 457                   14.3           76                   8.1               9.1
## 458                    8.8           92                  23.2               6.6
## 459                   12.3           93                  80.2               8.6
## 460                   16.0           88                  29.4               9.1
## 461                   13.0           95                  54.0               8.0
## 462                   16.5           96                  71.8               6.5
## 463                    6.3           82                  19.8               6.6
## 464                   15.8           96                  65.8               7.1
## 465                   17.8           97                  24.1               6.8
## 466                    8.5           98                  39.5               6.9
## 467                    8.9           96                  37.5               9.7
## 468                   16.7           80                   5.9               6.6
## 469                   14.1           96                  20.5               6.6
## 470                    7.0           92                  40.8               6.3
## 471                    8.9           87                  28.8               7.4
## 472                   16.7           84                  21.7               7.3
## 473                    8.4           84                   8.9               7.8
## 474                    9.8           78                   8.5               7.0
## 475                   12.8           84                  18.4               9.0
## 476                   17.3           88                  17.5               7.2
## 477                    5.4           82                  28.8               9.7
## 478                   12.3           88                  29.4               7.3
## 479                    7.4           82                  18.6               8.4
## 480                   15.4           90                   5.2               7.4
## 481                    7.0           87                  15.8               8.1
## 482                   13.0           96                  61.1               9.0
## 483                    8.4           87                   9.7               8.5
## 484                    9.4           76                  11.5               6.7
## 485                    9.3           89                  21.5               8.4
## 486                   10.2           85                  14.1               9.4
## 487                    4.4           91                  76.8               8.7
## 488                   10.0           78                  13.8               9.4
## 489                   14.6           88                  14.3               9.0
## 490                   15.2           85                  28.7               9.1
## 491                   13.8           96                  35.8               8.4
## 492                   11.2           84                  13.6               6.3
## 493                    4.0           94                  87.5               9.3
## 494                   17.2           88                  19.6               6.5
## 495                   15.1           68                  13.8               9.2
## 496                   15.6           95                  52.5               7.2
## 497                   16.7           84                  21.2               6.6
## 498                    6.6           92                  18.9               7.0
## 499                    3.8           98                  23.4               9.4
## 500                   10.9           96                  58.5               8.8
## 501                   11.3           85                   9.4               7.0
## 502                   16.4           68                  18.1               6.6
## 503                    9.2           92                  71.5               9.3
## 504                   17.2           72                  14.4               6.4
## 505                   11.4           90                  20.3               7.6
## 506                   10.2           93                  75.3               6.5
## 507                    5.0           82                   5.8               9.5
## 508                   10.0           96                  37.3               7.1
## 509                   13.6           76                  28.9               7.6
## 510                    8.5           93                  19.0               9.2
## 511                    4.1           94                  60.9               8.7
## 512                    9.5           94                  36.9               7.8
## 513                   10.0           76                  17.0               7.1
## 514                   13.8           72                   5.9               8.5
## 515                   13.6           97                  48.5               9.3
## 516                   11.5           93                  60.1               7.5
## 517                    8.4           88                  23.7               7.7
## 518                   12.3           95                  53.6               9.0
## 519                   13.0           96                  41.0               9.4
## 520                   10.9           84                  25.7               7.5
## 521                   10.6           93                  39.4               8.9
## 522                    8.4           95                  17.6               7.9
## 523                   12.3           72                  15.7               6.5
## 524                   10.5           88                   6.4               6.2
## 525                   17.4           97                  72.0               7.1
## 526                    8.5           87                   5.9               6.9
## 527                    4.6           92                  42.7               8.5
## 528                   17.3           93                  69.9               9.1
## 529                   17.5           90                   7.1               6.9
## 530                    8.1           78                   5.9               7.4
## 531                    4.2           89                  26.8               8.5
## 532                   14.0           97                  40.5               6.3
## 533                   11.6           96                  86.2               9.4
## 534                    9.6           94                  42.7               8.2
## 535                    4.7           98                  32.7               8.9
## 536                   17.9           85                  28.1               6.9
## 537                   15.7           78                  27.5               9.3
## 538                    8.0           82                   8.0               9.4
## 539                    7.2           94                  42.0               8.5
## 540                   17.5           88                  27.1               8.8
## 541                   15.5           78                  28.1               8.5
## 542                   12.4           76                   8.2               7.7
## 543                   10.8           85                  20.8               7.9
## 544                   17.4           85                  21.8               7.0
## 545                   10.6           95                  42.8               8.2
## 546                   17.0           80                  24.1               7.6
## 547                   14.9           90                   5.7               7.0
## 548                   13.7           97                  27.2               6.8
## 549                    5.8           94                  67.4               7.1
## 550                   14.9           85                   5.8               8.8
## 551                   11.0           96                  48.5               6.4
## 552                   11.7           72                  18.7               6.4
## 553                    4.0           98                  60.0               7.8
## 554                   15.6           68                  24.9               8.1
## 555                    3.9           91                  29.4               9.3
## 556                   16.9           72                  19.1               6.6
## 557                   10.0           89                   5.1               8.7
## 558                   17.1           76                  15.7               8.8
## 559                    8.4           87                  13.3               8.9
## 560                   17.0           95                  18.8               7.9
## 561                   15.1           72                  26.0               8.1
## 562                   17.2           90                   9.8               7.4
## 563                    3.3           89                  22.4               7.0
## 564                   16.5           95                  19.1               8.4
## 565                   15.6           76                   8.7               7.0
## 566                    3.6           87                  28.0               6.7
## 567                   10.9           78                  12.0               8.1
## 568                    4.2           87                  28.7               8.2
## 569                    3.8           89                  21.5               6.7
## 570                    9.9           85                  14.0               6.6
## 571                   12.3           84                  11.7               8.2
## 572                   14.6           80                  10.0               6.7
## 573                    7.9           91                  81.6               8.5
## 574                    4.2           91                  32.2               7.4
## 575                    6.0           94                  35.8               7.5
## 576                    5.7           87                  16.4               7.8
## 577                    5.7           82                  21.9               6.6
## 578                   14.7           78                  24.2               6.1
## 579                   16.9           88                  13.6               7.7
## 580                    9.8           80                  23.7               8.7
## 581                    8.4           82                  11.9               8.6
## 582                   11.2           90                   6.6               7.1
## 583                   13.0           78                  18.3               6.6
## 584                    9.6           97                  57.7               8.4
## 585                    9.8           68                   9.0               9.0
## 586                   10.9           76                  28.1               6.6
## 587                   10.2           93                  59.5               7.9
## 588                   10.4           95                  49.5               8.7
## 589                    8.7           93                  69.6               8.6
## 590                   15.3           72                   6.0               7.5
## 591                   10.1           96                  22.1               8.4
## 592                   10.2           72                  14.3               7.4
## 593                    9.5           88                   5.3               7.4
## 594                    9.6           98                  40.0               7.2
## 595                    9.7           94                  52.0               7.0
## 596                   10.8           76                  23.6               8.8
## 597                   12.8           80                   7.5               8.2
## 598                   13.1           78                  28.8               7.1
## 599                   12.3           85                  12.6               9.5
## 600                   14.7           90                  13.1               6.7
## 601                   16.3           88                  12.9               7.2
## 602                    8.2           95                  46.2               7.5
## 603                    7.1           89                   6.5               6.2
## 604                   10.0           88                   7.2               6.9
## 605                    7.7           87                  22.6               7.0
## 606                    7.0           90                  20.9               8.8
## 607                    9.8           68                  19.4               7.7
## 608                    8.4           82                  18.3               8.5
## 609                    8.7           88                  26.8               9.5
## 610                   10.1           93                  18.6               7.7
## 611                   17.9           78                  25.0               7.4
## 612                   11.9           84                  16.8               9.6
## 613                   14.6           85                  14.3               7.6
## 614                   15.8           88                  13.3               9.4
## 615                    6.3           82                  29.6               9.3
## 616                    7.0           94                  24.2               8.0
## 617                    6.6           91                  87.1               7.0
## 618                    6.4           82                  26.4               6.7
## 619                    6.4           98                  55.1               8.5
## 620                   16.7           68                  12.7               7.7
## 621                   10.3           80                  28.7               8.0
## 622                   12.7           90                   8.4               9.6
## 623                   14.5           85                  14.8               6.7
## 624                    3.7           91                  60.9               7.8
## 625                    8.6           92                  70.4               6.9
## 626                    9.9           94                  21.1               6.4
## 627                   10.4           78                  19.5               8.7
## 628                   17.5           85                   7.5               9.5
## 629                   13.5           84                  13.0               7.5
## 630                   11.8           72                  11.6               8.7
## 631                   15.1           88                  27.9               8.5
## 632                    9.6           85                  29.8               6.1
## 633                    4.3           91                  52.9               7.5
## 634                   17.8           95                  72.2               7.9
## 635                    6.9           92                  19.2               7.3
## 636                   13.1           96                  44.7               8.9
## 637                   15.7           85                  29.7               9.2
## 638                   12.3           95                  33.4               6.3
## 639                    6.7           91                  15.3               7.5
## 640                    9.8           78                  16.0               9.2
## 641                    4.1           90                  20.3               7.3
## 642                   17.2           76                  25.3               9.5
## 643                    6.0           92                  21.0               6.1
## 644                    8.5           72                   5.7               9.7
## 645                   14.4           76                   5.4               9.5
## 646                    4.8           92                  82.3               8.6
## 647                   10.2           93                  61.5               6.4
## 648                   13.5           96                  51.4               6.5
## 649                    8.4           72                  28.3               8.9
## 650                   10.9           95                  19.6               6.7
## 651                   13.2           95                  16.3               8.7
## 652                   10.8           88                  20.4               7.7
## 653                   11.7           72                   5.5               9.1
## 654                    5.3           82                  15.0               8.7
## 655                   17.0           85                  28.9               9.3
## 656                    8.5           89                   9.9               7.6
## 657                    4.1           90                  10.3               9.2
## 658                   12.7           78                  29.6               8.6
## 659                   17.7           90                  28.7               8.2
## 660                   12.9           88                  20.5               8.2
## 661                    8.2           87                  24.0               7.7
## 662                   16.5           97                  72.2               7.5
## 663                   11.7           95                  26.2               9.0
## 664                   17.3           95                  28.5               8.7
## 665                    8.1           90                   9.4               6.8
## 666                   16.2           78                  23.4               8.0
## 667                    9.4           87                  14.0               8.6
## 668                   12.1           78                  27.0               7.2
## 669                    9.5           84                  28.7               6.8
## 670                    7.7           90                  13.8               6.4
## 671                   14.2           72                  20.3               8.3
## 672                   17.1           95                  80.9               8.4
## 673                    9.2           87                  14.6               6.6
## 674                   11.6           72                  20.5               8.1
## 675                   16.5           72                  12.5               6.8
## 676                   15.1           96                  48.1               6.6
## 677                    3.2           92                  35.7               8.1
## 678                    8.7           97                  44.2               6.2
## 679                   10.2           85                  10.8               6.6
## 680                   10.3           85                  17.3               7.3
## 681                   10.0           80                  27.4               7.5
## 682                   14.3           95                  56.4               9.4
## 683                   16.0           95                  63.7               9.6
## 684                    9.9           95                  45.9               9.3
## 685                   16.7           96                  57.3               8.1
## 686                    8.4           78                   6.6               8.9
## 687                   15.0           95                  72.8               8.7
## 688                   11.7           88                  29.6               8.9
## 689                   17.2           68                  29.6               6.6
## 690                    9.6           95                  31.6               8.7
## 691                    9.6           85                  22.3               8.9
## 692                    4.3           92                  71.7               6.3
## 693                    5.5           82                  11.4               7.8
## 694                   16.3           68                  20.8               6.4
## 695                    6.2           91                  65.9               7.5
## 696                   12.9           95                  15.4               8.9
## 697                   17.5           68                  19.1               7.7
## 698                    9.6           82                  13.9               7.5
## 699                    6.9           92                  32.0               6.6
## 700                    6.3           98                  49.9               6.4
## 701                   10.3           96                  34.2               6.2
## 702                   15.7           68                  15.8               6.1
## 703                   14.9           85                  29.4               8.0
## 704                    4.9           87                  19.9               8.5
## 705                    4.3           90                  21.2               7.9
## 706                   10.5           85                  17.4               9.6
## 707                   15.6           80                  29.9               6.2
## 708                   10.8           76                  11.0               6.8
## 709                   17.8           76                  11.7               7.8
## 710                    3.7           91                  21.0               8.7
## 711                    4.0           98                  20.6               9.2
## 712                    5.5           98                  16.5               7.7
## 713                   17.2           96                  21.7               8.6
## 714                    8.9           80                   6.3               8.5
## 715                    9.8           88                   8.1               7.8
## 716                    9.6           88                   8.3               9.3
## 717                    8.6           87                  21.9               7.5
## 718                   17.9           80                  26.0               6.4
## 719                    5.8           98                  25.4               9.4
## 720                   11.5           72                  27.7               9.4
## 721                    4.0           94                  66.9               7.0
## 722                   13.1           96                  63.6               8.1
## 723                   11.0           96                  84.6               6.7
## 724                    6.5           90                   7.0               7.7
## 725                   11.3           95                  52.1               7.9
## 726                   12.2           97                  39.2               6.3
## 727                   16.8           90                  17.3               9.6
## 728                    3.1           82                  18.5               7.9
## 729                    8.8           96                  17.9               6.0
## 730                    4.1           98                  71.7               8.0
## 731                   10.4           85                   8.7               6.6
## 732                    7.7           92                  68.2               7.1
## 733                   12.0           96                  66.8               7.2
## 734                   13.0           95                  35.3               6.8
## 735                   15.4           68                  17.6               8.0
## 736                    8.5           94                  49.6               9.3
## 737                   17.5           78                  16.2               7.5
## 738                    5.7           87                  23.1               6.7
## 739                   10.0           90                   9.1               6.4
## 740                   15.8           76                  16.6               6.5
## 741                   14.9           96                  29.2               9.8
## 742                   11.9           95                  61.9               6.8
## 743                    8.4           89                  19.8               7.8
## 744                   12.1           95                  20.4               8.0
## 745                   10.6           95                  39.4               9.4
## 746                   16.8           78                   7.3               7.3
## 747                   17.2           96                  66.2               6.4
## 748                    5.0           89                   8.4               9.7
## 749                   15.1           93                  31.9               6.9
## 750                   12.5           90                   8.7               8.5
## 751                   10.5           85                  15.8               6.6
## 752                   12.5           95                  37.1               6.9
## 753                    9.4           72                  11.7               7.4
## 754                    6.7           87                   8.7               6.1
## 755                    7.4           82                  27.3               7.2
## 756                   10.0           72                  15.3               9.8
## 757                   12.5           76                  10.2               7.3
## 758                   10.3           96                  57.0               6.0
## 759                   10.9           68                   6.5               7.7
## 760                    9.3           92                  22.9               8.9
## 761                    4.8           82                  10.4               8.8
## 762                    5.8           89                  21.2               8.7
## 763                    9.4           80                   9.5               7.6
## 764                    8.4           90                  24.5               8.9
## 765                   11.5           95                  42.7               6.4
## 766                   15.9           93                  37.9               7.8
## 767                    9.2           95                  45.1               9.0
## 768                   14.0           88                  20.4               7.7
## 769                   10.6           68                  26.4               6.7
## 770                    7.7           91                  68.3               7.5
## 771                    5.6           82                  12.3               9.3
## 772                   13.1           95                  85.1               8.0
## 773                   17.9           68                  12.3               6.8
## 774                    3.9           89                   6.2               9.7
## 775                   13.0           96                  85.2               9.8
## 776                    7.2           82                  28.1               6.9
## 777                    8.7           96                  24.0               8.0
## 778                    6.5           92                  20.4               7.7
## 779                   17.7           96                  69.3               8.0
## 780                    6.2           90                  13.0               8.8
## 781                   13.2           68                  11.6               8.8
## 782                   15.2           93                  18.9               8.5
## 783                   15.1           95                  60.5               8.4
## 784                    3.1           98                  51.5               7.2
## 785                   15.6           88                  29.3               6.1
## 786                    3.8           89                   8.6               8.6
## 787                   17.2           95                  30.8               8.1
## 788                   15.7           90                  26.2               7.0
## 789                    9.9           88                  20.3               9.1
## 790                   16.6           97                  53.1               9.3
## 791                    6.1           82                   8.5               7.5
## 792                    4.8           90                  29.3               6.8
## 793                    3.6           90                   9.1               7.4
## 794                    9.1           91                  38.6               6.5
## 795                   14.7           97                  27.4               6.7
## 796                   13.4           96                  79.0               9.2
## 797                   16.6           85                  17.4               9.4
## 798                   14.8           95                  63.1               6.1
## 799                    8.4           92                  34.6               7.6
## 800                   16.8           76                  13.4               8.8
## 801                   11.9           96                  29.3               8.9
## 802                    4.4           94                  87.6               6.1
## 803                   14.2           90                  22.1               8.2
## 804                   14.1           88                   9.6               6.9
## 805                   11.4           76                  29.7               7.8
## 806                    5.7           98                  41.7               9.6
## 807                    7.2           98                  27.0               6.8
## 808                   10.2           78                   9.3               8.4
## 809                    9.8           72                  14.6               8.0
## 810                   15.7           78                  15.1               9.4
## 811                   13.1           68                  29.6               9.4
## 812                   17.3           85                   5.2               6.1
## 813                   12.8           88                  18.0               8.4
## 814                   14.4           88                   8.7               6.0
## 815                   14.1           95                  79.1               8.5
## 816                   12.0           96                  66.6               8.5
## 817                   16.5           88                  23.5               7.5
## 818                   17.3           95                  62.8               9.7
## 819                   13.5           85                   8.6               9.4
## 820                   17.4           85                  19.3               7.0
## 821                    7.2           94                  70.5               9.5
## 822                    8.4           72                  24.0               7.9
## 823                   15.3           85                  19.7               7.3
## 824                    3.7           89                  29.2               6.6
## 825                    9.3           95                  28.2               6.5
## 826                    7.6           90                  16.4               9.3
## 827                    3.9           92                  76.3               8.2
## 828                   17.4           88                  18.7               8.1
## 829                    3.4           89                  20.0               6.2
## 830                    9.1           82                   5.8               6.2
## 831                    4.8           98                  76.4               6.5
## 832                    4.9           82                  28.6               7.9
## 833                   12.1           76                   7.5               6.2
## 834                   11.5           96                  77.7               8.6
## 835                    9.2           82                  15.9               6.6
## 836                    8.5           80                  19.7               8.5
## 837                   13.0           97                  74.0               7.1
## 838                    4.0           98                  50.4               9.6
## 839                    4.8           87                  27.1               9.2
## 840                    8.3           95                  73.6               8.4
## 841                   15.6           96                  47.9               9.3
## 842                   14.7           95                  75.5               6.7
## 843                   11.9           96                  83.9               8.5
## 844                   17.0           96                  61.9               6.7
## 845                   14.1           76                   5.6               7.7
## 846                   15.8           84                  11.6               7.5
## 847                    8.8           94                  57.8               8.9
## 848                   13.1           90                  15.0               9.0
## 849                   13.7           88                  15.1               6.2
## 850                    8.8           95                  34.8               8.0
## 851                   11.8           85                  12.8               9.4
## 852                    9.1           78                  16.9               7.6
## 853                    3.3           94                  58.4               8.5
## 854                    8.1           93                  72.7               7.2
## 855                   12.0           72                  14.5               6.5
## 856                   10.9           85                  29.1               9.0
## 857                    9.0           85                  14.3               9.7
## 858                    8.8           76                  19.4               9.4
## 859                    8.1           87                  27.1               7.3
## 860                   15.5           78                  17.6               9.3
## 861                   10.9           97                  54.2               8.9
## 862                   16.3           90                  18.5               8.6
## 863                   17.8           88                  13.1               8.1
## 864                    3.5           94                  46.0               9.8
## 865                   12.5           90                  24.6               6.4
## 866                   16.4           68                   7.6               9.2
## 867                    3.7           98                  86.2               9.7
## 868                    8.1           95                  31.8               9.4
## 869                    9.9           80                  14.6               6.4
## 870                    9.9           91                  38.1               8.6
## 871                    9.3           89                  14.7               7.0
## 872                    3.1           98                  71.4               8.9
## 873                    9.3           89                  19.1               7.8
## 874                   17.4           96                  24.7               9.3
## 875                   11.1           84                  28.9               7.8
## 876                    9.8           96                  25.3               9.6
## 877                   13.1           96                  15.2               8.2
## 878                    9.4           72                  26.2               7.8
## 879                   17.4           76                  18.6               9.5
## 880                    9.9           72                   7.0               9.3
## 881                   16.3           84                  21.3               9.3
## 882                   15.3           76                  29.0               9.0
## 883                   12.0           72                  22.1               6.3
## 884                   12.4           95                  69.4               7.7
## 885                   12.4           85                  11.9               6.2
## 886                   15.0           85                  23.3               8.5
## 887                    4.2           92                  16.7               8.7
## 888                   15.6           85                  22.5               6.2
## 889                    3.9           89                  19.9               6.2
## 890                   11.5           78                  28.4               9.3
## 891                    5.4           94                  18.3               7.5
## 892                   18.0           72                  17.5               8.6
## 893                    8.1           90                   9.0               7.3
## 894                    9.0           89                   6.7               8.8
## 895                   15.9           96                  60.0               6.0
## 896                   11.4           85                   9.1               8.7
## 897                    3.7           89                   7.7               6.4
## 898                   16.1           88                  20.1               6.8
## 899                    4.2           94                  30.6               7.1
## 900                    8.0           90                  22.5               8.6
## 901                   10.4           95                  67.4               6.2
## 902                   12.0           80                  19.6               8.3
## 903                   10.2           90                  28.6               6.1
## 904                   17.7           76                  15.4               9.7
## 905                    4.4           98                  37.4               8.9
## 906                    4.8           82                  24.6               8.5
## 907                   16.2           85                   7.1               8.3
## 908                    3.2           91                  65.3               6.3
## 909                   12.0           90                  22.8               8.7
## 910                    9.3           68                   9.4               7.1
## 911                   12.5           95                  23.2               9.5
## 912                    4.5           90                  25.2               7.7
## 913                   12.5           68                  27.9               8.1
## 914                   14.8           88                  22.3               7.6
## 915                    7.5           90                   6.2               8.9
## 916                   11.2           84                  21.6               9.6
## 917                    5.4           94                  66.8               8.0
## 918                   14.9           95                  74.5               6.9
## 919                    3.2           94                  44.0               9.4
## 920                    9.0           97                  62.1               9.6
## 921                   17.8           76                  29.1               9.7
## 922                    9.8           88                  27.2               9.8
## 923                   10.4           96                  50.4               7.2
## 924                   13.7           68                  23.0               8.5
## 925                    8.8           95                  70.9               8.6
## 926                    8.2           95                  27.3               9.7
## 927                    5.8           94                  56.3               8.0
## 928                    7.5           82                  15.5               6.9
## 929                    9.2           96                  20.1               9.2
## 930                    8.3           98                  51.2               7.1
## 931                   15.0           93                  49.3               6.1
## 932                   12.7           78                   5.2               7.4
## 933                   11.0           88                  13.3               7.0
## 934                   10.3           95                  79.3               9.3
## 935                    9.0           68                   5.2               9.4
## 936                    8.1           97                  37.0               8.2
## 937                   11.3           96                  43.7               7.4
## 938                    5.1           89                  11.5               7.2
## 939                   10.9           96                  34.4               6.8
## 940                    4.1           91                  73.7               6.3
## 941                   14.1           84                  12.0               7.5
## 942                    8.1           95                  16.6               6.7
## 943                   11.7           96                  19.1               9.6
## 944                   16.0           95                  82.0               6.1
## 945                   14.2           88                  25.8               9.6
## 946                   16.0           97                  57.7               8.6
## 947                    8.5           93                  53.8               9.7
## 948                   14.0           88                  23.4               9.4
## 949                    9.1           88                   9.4               8.6
## 950                   13.2           78                  17.7               8.2
## 951                   14.6           84                   9.0               9.3
## 952                    4.0           91                  59.1               6.1
## 953                   14.7           88                  25.3               8.5
## 954                   10.2           95                  54.3               9.2
## 955                    9.5           76                  15.9               7.6
## 956                   13.2           93                  32.9               7.2
## 957                    4.3           98                  37.3               6.2
## 958                    9.8           87                  11.9               8.6
## 959                   15.5           80                  18.5               6.7
## 960                   15.7           95                  19.6               7.7
## 961                   15.5           88                  17.6               8.4
## 962                   10.3           68                  20.2               6.4
## 963                   14.5           95                  45.8               8.4
## 964                   11.5           88                  19.8               8.2
## 965                   11.5           76                  25.7               6.5
## 966                    4.9           94                  49.7               8.9
## 967                   13.1           93                  73.6               9.0
## 968                    5.2           82                  24.8               6.6
## 969                   13.3           95                  33.4               8.0
## 970                   10.4           76                   8.7               9.6
## 971                   13.6           97                  71.0               6.7
## 972                    8.3           90                  20.8               6.8
## 973                    9.5           92                  74.8               7.4
## 974                    4.7           98                  83.0               8.5
## 975                    5.2           87                  17.2               6.3
## 976                    8.7           95                  67.4               7.8
## 977                    4.2           90                  26.0               6.5
## 978                    5.2           98                  49.4               8.9
## 979                   17.0           68                  10.1               7.3
## 980                   13.1           95                  79.9               9.1
## 981                   10.1           88                  13.2               6.9
## 982                   17.3           97                  58.3               7.5
## 983                    5.4           91                  31.6               6.1
## 984                   17.0           85                  21.7               8.8
## 985                   12.6           88                  18.5               8.5
## 986                   15.9           96                  73.0               6.8
## 987                   12.9           80                  18.5               7.0
## 988                   11.7           95                  60.8               8.5
## 989                   17.6           68                  18.3               9.2
## 990                    3.4           90                   8.4               6.8
## 991                   11.5           96                  73.3               6.2
## 992                   11.5           76                  26.9               6.4
## 993                   17.1           90                  12.4               8.0
## 994                    3.3           87                  21.7               8.1
## 995                   11.2           95                  30.4               6.1
## 996                    7.9           82                  25.8               8.9
## 997                    8.3           90                  27.5               7.9
## 998                   14.4           84                  15.5               6.1
## 999                    8.3           90                   6.7               6.2
## 1000                   9.4           78                  11.9               9.6
## 1001                  16.3           95                  65.7               8.6
## 1002                   7.6           92                  19.1               9.5
## 1003                   6.5           94                  25.0               9.6
## 1004                  11.8           95                  18.0               7.9
## 1005                   9.9           98                  20.0               9.2
## 1006                   9.4           91                  34.7               6.3
## 1007                  12.7           95                  20.8               7.8
## 1008                  17.6           76                  18.4               9.5
## 1009                  13.1           76                  10.8               9.1
## 1010                  15.6           78                  28.3               8.9
## 1011                   5.9           98                  35.0               6.7
## 1012                   8.2           88                  18.0               6.9
## 1013                   9.0           98                  43.1               8.9
## 1014                  10.0           90                  14.7               6.2
## 1015                  10.6           78                  17.5               8.9
## 1016                   4.8           90                  19.6               8.7
## 1017                  12.5           84                  28.1               7.1
## 1018                   9.5           90                  13.6               7.7
## 1019                  14.7           88                  27.3               6.4
## 1020                   9.2           94                  81.2               6.8
## 1021                  15.5           95                  37.8               8.8
## 1022                  15.4           96                  60.7               6.8
## 1023                   3.0           90                  14.8               7.6
## 1024                   8.6           85                  10.2               6.1
## 1025                  15.4           80                  14.5               6.6
## 1026                  15.1           85                  17.3               6.7
## 1027                   6.8           90                  29.8               7.5
## 1028                  12.0           88                  12.8               8.8
## 1029                   4.9           91                  83.5               6.8
## 1030                   8.9           92                  61.4               9.1
## 1031                  12.7           95                  70.5               8.7
## 1032                   5.4           92                  31.5               7.7
## 1033                  12.0           95                  28.6               9.7
## 1034                  10.5           97                  77.0               9.5
## 1035                   9.9           90                  28.9               8.5
## 1036                   8.7           93                  16.1               9.3
## 1037                   8.9           88                  13.1               9.1
## 1038                   8.8           72                  16.2               7.9
## 1039                   4.1           91                  72.4               7.7
## 1040                  11.6           68                  25.1               8.9
## 1041                  15.1           68                  21.8               7.5
## 1042                  16.9           85                  22.1               6.5
## 1043                   7.9           89                  24.9               8.0
## 1044                  12.7           78                  19.4               8.8
## 1045                   4.8           94                  46.9               6.3
## 1046                   8.3           91                  76.0               9.2
## 1047                   3.2           82                   9.4               6.4
## 1048                  13.5           95                  78.4               7.7
## 1049                   4.3           89                  27.9               7.4
## 1050                  11.5           84                  23.2               9.1
## 1051                  17.7           85                  19.1               7.6
## 1052                   8.0           85                  26.5               7.7
## 1053                  15.8           95                  83.9               9.4
## 1054                   4.1           87                  14.4               8.5
## 1055                   5.1           92                  33.0               9.5
## 1056                  15.8           95                  69.8               7.5
## 1057                   7.2           94                  78.3               8.4
## 1058                   9.5           85                  26.3               8.4
## 1059                   4.3           92                  66.5               6.2
## 1060                  12.9           88                  19.8               8.4
## 1061                   6.4           90                  14.6               8.2
## 1062                  11.3           68                  17.6               9.0
## 1063                   8.5           89                  14.1               9.5
## 1064                  17.9           85                  16.2               8.1
## 1065                  14.9           88                   6.0               7.6
## 1066                  11.7           97                  29.7               8.4
## 1067                  14.9           84                  15.4               9.2
## 1068                   6.0           90                  16.1               7.6
## 1069                  11.5           90                  27.5               7.1
## 1070                  16.6           84                   7.5               8.1
## 1071                  10.7           72                  24.2               6.6
## 1072                  13.7           68                  12.0               7.8
## 1073                  10.3           95                  72.0               8.3
## 1074                  13.2           78                  11.9               7.7
## 1075                  13.7           96                  83.5               6.6
## 1076                   8.4           88                  22.6               7.7
## 1077                  16.6           80                  27.8               8.4
## 1078                  14.8           95                  27.3               8.0
## 1079                  16.6           68                  15.6               8.7
## 1080                  15.7           90                  17.7               8.3
## 1081                   9.7           76                  19.7               6.6
## 1082                  14.0           78                   6.6               7.3
## 1083                  16.6           95                  15.4               8.4
## 1084                  11.3           90                  10.0               7.7
## 1085                   9.7           97                  84.0               8.1
## 1086                  12.2           93                  58.2               6.4
## 1087                   7.4           92                  73.7               9.8
## 1088                   8.2           87                  25.3               9.5
## 1089                  10.7           90                  16.3               9.1
## 1090                   8.3           91                  33.7               8.9
## 1091                  15.1           88                  15.3               9.8
## 1092                   4.8           82                  20.1               7.5
## 1093                  14.0           78                  28.8               8.1
## 1094                  16.7           95                  33.4               8.3
## 1095                   7.3           89                  23.7               6.3
## 1096                  13.9           96                  54.4               8.4
## 1097                  17.9           93                  46.3               9.6
## 1098                  12.5           76                  15.2               6.4
## 1099                  14.6           85                  12.9               7.5
## 1100                  14.2           72                  25.9               8.3
## 1101                   8.3           80                  23.7               8.0
## 1102                  14.6           85                  26.6               8.3
## 1103                   8.6           98                  43.6               7.4
## 1104                  10.0           98                  33.2               9.5
## 1105                  10.8           88                  29.3               8.8
## 1106                  15.2           76                   8.3               6.2
## 1107                  16.6           93                  25.6               7.5
## 1108                  10.3           76                  27.6               8.6
## 1109                  16.2           88                  19.3               8.8
## 1110                  15.4           72                  12.5               6.5
## 1111                  11.7           84                   8.2               8.0
## 1112                   8.3           96                  41.6               6.1
## 1113                   8.4           85                  26.6               7.8
## 1114                  13.6           93                  61.0               6.5
## 1115                   9.2           88                  20.4               6.2
## 1116                  10.0           95                  73.4               6.2
## 1117                  11.0           96                  30.3               8.2
## 1118                   9.6           87                  26.2               7.5
## 1119                   7.9           98                  76.9               9.0
## 1120                   9.0           91                  36.1               6.2
## 1121                  15.2           85                  26.7               8.5
## 1122                  10.1           90                  12.4               8.5
## 1123                   7.4           90                  10.0               9.6
## 1124                  15.3           85                  22.5               6.1
## 1125                  16.0           95                  24.9               7.1
## 1126                   9.4           96                  56.5               6.0
## 1127                  12.9           95                  57.8               6.4
## 1128                   9.3           85                  23.6               9.7
## 1129                   3.0           92                  20.3               8.6
## 1130                  13.5           88                  17.1               7.3
## 1131                  14.8           96                  52.6               8.6
## 1132                   9.4           68                   7.1               7.5
## 1133                   9.7           85                  16.8               7.0
## 1134                  16.9           80                  26.5               7.0
## 1135                   6.2           94                  85.0               7.6
## 1136                  15.8           93                  35.3               6.3
## 1137                  10.7           95                  16.0               7.2
## 1138                   8.0           88                  22.9               7.0
## 1139                   6.2           91                  59.5               9.6
## 1140                  17.4           96                  22.7               7.6
## 1141                  11.8           88                   9.5               8.2
## 1142                  13.6           90                  15.4               8.1
## 1143                   8.8           90                   6.4               8.7
## 1144                  11.1           85                  19.8               6.3
## 1145                  15.6           76                  20.7               6.6
## 1146                  14.8           80                   9.5               9.6
## 1147                  11.9           95                  70.5               9.7
## 1148                  17.0           97                  82.3               6.9
## 1149                   9.0           72                   9.3               9.1
## 1150                   4.8           92                  37.7               9.7
## 1151                  15.5           96                  74.8               9.0
## 1152                  12.7           97                  74.1               6.1
## 1153                  16.7           68                  13.9               9.6
## 1154                  15.1           88                  12.6               6.6
## 1155                  16.5           88                  22.7               7.5
## 1156                  17.0           95                  20.6               8.5
## 1157                  13.9           96                  67.5               6.5
## 1158                  12.5           96                  24.0               8.8
## 1159                   4.5           82                  15.9               7.6
## 1160                   9.6           72                  11.1               9.3
## 1161                   3.5           98                  57.7               8.9
## 1162                   4.5           98                  77.7               9.0
## 1163                  10.3           95                  15.1               7.8
## 1164                  15.0           96                  58.0               8.0
## 1165                   6.7           89                  14.3               6.2
## 1166                  17.5           76                   5.4               9.0
## 1167                   7.6           92                  32.8               9.1
## 1168                  16.3           88                   9.2               8.8
## 1169                  13.2           95                  24.4               9.2
## 1170                   9.1           85                  10.2               8.0
## 1171                   5.3           92                  30.8               6.7
## 1172                   6.3           94                  81.1               9.1
## 1173                  17.0           76                  29.0               7.4
## 1174                  17.5           80                  28.1               7.5
## 1175                   6.3           91                  26.4               7.7
## 1176                   5.1           89                  16.8               8.4
## 1177                  16.1           90                  16.8               7.4
## 1178                  12.0           68                   9.9               8.9
## 1179                   4.0           98                  82.9               9.3
## 1180                  17.9           95                  16.9               8.6
## 1181                  10.5           85                  20.0               8.8
## 1182                   4.9           89                  23.2               9.6
## 1183                   7.6           94                  82.4               9.4
## 1184                  16.5           76                  10.0               7.9
## 1185                  11.8           93                  20.8               9.0
## 1186                   8.9           96                  21.7               6.5
## 1187                   8.7           93                  55.4               9.7
## 1188                   8.8           72                  13.4               7.3
## 1189                   5.0           82                  23.0               6.2
## 1190                  14.3           76                  23.3               7.6
## 1191                   5.6           98                  33.9               9.3
## 1192                  17.8           97                  45.1               8.1
## 1193                  10.3           68                  18.8               6.7
## 1194                  15.5           95                  34.6               8.3
## 1195                   7.5           92                  83.3               7.4
## 1196                   8.0           94                  39.0               7.1
## 1197                  13.6           68                  20.3               6.1
## 1198                  11.2           72                  13.3               7.2
## 1199                  13.2           88                  25.0               7.6
## 1200                  10.2           97                  63.5               6.3
## 1201                   9.8           97                  73.6               9.1
## 1202                  11.4           88                  28.6               7.5
## 1203                   8.6           85                  29.9               6.8
## 1204                  16.3           85                  20.1               7.5
## 1205                   8.4           94                  81.1               7.4
## 1206                   7.1           98                  51.5               7.1
## 1207                  12.9           95                  50.6               8.3
## 1208                  11.5           95                  58.8               6.0
## 1209                   5.0           90                  23.3               9.2
## 1210                   4.2           92                  49.4               9.4
## 1211                  12.8           95                  54.9               9.5
## 1212                  13.2           72                  12.1               7.9
## 1213                   9.5           96                  32.8               8.6
## 1214                   9.4           82                   8.5               6.4
## 1215                  11.2           95                  40.2               9.7
## 1216                  13.8           88                  22.7               9.2
## 1217                   9.8           96                  84.0               8.8
## 1218                  10.9           84                  17.3               8.1
## 1219                  14.5           90                  18.2               6.4
## 1220                   4.5           90                   8.5               9.3
## 1221                   9.1           82                  10.1               9.8
## 1222                  14.1           90                  12.2               7.7
## 1223                  17.3           95                  42.3               9.1
## 1224                   8.6           96                  19.5               6.9
## 1225                   8.4           80                  21.0               6.4
## 1226                   6.1           98                  22.8               8.0
## 1227                   9.1           82                  13.3               9.7
## 1228                   8.3           87                   9.1               6.6
## 1229                   6.6           92                  29.9               9.4
## 1230                  13.4           68                  25.5               9.6
## 1231                   9.3           72                  23.3               8.5
## 1232                  12.9           95                  79.9               9.7
## 1233                  12.0           72                  16.4               7.1
## 1234                  11.8           90                  22.8               6.7
## 1235                   8.5           85                   7.9               7.9
## 1236                  14.0           96                  78.0               9.5
## 1237                  11.9           93                  35.7               9.2
## 1238                   8.7           89                  22.2               8.8
## 1239                   9.1           76                  28.9               6.8
## 1240                  13.2           85                  23.2               9.1
## 1241                  14.3           97                  45.5               6.3
## 1242                  17.1           88                  10.5               9.8
## 1243                  15.5           97                  25.2               7.6
## 1244                  12.3           95                  53.4               8.5
## 1245                   8.9           95                  43.8               9.1
## 1246                  12.3           96                  86.1               9.2
## 1247                  13.8           76                  19.3               9.6
## 1248                   4.8           98                  58.4               8.4
## 1249                   8.6           76                  17.7               9.2
## 1250                  11.8           88                  27.2               6.1
## 1251                  10.0           89                  22.4               7.2
## 1252                  11.3           96                  19.8               7.4
## 1253                  17.8           76                  25.7               8.0
## 1254                  14.0           90                  13.4               8.0
## 1255                  15.6           93                  70.4               8.2
## 1256                   9.9           91                  23.0               6.1
## 1257                  14.0           96                  71.3               8.6
## 1258                   9.7           68                  13.9               9.4
## 1259                  15.6           76                  29.4               9.0
## 1260                  16.5           96                  45.3               6.8
## 1261                   6.6           92                  72.2               7.7
## 1262                   8.0           94                  67.6               9.1
## 1263                  17.4           90                  21.4               8.5
## 1264                   8.4           94                  47.2               7.8
## 1265                   9.4           92                  21.2               6.1
## 1266                  17.1           90                  10.3               6.6
## 1267                   6.0           90                  17.1               8.9
## 1268                  17.9           80                   5.1               8.9
## 1269                   3.3           91                  15.6               9.0
## 1270                   6.1           82                   6.8               9.3
## 1271                   8.4           91                  69.0               8.6
## 1272                   8.2           98                  58.3               7.2
## 1273                  11.7           88                  24.9               9.0
## 1274                  12.2           85                  16.8               8.3
## 1275                   8.4           92                  42.9               9.0
## 1276                  11.9           88                  14.5               7.9
## 1277                  14.0           95                  87.3               8.8
## 1278                   7.8           87                  28.0               6.9
## 1279                   8.5           96                  69.2               8.6
## 1280                  13.8           76                  29.7               7.5
## 1281                   9.1           85                  18.7               7.6
## 1282                   8.9           88                  19.9               9.7
## 1283                  15.6           84                  21.1               6.0
## 1284                   8.4           88                  26.2               7.2
## 1285                   4.9           91                  68.5               8.3
## 1286                  17.9           68                  22.7               7.5
## 1287                  16.9           76                  25.0               8.3
## 1288                  15.8           85                   9.7               8.5
## 1289                   5.1           82                   5.3               9.5
## 1290                   8.9           88                  18.6               8.5
## 1291                  11.5           88                  27.4               6.3
## 1292                   5.2           82                  20.9               7.1
## 1293                  13.9           90                   9.4               8.4
## 1294                   8.5           98                  29.0               8.6
## 1295                  13.4           93                  31.8               6.9
## 1296                   3.1           92                  34.6               7.3
## 1297                   9.0           88                  26.5               7.5
## 1298                   9.7           92                  46.4               8.2
## 1299                  10.6           84                  28.8               8.7
## 1300                  12.9           85                  12.3               8.1
## 1301                   3.3           89                  25.6               8.8
## 1302                  12.3           76                   9.3               7.4
## 1303                  16.4           96                  16.6               6.3
## 1304                  11.8           76                  16.9               9.4
## 1305                   3.5           90                  29.1               6.7
## 1306                   9.6           82                  16.1               7.2
## 1307                  12.5           76                  16.5               7.0
## 1308                  14.0           68                  13.8               7.1
## 1309                  10.4           68                  12.3               7.0
## 1310                  18.0           96                  68.8               6.3
## 1311                  15.9           78                  11.9               7.6
## 1312                   8.2           72                  14.3               6.5
## 1313                  12.2           78                  12.1               6.1
## 1314                  11.1           90                  12.7               9.3
## 1315                   9.7           96                  67.7               9.0
## 1316                   9.4           88                  17.9               6.7
## 1317                  15.9           68                   6.9               6.6
## 1318                  15.7           85                  23.3               9.8
## 1319                   5.2           87                  16.8               6.7
## 1320                  11.1           93                  15.7               7.7
## 1321                   5.1           92                  72.2               8.8
## 1322                   7.3           92                  16.3               9.4
## 1323                  14.3           95                  51.4               9.5
## 1324                   7.6           98                  61.3               9.5
## 1325                   9.3           72                  25.1               8.1
## 1326                   3.3           94                  55.3               6.7
## 1327                   5.3           87                  14.8               8.6
## 1328                   7.6           98                  18.8               8.5
## 1329                  13.1           78                  10.2               6.5
## 1330                  13.6           80                  19.7               9.4
## 1331                   9.5           72                  27.3               7.4
## 1332                  12.3           76                  23.2               8.6
## 1333                   5.5           82                  10.0               9.6
## 1334                  17.3           90                  15.7               7.2
## 1335                  12.4           96                  58.7               6.9
## 1336                   9.7           78                  12.0               6.5
## 1337                  17.7           95                  35.0               9.0
## 1338                  12.2           76                   5.4               6.9
## 1339                  11.0           97                  56.9               6.4
## 1340                  12.5           80                  26.9               8.1
## 1341                   3.6           98                  72.0               8.1
## 1342                   3.7           94                  82.0               8.4
## 1343                  15.3           68                  11.6               9.0
## 1344                   7.9           91                  36.8               6.4
## 1345                  13.4           84                   8.3               7.3
## 1346                   9.5           85                  26.5               8.0
## 1347                  10.6           76                  21.0               9.0
## 1348                   8.7           89                  11.1               7.1
## 1349                   9.0           85                   6.9               7.3
## 1350                  12.0           97                  66.4               6.4
## 1351                  12.9           68                  16.4               6.5
## 1352                  17.8           68                  10.7               7.5
## 1353                  11.6           85                  25.3               7.5
## 1354                  10.0           85                  25.1               6.3
## 1355                  11.8           85                  14.3               6.8
## 1356                   4.0           87                  10.2               9.1
## 1357                   9.7           85                  28.7               7.0
## 1358                   8.4           91                  82.2               7.8
## 1359                  12.8           78                  26.0               8.4
## 1360                  10.2           72                  10.7               9.1
## 1361                  15.5           96                  59.5               6.1
## 1362                  11.7           78                  19.3               6.7
## 1363                   8.0           78                   9.4               7.6
## 1364                  12.5           76                  27.1               7.2
## 1365                  13.1           85                  20.9               8.7
## 1366                   9.4           91                  80.2               7.2
## 1367                   3.8           98                  55.7               8.9
## 1368                  10.3           90                  11.6               9.0
## 1369                  16.4           95                  54.5               9.8
## 1370                  13.8           93                  43.6               9.3
## 1371                  14.1           95                  33.8               8.6
## 1372                  16.6           95                  79.5               9.4
## 1373                  12.0           96                  66.7               6.1
## 1374                   9.4           78                  13.6               7.8
## 1375                   9.3           98                  53.6               6.0
## 1376                   3.9           82                   8.1               9.4
## 1377                  16.0           96                  27.7               9.1
## 1378                   8.4           78                  18.2               7.2
## 1379                  14.6           95                  65.8               6.2
## 1380                   5.8           82                  17.0               9.5
## 1381                  11.4           76                  29.4               6.6
## 1382                  17.8           96                  63.9               6.1
## 1383                  10.0           78                  16.9               7.3
## 1384                  12.7           85                  25.8               7.7
## 1385                  17.8           93                  72.8               7.8
## 1386                   9.1           82                  14.0               6.4
## 1387                  16.6           93                  85.2               8.4
## 1388                  17.7           93                  75.8               6.5
## 1389                  15.1           97                  69.9               6.7
## 1390                  11.3           96                  53.5               8.8
## 1391                  12.6           88                  24.5               7.5
## 1392                   8.9           89                  22.6               7.2
## 1393                  17.6           85                  22.1               7.5
## 1394                   4.6           89                  13.5               8.4
## 1395                  12.6           97                  19.0               6.9
## 1396                   7.1           98                  85.5               8.4
## 1397                   8.4           90                   6.9               6.3
## 1398                  15.6           88                  13.9               9.6
## 1399                   8.5           82                  16.5               9.6
## 1400                   7.2           90                   7.7               6.3
## 1401                  11.9           95                  32.7               8.0
## 1402                  13.4           72                   9.0               7.8
## 1403                   8.2           72                  17.9               8.8
## 1404                  16.9           76                  11.5               7.8
## 1405                   8.6           98                  74.9               6.8
## 1406                  12.8           80                  11.0               8.6
## 1407                   8.6           85                  28.8               9.6
## 1408                   9.0           95                  30.7               6.8
## 1409                   4.9           91                  47.0               8.2
## 1410                  11.3           85                  15.1               6.0
## 1411                   9.0           90                  27.1               6.0
## 1412                   4.0           82                  14.8               7.2
## 1413                   8.4           93                  83.8               9.2
## 1414                  12.5           97                  72.1               6.4
## 1415                   3.5           92                  21.8               8.9
## 1416                  11.6           76                   5.0               8.8
## 1417                   9.5           84                  13.2               9.7
## 1418                  11.9           84                  29.2               8.3
## 1419                   3.3           98                  17.0               8.0
## 1420                  14.4           93                  57.6               8.0
## 1421                  17.6           80                  26.5               8.5
## 1422                   4.2           94                  21.8               7.1
## 1423                  12.8           85                  22.0               9.1
## 1424                   6.2           91                  85.2               9.3
## 1425                   3.6           90                  22.5               9.8
## 1426                   9.2           78                  22.9               7.5
## 1427                  16.7           85                  20.0               6.9
## 1428                  11.9           85                   6.3               6.2
## 1429                  16.6           90                   5.0               8.6
## 1430                   8.7           96                  34.2               7.0
## 1431                  13.3           84                  29.6               9.1
## 1432                   8.1           96                  32.8               6.9
## 1433                  13.8           85                  20.1               8.4
## 1434                  10.2           88                   6.2               7.0
## 1435                  17.2           95                  57.1               8.6
## 1436                   5.4           87                  20.5               8.2
## 1437                  10.2           95                  43.6               9.5
## 1438                   8.1           80                   6.1               7.5
## 1439                  14.4           80                  10.7               7.6
## 1440                   8.7           76                  22.0               6.6
## 1441                   9.1           68                  12.6               8.0
## 1442                   7.6           90                  10.8               8.7
## 1443                  16.4           90                  24.6               8.3
## 1444                  12.6           95                  17.2               8.1
## 1445                   9.0           85                  14.0               7.2
## 1446                   7.6           82                  29.5               9.6
## 1447                   4.4           89                  14.1               8.9
## 1448                  13.9           68                  29.2               6.1
## 1449                  14.6           76                  14.1               9.3
## 1450                  12.4           88                  11.3               8.9
## 1451                   6.7           98                  71.7               6.2
## 1452                   8.9           87                  20.1               8.4
## 1453                   6.8           90                  24.2               8.9
## 1454                   9.7           98                  48.0               8.2
## 1455                   6.6           82                  28.0               8.0
## 1456                  13.3           85                  29.9               6.8
## 1457                  10.2           72                  19.6               6.6
## 1458                  14.8           80                  14.8               6.7
## 1459                  10.9           85                  24.8               7.3
## 1460                  11.1           85                  28.4               9.0
## 1461                   5.8           98                  81.1               6.6
## 1462                  12.1           96                  66.5               7.6
## 1463                  14.9           68                  25.6               7.5
## 1464                   7.2           90                  15.8               9.6
## 1465                   8.7           96                  62.4               8.6
## 1466                   9.7           78                  15.4               9.3
## 1467                   9.5           90                   6.6               6.7
## 1468                  10.7           80                  15.2               9.2
## 1469                  12.9           95                  81.1               7.0
## 1470                   9.6           85                  18.1               9.0
## 1471                   5.8           98                  52.6               9.0
## 1472                   7.8           98                  32.4               7.4
## 1473                   8.1           98                  44.2               9.3
## 1474                  11.8           97                  66.1               8.5
## 1475                   8.3           90                   9.4               7.4
## 1476                  14.7           93                  62.7               9.3
## 1477                   3.8           94                  71.8               6.8
## 1478                  14.8           88                  14.4               9.5
## 1479                   8.3           85                   6.5               9.6
## 1480                   6.1           98                  58.2               6.4
## 1481                  10.1           97                  74.8               7.7
## 1482                   8.8           87                  25.6               8.0
## 1483                  17.4           76                  29.0               7.8
## 1484                  14.2           90                  27.4               7.6
## 1485                   3.8           94                  59.6               9.8
## 1486                  17.0           85                  17.9               6.1
## 1487                  16.7           80                   6.6               9.6
## 1488                   4.5           82                  16.0               8.6
## 1489                   9.9           85                  27.6               8.1
## 1490                   3.2           82                  20.7               8.1
## 1491                   3.3           90                   7.0               6.8
## 1492                  15.5           76                  18.6               6.5
## 1493                   8.8           90                  23.6               7.5
## 1494                   6.7           91                  66.5               7.8
## 1495                  10.9           68                  15.3               8.3
## 1496                   8.5           91                  78.8               7.4
## 1497                  12.2           80                   9.0               8.6
## 1498                  17.2           95                  57.1               8.6
## 1499                   4.4           98                  37.4               8.9
## 1500                   4.1           90                  20.3               7.3
## 1501                  15.5           68                   7.1               6.5
## 1502                  12.3           88                  29.4               7.3
## 1503                  17.9           93                  46.3               9.6
## 1504                  11.3           90                  10.0               7.7
## 1505                   4.3           90                  21.2               7.9
## 1506                  15.3           88                  29.2               9.4
## 1507                  17.1           78                  20.6               7.6
## 1508                  13.4           72                   9.0               7.8
## 1509                  12.6           97                  19.0               6.9
## 1510                   4.0           98                  20.6               9.2
## 1511                   7.5           91                  72.2               9.0
## 1512                   9.3           89                  16.2               8.7
## 1513                  17.0           97                  82.3               6.9
## 1514                   4.8           82                  24.6               8.5
## 1515                  12.5           90                  24.6               6.4
## 1516                  15.9           80                   8.7               7.3
## 1517                   9.7           85                  28.7               7.0
## 1518                  14.5           95                  68.8               8.9
## 1519                   9.2           84                  24.2               6.9
## 1520                   9.9           90                  17.9               9.5
## 1521                   8.2           87                  25.3               9.5
## 1522                  14.7           85                  15.4               8.8
## 1523                   9.8           68                  19.4               7.7
## 1524                  12.0           97                  66.4               6.4
## 1525                  12.0           72                  14.5               6.5
## 1526                  17.9           85                  16.2               8.1
## 1527                   9.5           88                   5.3               7.4
## 1528                   9.4           92                  21.2               6.1
## 1529                   3.7           89                   7.7               6.4
## 1530                  10.9           85                  24.8               7.3
## 1531                   7.3           89                  14.1               9.5
## 1532                   7.6           98                  18.8               8.5
## 1533                   7.9           89                  24.9               8.0
## 1534                   8.7           85                  15.3               8.0
## 1535                  13.4           93                  31.8               6.9
## 1536                  14.3           95                  56.4               9.4
## 1537                   4.0           82                  14.8               7.2
## 1538                  10.9           96                  58.5               8.8
## 1539                  15.5           95                  34.6               8.3
## 1540                   7.3           94                  78.2               9.6
## 1541                  10.6           96                  20.9               6.9
## 1542                  13.2           85                  23.2               9.1
## 1543                  13.5           88                  17.1               7.3
## 1544                   3.5           98                  57.7               8.9
## 1545                   8.6           87                  21.9               7.5
## 1546                  15.2           76                   8.3               6.2
## 1547                   9.1           95                  56.4               6.8
## 1548                  13.5           84                  13.0               7.5
## 1549                  10.2           93                  59.5               7.9
## 1550                   9.7           90                  26.4               6.4
## 1551                   6.9           92                  19.2               7.3
## 1552                   5.5           82                  10.0               9.6
## 1553                   9.8           97                  57.7               9.4
## 1554                  16.6           95                  79.5               9.4
## 1555                  17.4           85                  19.3               7.0
## 1556                   5.4           98                  61.4               6.1
## 1557                   6.9           92                  19.2               7.3
## 1558                   9.4           78                  13.6               7.8
## 1559                  10.1           84                  10.5               6.9
## 1560                  17.0           85                  28.9               9.3
## 1561                  10.8           88                  29.3               8.8
## 1562                   5.8           98                  52.6               9.0
## 1563                  14.1           95                  33.8               8.6
## 1564                   3.3           90                   7.0               6.8
## 1565                  12.0           90                  22.8               8.7
## 1566                  16.8           76                  13.4               8.8
## 1567                   8.7           93                  69.6               8.6
## 1568                  15.3           85                  19.7               7.3
## 1569                  11.2           84                  13.6               6.3
## 1570                   8.2           95                  46.2               7.5
## 1571                  16.3           68                  20.8               6.4
## 1572                   5.5           87                  17.5               8.2
## 1573                   8.9           88                  19.9               9.7
## 1574                  12.9           97                  46.9               7.1
## 1575                   4.8           82                  10.4               8.8
## 1576                  13.6           97                  71.0               6.7
## 1577                   4.2           89                  26.8               8.5
## 1578                  15.2           76                   8.3               6.2
## 1579                  10.1           85                   8.5               8.1
## 1580                  10.2           93                  61.5               6.4
## 1581                  12.8           93                  46.8               7.0
## 1582                   6.3           94                  81.1               9.1
## 1583                   7.7           90                  13.8               6.4
## 1584                  11.5           88                  19.8               8.2
## 1585                  12.2           96                  53.7               7.5
## 1586                   6.1           90                  21.8               6.3
## 1587                   4.4           98                  37.4               8.9
## 1588                   8.8           72                  13.4               7.3
## 1589                  17.3           95                  42.3               9.1
## 1590                  17.9           78                  25.0               7.4
## 1591                   8.7           93                  16.1               9.3
## 1592                   6.2           91                  65.9               7.5
## 1593                  12.5           84                  28.1               7.1
## 1594                   8.5           80                  19.7               8.5
## 1595                  11.3           85                  15.1               6.0
## 1596                   6.4           90                  14.6               8.2
## 1597                   6.2           94                  85.0               7.6
## 1598                  16.6           95                  15.4               8.4
## 1599                   4.8           82                  24.6               8.5
## 1600                  16.0           97                  57.7               8.6
## 1601                  12.8           93                  46.8               7.0
## 1602                   9.9           90                  17.9               9.5
## 1603                   7.0           92                  40.8               6.3
## 1604                   9.9           98                  20.0               9.2
## 1605                  15.7           96                  65.5               6.8
## 1606                  11.7           84                   8.9               9.2
## 1607                   8.4           93                  83.8               9.2
## 1608                  14.7           90                  13.1               6.7
## 1609                   9.3           89                  21.5               8.4
## 1610                   8.4           82                  15.9               7.5
## 1611                   9.2           82                  12.9               9.2
## 1612                  12.2           97                  39.2               6.3
## 1613                  11.2           88                  25.0               8.3
## 1614                  17.9           90                  16.1               6.6
## 1615                  16.7           85                  20.0               6.9
## 1616                  10.3           96                  34.2               6.2
## 1617                   6.7           87                   8.7               6.1
## 1618                   4.0           94                  87.5               9.3
## 1619                  12.9           95                  50.6               8.3
## 1620                  16.1           88                  20.1               6.8
## 1621                  17.7           93                  75.8               6.5
## 1622                  15.1           96                  48.1               6.6
## 1623                  13.1           78                  10.2               6.5
## 1624                  11.6           68                  25.1               8.9
## 1625                  17.2           97                  41.4               8.7
## 1626                   9.7           94                  52.0               7.0
## 1627                  11.7           96                  29.6               7.7
## 1628                  14.5           90                  18.2               6.4
## 1629                   4.8           94                  46.9               6.3
## 1630                  17.4           85                  21.8               7.0
## 1631                  17.7           76                  15.4               9.7
## 1632                  11.4           76                  29.7               7.8
## 1633                   6.3           98                  49.9               6.4
## 1634                   8.7           89                  11.1               7.1
## 1635                  17.3           90                  15.7               7.2
## 1636                   9.9           95                  63.0               8.2
## 1637                  10.5           90                   8.0               7.5
## 1638                  17.8           76                  25.7               8.0
## 1639                   7.4           82                  18.6               8.4
## 1640                  13.7           88                  15.1               6.2
## 1641                  12.3           95                  53.6               9.0
## 1642                   9.2           88                  20.4               6.2
## 1643                   8.4           78                   6.6               8.9
## 1644                   8.8           90                  23.6               7.5
## 1645                   4.2           89                  26.8               8.5
## 1646                   4.9           91                  83.5               6.8
## 1647                   9.8           96                  84.0               8.8
## 1648                  14.5           90                  18.2               6.4
## 1649                  12.1           96                  66.5               7.6
## 1650                  10.0           96                  37.3               7.1
## 1651                   6.8           90                  29.3               6.4
## 1652                  14.6           95                  65.8               6.2
## 1653                   5.4           92                  47.4               6.5
## 1654                   9.9           90                  17.9               9.5
## 1655                   4.2           87                  28.7               8.2
## 1656                   8.7           89                  22.2               8.8
## 1657                  11.0           88                  13.3               7.0
## 1658                  13.4           72                   9.0               7.8
## 1659                   9.1           98                  42.7               7.7
## 1660                   9.2           89                   7.0               9.0
## 1661                   8.6           88                  28.9               7.0
## 1662                  13.9           68                  25.2               6.4
## 1663                   4.9           94                  49.7               8.9
## 1664                  17.5           90                   7.1               6.9
## 1665                  15.7           85                  29.7               9.2
## 1666                   4.1           98                  71.7               8.0
## 1667                  16.1           90                  16.8               7.4
## 1668                  12.3           76                   9.3               7.4
## 1669                  17.1           95                  80.9               8.4
## 1670                   9.5           96                  32.8               8.6
## 1671                  11.1           76                  20.6               6.4
## 1672                   9.6           88                   8.3               9.3
## 1673                   7.8           92                  82.3               9.2
## 1674                   6.3           87                  16.4               9.8
## 1675                  13.6           68                  20.3               6.1
## 1676                  12.6           84                  16.5               6.3
## 1677                  13.4           84                   8.3               7.3
## 1678                  17.6           80                  26.5               8.5
## 1679                  13.8           96                  35.8               8.4
## 1680                   6.7           98                  71.7               6.2
## 1681                   9.5           84                  13.2               9.7
## 1682                  10.3           76                  27.6               8.6
## 1683                  10.2           72                  19.6               6.6
## 1684                  18.0           72                  17.5               8.6
## 1685                  10.7           80                  15.2               9.2
## 1686                  14.6           85                  12.9               7.5
## 1687                  16.7           80                   5.9               6.6
## 1688                   4.8           87                  27.1               9.2
## 1689                   6.3           98                  49.9               6.4
## 1690                  17.7           76                  15.4               9.7
## 1691                  15.8           90                  19.2               6.3
## 1692                   8.1           82                  27.6               8.4
## 1693                  16.7           68                   6.7               6.7
## 1694                  14.9           96                  29.2               9.8
## 1695                   9.1           85                  18.7               7.6
## 1696                  12.8           88                  18.0               8.4
## 1697                   8.4           78                   6.6               8.9
## 1698                  10.0           72                  15.3               9.8
## 1699                   7.7           90                  13.8               6.4
## 1700                  15.9           93                  37.9               7.8
## 1701                   8.1           90                   9.0               7.3
## 1702                  16.8           72                  28.3               7.6
## 1703                  14.6           85                  26.6               8.3
## 1704                   6.7           91                  35.7               8.6
## 1705                   3.4           91                  63.7               9.7
## 1706                  14.9           96                  71.9               6.5
## 1707                   4.8           92                  37.7               9.7
## 1708                   8.8           95                  65.2               9.3
## 1709                   6.5           82                  29.2               6.8
## 1710                   8.7           93                  55.4               9.7
## 1711                  11.5           72                  27.7               9.4
## 1712                   9.7           78                  15.4               9.3
## 1713                   8.3           80                  11.6               9.3
## 1714                   8.4           94                  47.2               7.8
## 1715                   8.4           87                   9.7               8.5
## 1716                  16.0           93                  75.7               6.3
## 1717                  11.2           85                  13.6               7.4
## 1718                   9.5           96                  32.8               8.6
## 1719                  15.5           72                  13.5               8.1
## 1720                   9.7           82                  20.0               7.6
## 1721                   7.7           92                  68.2               7.1
## 1722                  10.5           88                   6.4               6.2
## 1723                  16.4           96                  16.6               6.3
## 1724                   3.9           89                   6.2               9.7
## 1725                   4.8           92                  82.3               8.6
## 1726                   3.3           94                  55.3               6.7
## 1727                  17.9           68                  22.7               7.5
## 1728                  12.0           97                  66.4               6.4
## 1729                   9.1           88                   9.4               8.6
## 1730                  17.1           90                  12.4               8.0
## 1731                   6.1           90                  21.8               6.3
## 1732                   9.4           76                  11.5               6.7
## 1733                  13.0           72                  18.6               9.1
## 1734                  15.6           96                  47.9               9.3
## 1735                  16.9           76                  25.0               8.3
## 1736                   6.6           92                  29.9               9.4
## 1737                  17.8           96                  63.9               6.1
## 1738                   9.0           90                  27.1               6.0
## 1739                   4.7           89                   9.0               8.1
## 1740                  14.9           85                  29.4               8.0
## 1741                   6.3           94                  81.1               9.1
## 1742                  14.7           78                  24.2               6.1
## 1743                   3.3           90                  14.1               8.7
## 1744                   9.0           88                  17.7               6.6
## 1745                   9.0           88                  26.5               7.5
## 1746                   7.0           94                  16.0               8.0
## 1747                   5.6           98                  33.9               9.3
## 1748                   4.8           90                  29.3               6.8
## 1749                  10.1           90                  12.4               8.5
## 1750                  16.6           95                  79.5               9.4
## 1751                   9.9           80                  14.6               6.4
## 1752                  12.0           97                  66.4               6.4
## 1753                   9.7           85                  28.7               7.0
## 1754                   3.7           91                  60.9               7.8
## 1755                   8.4           88                  29.9               6.4
## 1756                   9.6           82                  13.9               7.5
## 1757                  10.2           97                  63.5               6.3
## 1758                   3.5           90                  29.1               6.7
## 1759                   3.2           92                  53.5               7.5
## 1760                   9.7           90                  26.4               6.4
## 1761                  15.8           85                   9.7               8.5
## 1762                   8.7           95                  67.4               7.8
## 1763                  14.8           95                  27.3               8.0
## 1764                  10.4           88                  15.8               7.4
## 1765                   5.1           82                  11.7               7.1
## 1766                  11.5           72                  27.7               9.4
## 1767                  16.7           68                  12.7               7.7
## 1768                   4.6           82                  26.9               7.2
## 1769                  17.5           80                  28.1               7.5
## 1770                  15.8           93                  35.3               6.3
## 1771                   3.6           98                  72.0               8.1
## 1772                  10.9           96                  31.6               6.3
## 1773                  17.3           95                  42.3               9.1
## 1774                   7.5           90                   6.2               8.9
## 1775                   9.4           85                  17.3               8.9
## 1776                  12.0           72                  14.5               6.5
## 1777                  13.2           85                  23.2               9.1
## 1778                  12.3           85                  12.6               9.5
## 1779                   9.4           88                  17.9               6.7
## 1780                  16.0           95                  82.0               6.1
## 1781                   9.7           85                  16.8               7.0
## 1782                   9.6           92                  17.7               6.8
## 1783                   4.4           89                  27.8               7.5
## 1784                   3.6           98                  72.0               8.1
## 1785                   7.3           94                  78.2               9.6
## 1786                  11.9           85                   6.3               6.2
## 1787                   9.7           78                  12.0               6.5
## 1788                  15.8           95                  69.8               7.5
## 1789                  12.8           84                  18.4               9.0
## 1790                  11.5           96                  73.3               6.2
## 1791                  12.6           84                  27.8               6.7
## 1792                   9.1           82                   5.8               6.2
## 1793                   8.8           94                  57.8               8.9
## 1794                  17.1           78                  20.6               7.6
## 1795                  13.8           76                  29.7               7.5
## 1796                  11.0           96                  48.5               6.4
## 1797                   9.2           78                  29.4               9.5
## 1798                  12.1           76                   7.5               6.2
## 1799                   4.3           89                  27.9               7.4
## 1800                   5.2           82                  20.9               7.1
## 1801                  15.7           90                  26.2               7.0
## 1802                  12.6           88                  24.5               7.5
## 1803                   8.7           98                  45.2               8.9
## 1804                   6.6           92                  29.9               9.4
## 1805                   9.5           72                  27.3               7.4
## 1806                   3.3           94                  55.3               6.7
## 1807                   3.3           98                  52.4               7.3
## 1808                   4.8           92                  82.3               8.6
## 1809                   4.5           98                  77.7               9.0
## 1810                  10.0           90                   9.1               6.4
## 1811                   4.8           82                  10.4               8.8
## 1812                   8.7           93                  16.1               9.3
## 1813                   4.0           98                  50.4               9.6
## 1814                  16.6           97                  53.1               9.3
## 1815                  15.1           88                  27.9               8.5
## 1816                   3.5           91                  50.9               6.9
## 1817                  12.7           97                  82.0               6.2
## 1818                   9.7           98                  48.0               8.2
## 1819                  10.1           85                   8.5               8.1
## 1820                  17.3           95                  42.3               9.1
## 1821                   4.2           90                  26.0               6.5
## 1822                   9.2           87                  14.6               6.6
## 1823                  14.4           78                   8.1               6.1
## 1824                  12.4           96                  58.7               6.9
## 1825                  13.9           68                  25.2               6.4
## 1826                  15.8           93                  35.3               6.3
## 1827                  10.1           84                  10.5               6.9
## 1828                  12.8           85                  12.8               7.4
## 1829                  14.4           96                  87.7               8.6
## 1830                  14.1           95                  33.8               8.6
## 1831                  17.9           68                  22.7               7.5
## 1832                  12.4           95                  69.4               7.7
## 1833                  12.6           84                  27.8               6.7
## 1834                   7.5           92                  84.7               6.2
## 1835                  14.6           68                  16.4               9.6
## 1836                  11.9           84                  29.2               8.3
## 1837                  17.8           76                  25.7               8.0
## 1838                  10.9           68                  15.3               8.3
## 1839                   5.2           82                  20.9               7.1
## 1840                  15.1           84                  25.1               8.0
## 1841                   8.3           96                  41.6               6.1
## 1842                  13.1           78                  10.2               6.5
## 1843                  16.4           95                  68.9               7.5
## 1844                  15.4           72                  12.5               6.5
## 1845                  12.3           84                  11.7               8.2
## 1846                  17.3           97                  58.3               7.5
## 1847                   8.3           98                  84.6               7.1
## 1848                   6.5           92                  20.4               7.7
## 1849                  10.0           85                  25.1               6.3
## 1850                  10.2           88                   6.2               7.0
## 1851                   7.1           98                  85.5               8.4
## 1852                  13.2           88                  19.6               8.7
## 1853                   8.7           80                  15.6               8.7
## 1854                   4.2           98                  48.4               8.8
## 1855                  10.2           93                  75.3               6.5
## 1856                   9.2           82                  15.9               6.6
## 1857                  15.5           90                   8.2               8.0
## 1858                   9.6           82                  16.1               7.2
## 1859                   5.4           92                  31.5               7.7
## 1860                  14.7           85                  15.4               8.8
## 1861                  17.1           78                  20.6               7.6
## 1862                   3.4           91                  63.7               9.7
## 1863                   4.4           98                  37.4               8.9
## 1864                   4.9           91                  83.5               6.8
## 1865                   4.5           82                  12.6               8.0
## 1866                  11.5           88                  19.8               8.2
## 1867                   3.5           94                  46.0               9.8
## 1868                   5.3           89                  23.5               6.8
## 1869                  16.9           88                  13.6               7.7
## 1870                   3.5           98                  57.7               8.9
## 1871                  17.2           90                   5.3               8.7
## 1872                   5.1           82                  23.8               6.1
## 1873                  10.5           85                  15.8               6.6
## 1874                  11.2           88                  25.0               8.3
## 1875                   6.3           87                  16.4               9.8
## 1876                   8.7           98                  45.2               8.9
## 1877                   6.6           91                  87.1               7.0
## 1878                   9.6           82                  16.1               7.2
## 1879                  14.2           90                  27.4               7.6
## 1880                  10.4           96                  50.4               7.2
## 1881                  12.8           84                  18.4               9.0
## 1882                   8.4           87                   9.7               8.5
## 1883                   9.3           85                  23.6               9.7
## 1884                   3.2           82                   9.4               6.4
## 1885                   8.4           82                  18.3               8.5
## 1886                  11.0           96                  84.6               6.7
## 1887                  12.9           95                  57.8               6.4
## 1888                   7.1           98                  85.5               8.4
## 1889                  11.1           85                   9.6               8.6
## 1890                   5.3           87                  14.8               8.6
## 1891                  14.0           68                  13.8               7.1
## 1892                  12.1           76                   7.5               6.2
## 1893                   9.9           94                  21.1               6.4
## 1894                   8.6           76                  17.7               9.2
## 1895                  10.7           95                  16.0               7.2
## 1896                  11.6           85                  15.4               7.1
## 1897                   5.5           98                  16.5               7.7
## 1898                   8.4           88                  22.6               7.7
## 1899                  17.2           76                  13.5               6.4
## 1900                  13.2           95                  16.3               8.7
## 1901                  11.6           96                  86.2               9.4
## 1902                   8.3           87                   9.1               6.6
## 1903                  11.6           76                   5.0               8.8
## 1904                   4.0           82                  14.8               7.2
## 1905                  11.9           96                  29.3               8.9
## 1906                   7.6           98                  18.8               8.5
## 1907                   8.5           82                  16.5               9.6
## 1908                   9.8           88                  27.2               9.8
## 1909                  14.7           93                  62.7               9.3
## 1910                  10.2           88                   6.2               7.0
## 1911                   7.6           92                  77.8               7.2
## 1912                  11.8           95                  18.0               7.9
## 1913                  14.1           84                  12.0               7.5
## 1914                  14.8           95                  63.1               6.1
## 1915                  10.9           76                  28.1               6.6
## 1916                  14.8           80                  14.8               6.7
## 1917                  15.5           80                  18.5               6.7
## 1918                   9.4           92                  21.2               6.1
## 1919                  13.8           95                  15.1               6.2
## 1920                  11.1           88                  13.5               6.0
## 1921                  15.6           76                   8.7               7.0
## 1922                   8.7           93                  55.4               9.7
## 1923                  12.2           76                   5.4               6.9
## 1924                   9.2           94                  81.2               6.8
## 1925                  12.7           95                  20.8               7.8
## 1926                   8.4           85                  26.6               7.8
## 1927                  11.3           95                  52.1               7.9
## 1928                  14.4           76                   5.4               9.5
## 1929                   3.2           91                  65.3               6.3
## 1930                   8.3           90                  11.6               7.2
## 1931                  13.6           93                  61.0               6.5
## 1932                  16.5           96                  71.8               6.5
## 1933                  10.4           76                   8.7               9.6
## 1934                  11.7           88                  24.9               9.0
## 1935                  15.3           76                  29.0               9.0
## 1936                  11.3           85                  15.1               6.0
## 1937                  15.9           93                  80.4               7.7
## 1938                  16.5           96                  71.8               6.5
## 1939                   7.0           94                  24.2               8.0
## 1940                   3.2           91                  65.3               6.3
## 1941                  16.9           76                  25.0               8.3
## 1942                  15.9           80                   8.7               7.3
## 1943                   5.1           90                  29.6               8.4
## 1944                   3.7           89                   7.7               6.4
## 1945                   5.0           89                   8.4               9.7
## 1946                   9.6           89                  10.0               7.2
## 1947                   9.6           92                  17.7               6.8
## 1948                  10.5           90                   8.0               7.5
## 1949                   9.8           78                  16.0               9.2
## 1950                   8.0           82                   8.0               9.4
## 1951                  15.4           85                  27.4               7.5
## 1952                   3.3           90                  14.1               8.7
## 1953                  11.1           93                  15.7               7.7
## 1954                  16.5           76                  10.0               7.9
## 1955                  13.5           96                  51.4               6.5
## 1956                   6.6           92                  29.9               9.4
## 1957                  12.5           76                  15.2               6.4
## 1958                   9.6           85                  22.3               8.9
## 1959                  17.0           85                  17.9               6.1
## 1960                   4.0           94                  87.5               9.3
## 1961                  16.3           90                  18.5               8.6
## 1962                   3.6           91                  33.7               9.2
## 1963                  10.1           68                   7.0               7.8
## 1964                   9.2           94                  81.2               6.8
## 1965                  13.8           93                  43.6               9.3
## 1966                  15.8           96                  65.8               7.1
## 1967                   8.0           78                  29.0               6.8
## 1968                  11.3           85                   9.4               7.0
## 1969                   9.2           91                  78.1               7.0
## 1970                  11.9           93                  35.7               9.2
## 1971                  17.0           96                  61.9               6.7
## 1972                  14.8           84                   8.8               7.4
## 1973                  14.8           88                  14.4               9.5
## 1974                   8.3           80                  11.6               9.3
## 1975                  16.0           95                  63.7               9.6
## 1976                  15.1           93                  31.9               6.9
## 1977                  14.0           78                   6.6               7.3
## 1978                   8.7           95                  67.4               7.8
## 1979                  15.9           96                  73.0               6.8
## 1980                  15.4           96                  60.7               6.8
## 1981                  12.1           95                  20.4               8.0
## 1982                   6.5           82                  16.4               8.3
## 1983                   8.4           90                   6.9               6.3
## 1984                   7.6           92                  77.8               7.2
## 1985                   8.2           97                  68.8               7.3
## 1986                  10.4           88                  15.8               7.4
## 1987                   4.0           87                  10.2               9.1
## 1988                  14.0           96                  78.0               9.5
## 1989                  15.1           95                  60.5               8.4
## 1990                   5.0           82                  23.0               6.2
## 1991                  17.3           95                  62.8               9.7
## 1992                  10.0           89                  22.4               7.2
## 1993                  12.1           96                  66.5               7.6
## 1994                   8.7           85                  15.3               8.0
## 1995                  14.7           88                  27.3               6.4
## 1996                  14.6           88                  14.3               9.0
## 1997                  14.6           85                  12.5               7.5
## 1998                  12.7           95                  20.8               7.8
## 1999                  15.8           78                  17.6               8.8
## 2000                   8.7           96                  24.0               8.0
## 2001                   8.7           89                  22.2               8.8
## 2002                   6.2           91                  59.5               9.6
## 2003                  10.0           89                  22.4               7.2
## 2004                   8.7           89                  22.2               8.8
## 2005                  14.1           88                   9.6               6.9
## 2006                  15.7           95                  19.6               7.7
## 2007                   4.3           89                  27.9               7.4
## 2008                   8.9           89                  22.6               7.2
## 2009                  11.9           96                  29.3               8.9
## 2010                  12.5           95                  37.1               6.9
## 2011                   9.2           95                  45.1               9.0
## 2012                  16.0           95                  24.9               7.1
## 2013                  12.0           72                  16.4               7.1
## 2014                  11.6           85                  15.4               7.1
## 2015                   4.5           82                  12.6               8.0
## 2016                  15.2           93                  18.9               8.5
## 2017                  17.8           95                  72.2               7.9
## 2018                   9.7           82                  16.5               7.8
## 2019                   8.7           95                  67.4               7.8
## 2020                  14.6           95                  65.8               6.2
## 2021                  13.1           72                  19.1               7.5
## 2022                  11.4           90                  20.3               7.6
## 2023                  10.7           90                  16.3               9.1
## 2024                  13.4           84                  24.9               9.0
## 2025                  15.8           95                  24.8               9.2
## 2026                  17.5           90                   7.1               6.9
## 2027                   5.0           90                  23.3               9.2
## 2028                  10.9           96                  58.5               8.8
## 2029                   7.9           89                  24.9               8.0
## 2030                   3.7           98                  86.2               9.7
## 2031                  15.1           93                  31.9               6.9
## 2032                   8.2           95                  27.3               9.7
## 2033                   8.9           87                  20.1               8.4
## 2034                  10.3           76                  27.6               8.6
## 2035                  15.1           84                  25.1               8.0
## 2036                  14.6           78                   6.7               8.5
## 2037                   9.0           72                  22.5               9.2
## 2038                  14.4           78                   8.1               6.1
## 2039                   4.8           98                  76.4               6.5
## 2040                   8.8           72                  16.2               7.9
## 2041                   8.7           72                  11.5               8.2
## 2042                   7.5           92                  84.7               6.2
## 2043                  13.0           88                  29.1               9.1
## 2044                   9.2           94                  81.2               6.8
## 2045                  12.7           90                   8.4               9.6
## 2046                  17.6           96                  62.1               6.6
## 2047                  17.6           80                  26.5               8.5
## 2048                  11.2           85                  13.6               7.4
## 2049                   8.7           93                  69.6               8.6
## 2050                  16.5           88                  22.7               7.5
## 2051                   8.3           90                  11.6               7.2
## 2052                   9.9           94                  59.8               8.0
## 2053                   8.4           93                  83.8               9.2
## 2054                  12.4           88                  11.3               8.9
## 2055                  14.3           95                  51.4               9.5
## 2056                  12.1           96                  66.5               7.6
## 2057                  14.6           95                  65.8               6.2
## 2058                   4.5           82                  16.0               8.6
## 2059                   8.2           95                  46.2               7.5
## 2060                   3.1           92                  34.6               7.3
## 2061                   9.3           89                  14.7               7.0
## 2062                   7.6           94                  82.4               9.4
## 2063                   7.0           89                  11.1               8.1
## 2064                  14.3           95                  56.4               9.4
## 2065                   4.5           98                  77.7               9.0
## 2066                   8.8           95                  34.8               8.0
## 2067                  12.9           97                  46.9               7.1
## 2068                  10.3           95                  79.3               9.3
## 2069                   5.8           82                  17.0               9.5
## 2070                  13.8           85                  20.1               8.4
## 2071                   7.7           87                  24.1               7.6
## 2072                  16.5           72                  12.5               6.8
## 2073                   4.8           90                  19.6               8.7
## 2074                   9.7           76                  19.7               6.6
## 2075                   5.1           92                  33.0               9.5
## 2076                   3.1           98                  71.4               8.9
## 2077                   8.2           87                  25.3               9.5
## 2078                   7.5           91                  72.2               9.0
## 2079                   4.0           98                  60.0               7.8
## 2080                  13.5           85                   8.6               9.4
## 2081                  12.4           88                  11.3               8.9
## 2082                   3.7           90                  15.4               9.8
## 2083                  14.9           84                  15.4               9.2
## 2084                   7.4           90                   5.3               9.7
## 2085                  16.6           84                   7.5               8.1
## 2086                  15.5           97                  67.1               8.7
## 2087                  11.2           95                  40.2               9.7
## 2088                   8.2           97                  68.8               7.3
## 2089                  11.3           95                  52.1               7.9
## 2090                  15.2           68                  17.2               6.4
## 2091                  14.7           90                  13.1               6.7
## 2092                   7.5           92                  83.3               7.4
## 2093                  18.0           96                  68.8               6.3
## 2094                   7.8           87                  28.0               6.9
## 2095                  16.3           88                   9.2               8.8
## 2096                   5.1           92                  72.2               8.8
## 2097                   5.8           89                  21.2               8.7
##      posting_year posting_month is_senior is_remote_friendly is_llm_role
## 1            2026             3         1                  0           1
## 2            2026             1         1                  1           1
## 3            2026             1         1                  1           1
## 4            2026             3         1                  1           0
## 5            2026             1         1                  1           0
## 6            2026             1         0                  0           1
## 7            2026             1         0                  1           0
## 8            2025             9         0                  1           0
## 9            2025             8         0                  1           0
## 10           2025             2         0                  0           1
## 11           2026             2         0                  0           0
## 12           2025             3         0                  1           1
## 13           2026             2         0                  0           0
## 14           2026             3         0                  1           0
## 15           2026             1         1                  1           1
## 16           2025             3         0                  1           1
## 17           2026             3         0                  1           0
## 18           2025            11         0                  0           1
## 19           2025            10         1                  1           0
## 20           2026             2         1                  1           0
## 21           2025             2         1                  0           0
## 22           2026             3         1                  0           0
## 23           2026             3         1                  0           0
## 24           2025             3         1                  1           1
## 25           2026             3         0                  1           0
## 26           2025             7         1                  1           0
## 27           2025            11         0                  1           0
## 28           2026             1         0                  1           0
## 29           2025             7         1                  1           0
## 30           2025             8         1                  1           0
## 31           2026             1         1                  0           0
## 32           2025            12         1                  1           0
## 33           2025             5         0                  1           0
## 34           2026             2         0                  1           0
## 35           2026             1         1                  1           0
## 36           2025             3         1                  1           0
## 37           2025            11         1                  1           0
## 38           2025            11         1                  1           0
## 39           2026             1         1                  1           0
## 40           2026             1         1                  1           0
## 41           2026             2         0                  1           0
## 42           2025             7         0                  1           0
## 43           2026             1         1                  1           0
## 44           2026             3         1                  1           0
## 45           2026             2         0                  1           0
## 46           2026             2         0                  1           1
## 47           2026             3         1                  1           0
## 48           2025             3         0                  1           0
## 49           2025            11         1                  0           0
## 50           2025             9         1                  0           0
## 51           2026             3         1                  1           0
## 52           2026             2         1                  0           1
## 53           2025             1         0                  0           0
## 54           2026             1         0                  1           0
## 55           2026             3         0                  1           0
## 56           2025            12         1                  1           1
## 57           2026             1         0                  1           0
## 58           2026             3         0                  1           0
## 59           2025             3         0                  1           0
## 60           2026             2         0                  1           0
## 61           2026             3         0                  1           0
## 62           2026             2         0                  0           0
## 63           2025             5         0                  1           0
## 64           2025             2         0                  1           0
## 65           2026             3         0                  1           0
## 66           2025             6         1                  1           0
## 67           2025            10         1                  0           0
## 68           2025             3         1                  0           0
## 69           2026             3         0                  1           0
## 70           2025            11         0                  1           0
## 71           2025             6         0                  1           0
## 72           2026             3         1                  0           0
## 73           2025             7         0                  1           1
## 74           2026             3         0                  1           0
## 75           2026             1         0                  1           0
## 76           2026             2         1                  1           0
## 77           2025             6         1                  1           0
## 78           2025             3         0                  0           1
## 79           2025             5         1                  0           0
## 80           2026             3         1                  1           0
## 81           2026             2         0                  0           0
## 82           2025             6         0                  1           0
## 83           2025             1         1                  1           0
## 84           2026             2         1                  1           0
## 85           2025            10         0                  1           0
## 86           2025             1         1                  1           1
## 87           2025             9         1                  1           0
## 88           2025             9         0                  0           0
## 89           2026             3         1                  1           0
## 90           2026             2         1                  0           1
## 91           2026             3         1                  1           0
## 92           2026             3         1                  1           0
## 93           2026             1         0                  1           1
## 94           2025             5         0                  1           0
## 95           2026             1         0                  1           0
## 96           2025            11         1                  1           0
## 97           2026             1         1                  0           1
## 98           2025            12         0                  1           0
## 99           2026             1         0                  1           0
## 100          2026             1         1                  0           0
## 101          2025             1         1                  0           0
## 102          2026             1         1                  1           0
## 103          2025            12         0                  1           0
## 104          2026             2         1                  1           0
## 105          2025             6         1                  1           1
## 106          2025             1         1                  1           1
## 107          2026             2         1                  1           0
## 108          2026             2         1                  0           0
## 109          2026             1         1                  1           0
## 110          2026             1         0                  1           0
## 111          2026             1         0                  0           0
## 112          2026             2         1                  1           0
## 113          2026             2         0                  1           0
## 114          2026             3         1                  1           0
## 115          2025             3         1                  0           1
## 116          2026             3         1                  1           1
## 117          2026             3         0                  1           0
## 118          2026             2         0                  1           0
## 119          2026             2         0                  0           0
## 120          2026             1         1                  0           0
## 121          2025            11         0                  1           0
## 122          2026             2         1                  1           0
## 123          2026             1         0                  0           0
## 124          2026             3         1                  1           1
## 125          2026             2         1                  0           0
## 126          2026             1         1                  1           1
## 127          2026             3         1                  1           1
## 128          2025             2         0                  1           0
## 129          2026             3         1                  1           0
## 130          2026             1         0                  1           0
## 131          2025             9         1                  1           1
## 132          2026             1         1                  1           0
## 133          2025             4         1                  1           1
## 134          2026             1         0                  1           0
## 135          2026             1         0                  0           1
## 136          2025             7         0                  1           0
## 137          2025             1         0                  1           0
## 138          2026             3         1                  1           0
## 139          2026             3         1                  1           0
## 140          2025             5         0                  1           0
## 141          2026             3         0                  0           0
## 142          2025             5         0                  1           1
## 143          2026             3         1                  0           0
## 144          2026             2         1                  0           0
## 145          2025             4         0                  1           1
## 146          2026             1         0                  0           0
## 147          2025             4         0                  0           0
## 148          2026             3         1                  0           0
## 149          2026             1         1                  1           1
## 150          2026             2         1                  1           0
## 151          2025            12         1                  1           0
## 152          2025            10         0                  0           0
## 153          2026             2         0                  1           0
## 154          2026             1         1                  0           1
## 155          2026             2         0                  1           0
## 156          2026             3         0                  1           0
## 157          2026             2         1                  1           0
## 158          2025             9         0                  1           0
## 159          2025             1         1                  1           1
## 160          2025             2         1                  1           1
## 161          2026             2         0                  1           0
## 162          2025             7         0                  1           0
## 163          2026             1         1                  1           0
## 164          2025             9         1                  1           0
## 165          2025            10         0                  1           0
## 166          2025            11         1                  1           0
## 167          2026             3         0                  1           1
## 168          2026             1         1                  1           0
## 169          2026             2         1                  1           0
## 170          2025             5         0                  1           0
## 171          2026             3         0                  0           0
## 172          2026             3         0                  1           0
## 173          2025             9         1                  1           1
## 174          2025             3         0                  0           0
## 175          2025            11         0                  1           0
## 176          2025            12         1                  0           1
## 177          2026             2         0                  0           1
## 178          2026             3         0                  1           0
## 179          2026             3         1                  0           0
## 180          2026             3         0                  1           1
## 181          2026             1         0                  1           0
## 182          2026             1         1                  1           0
## 183          2025            11         0                  1           1
## 184          2026             1         1                  0           0
## 185          2026             1         1                  1           1
## 186          2026             2         1                  1           1
## 187          2026             2         0                  1           0
## 188          2026             1         0                  1           1
## 189          2026             1         1                  1           1
## 190          2025            12         0                  1           1
## 191          2025             4         1                  1           0
## 192          2025             2         1                  1           0
## 193          2026             3         1                  0           1
## 194          2026             2         1                  0           0
## 195          2025             8         1                  1           1
## 196          2025            12         1                  0           1
## 197          2026             2         1                  1           1
## 198          2026             3         0                  0           0
## 199          2026             2         1                  1           0
## 200          2026             2         0                  1           0
## 201          2025            12         1                  0           1
## 202          2026             3         0                  1           0
## 203          2026             3         0                  1           0
## 204          2025             7         0                  1           0
## 205          2026             3         0                  1           0
## 206          2025             7         0                  1           0
## 207          2026             3         0                  1           0
## 208          2026             2         1                  1           1
## 209          2026             2         0                  1           0
## 210          2026             3         0                  1           0
## 211          2026             3         1                  1           1
## 212          2026             2         1                  0           0
## 213          2025             3         0                  0           0
## 214          2026             1         0                  1           1
## 215          2025             6         0                  1           0
## 216          2025             2         1                  0           0
## 217          2026             3         0                  1           0
## 218          2026             2         1                  1           0
## 219          2025            12         1                  1           0
## 220          2025             9         0                  1           0
## 221          2026             2         0                  1           0
## 222          2026             2         1                  1           1
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## 1781         2025             7         1                  1           0
## 1782         2026             1         0                  1           0
## 1783         2025             5         1                  0           0
## 1784         2026             1         1                  1           1
## 1785         2026             1         1                  1           1
## 1786         2025             2         1                  1           0
## 1787         2025             9         0                  1           0
## 1788         2026             3         1                  0           0
## 1789         2026             2         0                  1           0
## 1790         2025             6         1                  0           0
## 1791         2026             2         0                  1           0
## 1792         2025             6         0                  1           1
## 1793         2026             2         0                  0           1
## 1794         2026             2         1                  1           0
## 1795         2025             8         0                  1           0
## 1796         2026             3         1                  1           1
## 1797         2025            12         0                  1           0
## 1798         2026             2         0                  1           0
## 1799         2025             2         0                  1           0
## 1800         2025             2         1                  0           1
## 1801         2026             1         1                  1           0
## 1802         2025            12         0                  1           0
## 1803         2025             1         1                  1           1
## 1804         2026             2         1                  0           0
## 1805         2026             3         1                  1           0
## 1806         2026             1         1                  1           1
## 1807         2026             2         1                  0           1
## 1808         2026             3         0                  1           0
## 1809         2026             2         1                  0           1
## 1810         2026             2         1                  1           0
## 1811         2026             1         0                  1           1
## 1812         2025             2         0                  1           0
## 1813         2026             3         1                  1           1
## 1814         2026             3         0                  1           0
## 1815         2026             1         1                  0           0
## 1816         2026             1         0                  1           0
## 1817         2026             1         1                  1           0
## 1818         2026             3         0                  0           1
## 1819         2026             1         0                  1           0
## 1820         2026             1         1                  1           0
## 1821         2026             1         0                  1           0
## 1822         2025             9         1                  1           0
## 1823         2025            10         0                  1           0
## 1824         2026             1         1                  1           1
## 1825         2025            10         0                  1           0
## 1826         2025            10         0                  1           0
## 1827         2025            11         1                  1           0
## 1828         2026             3         0                  1           0
## 1829         2026             3         1                  1           0
## 1830         2026             2         1                  1           1
## 1831         2025            12         1                  1           0
## 1832         2026             1         1                  1           1
## 1833         2026             2         0                  1           0
## 1834         2025            11         0                  1           0
## 1835         2026             1         1                  1           0
## 1836         2025            11         0                  1           0
## 1837         2025             1         0                  0           0
## 1838         2026             3         0                  1           0
## 1839         2025             2         1                  0           1
## 1840         2025             9         0                  0           0
## 1841         2025             3         0                  0           1
## 1842         2026             2         0                  0           0
## 1843         2025            11         1                  1           0
## 1844         2026             3         0                  1           0
## 1845         2026             1         1                  0           0
## 1846         2026             2         0                  1           0
## 1847         2026             1         1                  0           1
## 1848         2025             7         0                  1           0
## 1849         2026             1         0                  0           0
## 1850         2026             3         1                  1           0
## 1851         2026             2         0                  0           1
## 1852         2026             1         1                  1           0
## 1853         2026             1         1                  0           0
## 1854         2026             3         1                  1           1
## 1855         2026             1         1                  1           0
## 1856         2025             2         1                  1           1
## 1857         2026             3         0                  1           0
## 1858         2025            10         0                  1           1
## 1859         2026             1         0                  0           0
## 1860         2026             2         0                  1           0
## 1861         2026             2         1                  1           0
## 1862         2025             7         1                  1           0
## 1863         2026             3         0                  1           1
## 1864         2026             2         0                  0           0
## 1865         2026             3         0                  1           1
## 1866         2026             1         0                  1           0
## 1867         2025             5         0                  1           1
## 1868         2026             2         0                  1           0
## 1869         2026             3         1                  1           0
## 1870         2026             3         1                  1           1
## 1871         2026             2         0                  1           0
## 1872         2026             1         0                  1           1
## 1873         2026             1         1                  1           0
## 1874         2026             2         0                  0           0
## 1875         2025            12         0                  1           0
## 1876         2025             1         1                  1           1
## 1877         2026             2         1                  1           0
## 1878         2025            10         0                  1           1
## 1879         2026             2         0                  1           0
## 1880         2026             2         0                  0           1
## 1881         2026             2         0                  1           0
## 1882         2025             4         1                  1           0
## 1883         2025             7         1                  1           0
## 1884         2026             3         1                  1           1
## 1885         2025            10         1                  1           1
## 1886         2026             2         1                  0           0
## 1887         2026             3         1                  1           0
## 1888         2026             2         0                  0           1
## 1889         2026             2         1                  0           0
## 1890         2025             2         1                  1           0
## 1891         2025             8         1                  0           0
## 1892         2026             2         0                  1           0
## 1893         2026             1         0                  1           1
## 1894         2025             5         1                  1           0
## 1895         2025             4         0                  1           0
## 1896         2026             1         1                  1           0
## 1897         2026             2         1                  1           1
## 1898         2026             3         0                  1           0
## 1899         2026             1         0                  1           0
## 1900         2026             2         1                  0           1
## 1901         2025             5         1                  1           0
## 1902         2026             1         0                  1           0
## 1903         2026             2         0                  0           0
## 1904         2026             2         0                  0           1
## 1905         2026             1         1                  1           0
## 1906         2026             1         1                  0           1
## 1907         2025             5         0                  0           1
## 1908         2025             6         0                  0           0
## 1909         2025             4         0                  1           0
## 1910         2026             3         1                  1           0
## 1911         2026             3         0                  0           0
## 1912         2026             3         1                  1           0
## 1913         2025             6         1                  1           0
## 1914         2025             8         1                  1           0
## 1915         2026             2         0                  1           0
## 1916         2026             2         0                  1           0
## 1917         2025             2         0                  1           0
## 1918         2026             1         0                  1           0
## 1919         2026             2         1                  1           1
## 1920         2026             3         0                  1           0
## 1921         2025             1         0                  0           0
## 1922         2025            11         1                  0           0
## 1923         2025             7         1                  1           0
## 1924         2026             3         0                  0           1
## 1925         2026             3         1                  1           1
## 1926         2026             2         1                  1           0
## 1927         2026             2         1                  1           1
## 1928         2025            12         0                  0           0
## 1929         2026             2         1                  1           0
## 1930         2026             2         1                  1           0
## 1931         2026             2         1                  0           0
## 1932         2026             3         0                  1           0
## 1933         2026             1         0                  1           0
## 1934         2026             3         0                  1           0
## 1935         2026             1         0                  1           0
## 1936         2025             1         1                  1           0
## 1937         2026             3         0                  1           0
## 1938         2026             3         0                  1           0
## 1939         2026             1         1                  1           1
## 1940         2026             2         1                  1           0
## 1941         2026             3         1                  0           0
## 1942         2026             3         0                  1           0
## 1943         2025             6         0                  1           0
## 1944         2026             3         0                  1           0
## 1945         2026             3         0                  1           0
## 1946         2026             2         0                  1           0
## 1947         2026             1         0                  1           0
## 1948         2025            10         1                  1           0
## 1949         2026             3         0                  1           0
## 1950         2026             3         1                  1           1
## 1951         2026             2         1                  1           0
## 1952         2026             3         0                  1           0
## 1953         2025            12         0                  0           0
## 1954         2026             2         0                  0           0
## 1955         2026             2         1                  1           0
## 1956         2026             2         1                  0           0
## 1957         2026             3         0                  1           0
## 1958         2026             3         1                  1           0
## 1959         2025             5         0                  1           0
## 1960         2026             1         1                  1           1
## 1961         2026             2         1                  0           0
## 1962         2026             3         1                  0           0
## 1963         2026             1         0                  1           0
## 1964         2026             3         0                  0           1
## 1965         2025            11         0                  1           0
## 1966         2025            11         0                  1           0
## 1967         2026             1         1                  1           0
## 1968         2025            11         1                  1           0
## 1969         2026             2         0                  1           0
## 1970         2026             1         0                  1           0
## 1971         2025            12         0                  0           1
## 1972         2025             1         1                  1           0
## 1973         2026             2         0                  0           0
## 1974         2025             2         0                  1           0
## 1975         2025             2         0                  1           0
## 1976         2025             2         0                  0           0
## 1977         2026             1         0                  1           0
## 1978         2026             3         0                  1           1
## 1979         2026             1         0                  1           0
## 1980         2026             2         1                  1           1
## 1981         2025             5         0                  1           1
## 1982         2025            11         0                  1           1
## 1983         2025            12         1                  1           0
## 1984         2026             3         0                  0           0
## 1985         2026             3         0                  1           0
## 1986         2025            12         1                  1           0
## 1987         2026             1         0                  1           0
## 1988         2025             6         0                  1           0
## 1989         2026             3         1                  1           0
## 1990         2026             3         0                  1           1
## 1991         2026             1         0                  1           1
## 1992         2026             3         1                  1           0
## 1993         2026             2         1                  0           1
## 1994         2026             2         0                  0           0
## 1995         2025             8         0                  0           0
## 1996         2025             6         1                  0           0
## 1997         2025            12         0                  1           0
## 1998         2026             3         1                  1           1
## 1999         2026             3         1                  1           0
## 2000         2026             2         1                  1           1
## 2001         2026             1         0                  0           0
## 2002         2025             5         0                  1           0
## 2003         2026             3         1                  1           0
## 2004         2026             1         0                  0           0
## 2005         2026             3         0                  1           0
## 2006         2026             2         1                  1           0
## 2007         2025             2         0                  1           0
## 2008         2026             1         0                  1           0
## 2009         2026             1         1                  1           0
## 2010         2025             5         1                  0           1
## 2011         2026             2         0                  1           0
## 2012         2026             1         1                  1           1
## 2013         2026             3         0                  1           0
## 2014         2026             1         1                  1           0
## 2015         2026             3         0                  1           1
## 2016         2026             3         1                  1           0
## 2017         2026             2         1                  0           1
## 2018         2026             1         0                  1           1
## 2019         2026             3         0                  1           1
## 2020         2026             2         0                  1           0
## 2021         2026             1         0                  1           0
## 2022         2026             2         0                  1           0
## 2023         2026             1         1                  1           0
## 2024         2025             6         0                  1           0
## 2025         2026             3         0                  0           1
## 2026         2026             2         1                  1           0
## 2027         2026             3         1                  1           0
## 2028         2025             9         1                  1           0
## 2029         2026             2         1                  1           0
## 2030         2026             2         0                  1           1
## 2031         2025             2         0                  0           0
## 2032         2026             1         1                  1           0
## 2033         2026             3         0                  0           0
## 2034         2026             2         1                  0           0
## 2035         2025             9         0                  0           0
## 2036         2025             7         1                  1           0
## 2037         2026             3         0                  1           0
## 2038         2025            10         0                  1           0
## 2039         2026             2         1                  1           1
## 2040         2026             1         0                  1           0
## 2041         2025             9         0                  0           0
## 2042         2025            11         0                  1           0
## 2043         2026             1         1                  1           0
## 2044         2026             3         0                  0           1
## 2045         2025             5         0                  1           0
## 2046         2025             5         0                  1           0
## 2047         2025             5         0                  1           0
## 2048         2026             1         0                  0           0
## 2049         2026             3         0                  1           0
## 2050         2026             2         1                  1           0
## 2051         2026             2         1                  1           0
## 2052         2026             3         1                  1           1
## 2053         2026             3         0                  1           0
## 2054         2026             1         1                  1           0
## 2055         2026             3         0                  1           1
## 2056         2026             2         1                  0           1
## 2057         2026             2         0                  1           0
## 2058         2026             3         1                  0           1
## 2059         2026             3         1                  1           0
## 2060         2026             3         1                  1           0
## 2061         2025            11         1                  1           0
## 2062         2025             9         0                  1           1
## 2063         2026             2         1                  0           0
## 2064         2025             9         1                  0           0
## 2065         2026             2         1                  0           1
## 2066         2026             1         0                  0           1
## 2067         2026             1         0                  1           0
## 2068         2025             9         1                  1           1
## 2069         2025            12         1                  1           1
## 2070         2025             3         0                  0           0
## 2071         2026             1         1                  1           0
## 2072         2025             1         0                  1           0
## 2073         2026             2         1                  1           0
## 2074         2025            12         0                  1           0
## 2075         2026             1         1                  1           0
## 2076         2026             3         0                  1           1
## 2077         2025             3         0                  0           0
## 2078         2025             7         0                  1           0
## 2079         2026             3         1                  0           1
## 2080         2025             6         0                  1           0
## 2081         2026             1         1                  1           0
## 2082         2025             4         1                  1           0
## 2083         2026             2         0                  0           0
## 2084         2026             1         0                  0           0
## 2085         2025             2         1                  1           0
## 2086         2026             1         1                  1           0
## 2087         2026             2         0                  1           0
## 2088         2026             3         0                  1           0
## 2089         2026             2         1                  1           1
## 2090         2026             3         0                  0           0
## 2091         2025             3         0                  0           0
## 2092         2026             1         1                  1           0
## 2093         2026             2         0                  0           1
## 2094         2026             3         1                  0           0
## 2095         2025             3         1                  1           0
## 2096         2025            10         1                  1           0
## 2097         2026             1         1                  1           0
##                salary_tier salary_level
## 1       Senior ($200-300k)         High
## 2    Upper-Mid ($150-200k)         High
## 3           Elite (>$300k)         High
## 4    Upper-Mid ($150-200k)         High
## 5       Senior ($200-300k)         High
## 6    Upper-Mid ($150-200k)         High
## 7    Upper-Mid ($150-200k)         High
## 8       Senior ($200-300k)         High
## 9          Mid ($100-150k)         High
## 10          Entry (<$100k)       Medium
## 11   Upper-Mid ($150-200k)         High
## 12         Mid ($100-150k)       Medium
## 13   Upper-Mid ($150-200k)         High
## 14   Upper-Mid ($150-200k)         High
## 15      Senior ($200-300k)         High
## 16   Upper-Mid ($150-200k)         High
## 17         Mid ($100-150k)         High
## 18   Upper-Mid ($150-200k)         High
## 19      Senior ($200-300k)         High
## 20   Upper-Mid ($150-200k)         High
## 21          Elite (>$300k)         High
## 22      Senior ($200-300k)         High
## 23      Senior ($200-300k)         High
## 24      Senior ($200-300k)         High
## 25         Mid ($100-150k)         High
## 26         Mid ($100-150k)         High
## 27   Upper-Mid ($150-200k)         High
## 28      Senior ($200-300k)         High
## 29      Senior ($200-300k)         High
## 30      Senior ($200-300k)         High
## 31          Elite (>$300k)         High
## 32      Senior ($200-300k)         High
## 33         Mid ($100-150k)         High
## 34   Upper-Mid ($150-200k)         High
## 35      Senior ($200-300k)         High
## 36      Senior ($200-300k)         High
## 37         Mid ($100-150k)         High
## 38          Entry (<$100k)       Medium
## 39   Upper-Mid ($150-200k)         High
## 40      Senior ($200-300k)         High
## 41   Upper-Mid ($150-200k)         High
## 42         Mid ($100-150k)         High
## 43   Upper-Mid ($150-200k)         High
## 44      Senior ($200-300k)         High
## 45      Senior ($200-300k)         High
## 46   Upper-Mid ($150-200k)         High
## 47         Mid ($100-150k)         High
## 48   Upper-Mid ($150-200k)         High
## 49      Senior ($200-300k)         High
## 50      Senior ($200-300k)         High
## 51   Upper-Mid ($150-200k)         High
## 52      Senior ($200-300k)         High
## 53   Upper-Mid ($150-200k)         High
## 54   Upper-Mid ($150-200k)         High
## 55         Mid ($100-150k)       Medium
## 56          Elite (>$300k)         High
## 57   Upper-Mid ($150-200k)         High
## 58         Mid ($100-150k)         High
## 59   Upper-Mid ($150-200k)         High
## 60          Entry (<$100k)       Medium
## 61         Mid ($100-150k)         High
## 62         Mid ($100-150k)         High
## 63   Upper-Mid ($150-200k)         High
## 64      Senior ($200-300k)         High
## 65         Mid ($100-150k)         High
## 66      Senior ($200-300k)         High
## 67   Upper-Mid ($150-200k)         High
## 68          Elite (>$300k)         High
## 69   Upper-Mid ($150-200k)         High
## 70   Upper-Mid ($150-200k)         High
## 71         Mid ($100-150k)         High
## 72   Upper-Mid ($150-200k)         High
## 73   Upper-Mid ($150-200k)         High
## 74          Entry (<$100k)       Medium
## 75         Mid ($100-150k)         High
## 76      Senior ($200-300k)         High
## 77      Senior ($200-300k)         High
## 78         Mid ($100-150k)         High
## 79      Senior ($200-300k)         High
## 80   Upper-Mid ($150-200k)         High
## 81   Upper-Mid ($150-200k)         High
## 82         Mid ($100-150k)         High
## 83   Upper-Mid ($150-200k)         High
## 84          Elite (>$300k)         High
## 85      Senior ($200-300k)         High
## 86         Mid ($100-150k)         High
## 87          Elite (>$300k)         High
## 88   Upper-Mid ($150-200k)         High
## 89      Senior ($200-300k)         High
## 90          Elite (>$300k)         High
## 91   Upper-Mid ($150-200k)         High
## 92          Elite (>$300k)         High
## 93   Upper-Mid ($150-200k)         High
## 94      Senior ($200-300k)         High
## 95         Mid ($100-150k)         High
## 96      Senior ($200-300k)         High
## 97      Senior ($200-300k)         High
## 98         Mid ($100-150k)         High
## 99      Senior ($200-300k)         High
## 100     Senior ($200-300k)         High
## 101     Senior ($200-300k)         High
## 102     Senior ($200-300k)         High
## 103        Mid ($100-150k)         High
## 104  Upper-Mid ($150-200k)         High
## 105     Senior ($200-300k)         High
## 106         Elite (>$300k)         High
## 107     Senior ($200-300k)         High
## 108     Senior ($200-300k)         High
## 109         Elite (>$300k)         High
## 110  Upper-Mid ($150-200k)         High
## 111     Senior ($200-300k)         High
## 112     Senior ($200-300k)         High
## 113  Upper-Mid ($150-200k)         High
## 114        Mid ($100-150k)         High
## 115         Elite (>$300k)         High
## 116     Senior ($200-300k)         High
## 117  Upper-Mid ($150-200k)         High
## 118        Mid ($100-150k)         High
## 119     Senior ($200-300k)         High
## 120     Senior ($200-300k)         High
## 121        Mid ($100-150k)         High
## 122        Mid ($100-150k)         High
## 123        Mid ($100-150k)         High
## 124        Mid ($100-150k)         High
## 125        Mid ($100-150k)         High
## 126         Elite (>$300k)         High
## 127         Elite (>$300k)         High
## 128     Senior ($200-300k)         High
## 129        Mid ($100-150k)         High
## 130  Upper-Mid ($150-200k)         High
## 131     Senior ($200-300k)         High
## 132     Senior ($200-300k)         High
## 133  Upper-Mid ($150-200k)         High
## 134        Mid ($100-150k)         High
## 135  Upper-Mid ($150-200k)         High
## 136        Mid ($100-150k)         High
## 137        Mid ($100-150k)         High
## 138     Senior ($200-300k)         High
## 139         Elite (>$300k)         High
## 140     Senior ($200-300k)         High
## 141  Upper-Mid ($150-200k)         High
## 142        Mid ($100-150k)       Medium
## 143         Elite (>$300k)         High
## 144  Upper-Mid ($150-200k)         High
## 145  Upper-Mid ($150-200k)         High
## 146  Upper-Mid ($150-200k)         High
## 147  Upper-Mid ($150-200k)         High
## 148     Senior ($200-300k)         High
## 149     Senior ($200-300k)         High
## 150     Senior ($200-300k)         High
## 151         Elite (>$300k)         High
## 152     Senior ($200-300k)         High
## 153  Upper-Mid ($150-200k)         High
## 154     Senior ($200-300k)         High
## 155        Mid ($100-150k)         High
## 156        Mid ($100-150k)         High
## 157         Elite (>$300k)         High
## 158  Upper-Mid ($150-200k)         High
## 159         Elite (>$300k)         High
## 160     Senior ($200-300k)         High
## 161  Upper-Mid ($150-200k)         High
## 162        Mid ($100-150k)         High
## 163  Upper-Mid ($150-200k)         High
## 164     Senior ($200-300k)         High
## 165  Upper-Mid ($150-200k)         High
## 166         Elite (>$300k)         High
## 167         Entry (<$100k)       Medium
## 168     Senior ($200-300k)         High
## 169        Mid ($100-150k)         High
## 170        Mid ($100-150k)         High
## 171  Upper-Mid ($150-200k)         High
## 172     Senior ($200-300k)         High
## 173  Upper-Mid ($150-200k)         High
## 174         Entry (<$100k)       Medium
## 175         Elite (>$300k)         High
## 176         Elite (>$300k)         High
## 177         Entry (<$100k)       Medium
## 178        Mid ($100-150k)         High
## 179     Senior ($200-300k)         High
## 180     Senior ($200-300k)         High
## 181  Upper-Mid ($150-200k)         High
## 182         Elite (>$300k)         High
## 183        Mid ($100-150k)         High
## 184     Senior ($200-300k)         High
## 185  Upper-Mid ($150-200k)         High
## 186  Upper-Mid ($150-200k)         High
## 187        Mid ($100-150k)         High
## 188  Upper-Mid ($150-200k)         High
## 189     Senior ($200-300k)         High
## 190     Senior ($200-300k)         High
## 191  Upper-Mid ($150-200k)         High
## 192     Senior ($200-300k)         High
## 193     Senior ($200-300k)         High
## 194         Elite (>$300k)         High
## 195  Upper-Mid ($150-200k)         High
## 196     Senior ($200-300k)         High
## 197     Senior ($200-300k)         High
## 198     Senior ($200-300k)         High
## 199     Senior ($200-300k)         High
## 200  Upper-Mid ($150-200k)         High
## 201         Elite (>$300k)         High
## 202        Mid ($100-150k)       Medium
## 203  Upper-Mid ($150-200k)         High
## 204  Upper-Mid ($150-200k)         High
## 205         Entry (<$100k)       Medium
## 206  Upper-Mid ($150-200k)         High
## 207  Upper-Mid ($150-200k)         High
## 208         Elite (>$300k)         High
## 209        Mid ($100-150k)         High
## 210  Upper-Mid ($150-200k)         High
## 211         Elite (>$300k)         High
## 212     Senior ($200-300k)         High
## 213  Upper-Mid ($150-200k)         High
## 214         Entry (<$100k)       Medium
## 215        Mid ($100-150k)       Medium
## 216     Senior ($200-300k)         High
## 217     Senior ($200-300k)         High
## 218     Senior ($200-300k)         High
## 219     Senior ($200-300k)         High
## 220  Upper-Mid ($150-200k)         High
## 221        Mid ($100-150k)         High
## 222         Entry (<$100k)       Medium
## 223        Mid ($100-150k)       Medium
## 224  Upper-Mid ($150-200k)         High
## 225        Mid ($100-150k)         High
## 226        Mid ($100-150k)         High
## 227     Senior ($200-300k)         High
## 228        Mid ($100-150k)         High
## 229  Upper-Mid ($150-200k)         High
## 230         Elite (>$300k)         High
## 231     Senior ($200-300k)         High
## 232  Upper-Mid ($150-200k)         High
## 233     Senior ($200-300k)         High
## 234        Mid ($100-150k)         High
## 235  Upper-Mid ($150-200k)         High
## 236        Mid ($100-150k)         High
## 237        Mid ($100-150k)         High
## 238        Mid ($100-150k)         High
## 239        Mid ($100-150k)         High
## 240  Upper-Mid ($150-200k)         High
## 241     Senior ($200-300k)         High
## 242  Upper-Mid ($150-200k)         High
## 243  Upper-Mid ($150-200k)         High
## 244        Mid ($100-150k)         High
## 245     Senior ($200-300k)         High
## 246     Senior ($200-300k)         High
## 247  Upper-Mid ($150-200k)         High
## 248        Mid ($100-150k)         High
## 249     Senior ($200-300k)         High
## 250        Mid ($100-150k)         High
## 251     Senior ($200-300k)         High
## 252         Elite (>$300k)         High
## 253         Elite (>$300k)         High
## 254         Entry (<$100k)       Medium
## 255         Elite (>$300k)         High
## 256         Elite (>$300k)         High
## 257        Mid ($100-150k)         High
## 258        Mid ($100-150k)       Medium
## 259        Mid ($100-150k)         High
## 260        Mid ($100-150k)         High
## 261        Mid ($100-150k)         High
## 262        Mid ($100-150k)         High
## 263     Senior ($200-300k)         High
## 264  Upper-Mid ($150-200k)         High
## 265        Mid ($100-150k)         High
## 266     Senior ($200-300k)         High
## 267  Upper-Mid ($150-200k)         High
## 268        Mid ($100-150k)         High
## 269        Mid ($100-150k)         High
## 270        Mid ($100-150k)         High
## 271        Mid ($100-150k)         High
## 272        Mid ($100-150k)         High
## 273        Mid ($100-150k)         High
## 274  Upper-Mid ($150-200k)         High
## 275         Entry (<$100k)       Medium
## 276  Upper-Mid ($150-200k)         High
## 277        Mid ($100-150k)         High
## 278     Senior ($200-300k)         High
## 279        Mid ($100-150k)       Medium
## 280     Senior ($200-300k)         High
## 281        Mid ($100-150k)         High
## 282        Mid ($100-150k)         High
## 283     Senior ($200-300k)         High
## 284        Mid ($100-150k)         High
## 285         Elite (>$300k)         High
## 286        Mid ($100-150k)         High
## 287     Senior ($200-300k)         High
## 288  Upper-Mid ($150-200k)         High
## 289  Upper-Mid ($150-200k)         High
## 290        Mid ($100-150k)         High
## 291  Upper-Mid ($150-200k)         High
## 292  Upper-Mid ($150-200k)         High
## 293  Upper-Mid ($150-200k)         High
## 294  Upper-Mid ($150-200k)         High
## 295     Senior ($200-300k)         High
## 296  Upper-Mid ($150-200k)         High
## 297     Senior ($200-300k)         High
## 298  Upper-Mid ($150-200k)         High
## 299         Elite (>$300k)         High
## 300         Elite (>$300k)         High
## 301     Senior ($200-300k)         High
## 302         Elite (>$300k)         High
## 303     Senior ($200-300k)         High
## 304     Senior ($200-300k)         High
## 305  Upper-Mid ($150-200k)         High
## 306        Mid ($100-150k)         High
## 307  Upper-Mid ($150-200k)         High
## 308        Mid ($100-150k)         High
## 309         Elite (>$300k)         High
## 310     Senior ($200-300k)         High
## 311  Upper-Mid ($150-200k)         High
## 312        Mid ($100-150k)         High
## 313  Upper-Mid ($150-200k)         High
## 314  Upper-Mid ($150-200k)         High
## 315  Upper-Mid ($150-200k)         High
## 316        Mid ($100-150k)       Medium
## 317     Senior ($200-300k)         High
## 318  Upper-Mid ($150-200k)         High
## 319     Senior ($200-300k)         High
## 320  Upper-Mid ($150-200k)         High
## 321         Entry (<$100k)       Medium
## 322     Senior ($200-300k)         High
## 323        Mid ($100-150k)         High
## 324     Senior ($200-300k)         High
## 325         Entry (<$100k)       Medium
## 326         Entry (<$100k)       Medium
## 327        Mid ($100-150k)       Medium
## 328        Mid ($100-150k)         High
## 329     Senior ($200-300k)         High
## 330         Elite (>$300k)         High
## 331  Upper-Mid ($150-200k)         High
## 332  Upper-Mid ($150-200k)         High
## 333  Upper-Mid ($150-200k)         High
## 334     Senior ($200-300k)         High
## 335  Upper-Mid ($150-200k)         High
## 336     Senior ($200-300k)         High
## 337  Upper-Mid ($150-200k)         High
## 338     Senior ($200-300k)         High
## 339  Upper-Mid ($150-200k)         High
## 340        Mid ($100-150k)         High
## 341     Senior ($200-300k)         High
## 342     Senior ($200-300k)         High
## 343     Senior ($200-300k)         High
## 344        Mid ($100-150k)       Medium
## 345        Mid ($100-150k)         High
## 346         Elite (>$300k)         High
## 347     Senior ($200-300k)         High
## 348         Entry (<$100k)       Medium
## 349  Upper-Mid ($150-200k)         High
## 350        Mid ($100-150k)         High
## 351  Upper-Mid ($150-200k)         High
## 352     Senior ($200-300k)         High
## 353         Elite (>$300k)         High
## 354  Upper-Mid ($150-200k)         High
## 355     Senior ($200-300k)         High
## 356     Senior ($200-300k)         High
## 357     Senior ($200-300k)         High
## 358     Senior ($200-300k)         High
## 359  Upper-Mid ($150-200k)         High
## 360  Upper-Mid ($150-200k)         High
## 361  Upper-Mid ($150-200k)         High
## 362  Upper-Mid ($150-200k)         High
## 363        Mid ($100-150k)       Medium
## 364        Mid ($100-150k)         High
## 365         Elite (>$300k)         High
## 366        Mid ($100-150k)       Medium
## 367     Senior ($200-300k)         High
## 368     Senior ($200-300k)         High
## 369        Mid ($100-150k)         High
## 370        Mid ($100-150k)         High
## 371  Upper-Mid ($150-200k)         High
## 372        Mid ($100-150k)         High
## 373     Senior ($200-300k)         High
## 374         Elite (>$300k)         High
## 375     Senior ($200-300k)         High
## 376        Mid ($100-150k)         High
## 377        Mid ($100-150k)         High
## 378        Mid ($100-150k)       Medium
## 379        Mid ($100-150k)         High
## 380        Mid ($100-150k)         High
## 381         Entry (<$100k)       Medium
## 382     Senior ($200-300k)         High
## 383     Senior ($200-300k)         High
## 384     Senior ($200-300k)         High
## 385     Senior ($200-300k)         High
## 386     Senior ($200-300k)         High
## 387        Mid ($100-150k)         High
## 388     Senior ($200-300k)         High
## 389  Upper-Mid ($150-200k)         High
## 390         Entry (<$100k)       Medium
## 391  Upper-Mid ($150-200k)         High
## 392         Elite (>$300k)         High
## 393  Upper-Mid ($150-200k)         High
## 394     Senior ($200-300k)         High
## 395  Upper-Mid ($150-200k)         High
## 396     Senior ($200-300k)         High
## 397     Senior ($200-300k)         High
## 398     Senior ($200-300k)         High
## 399     Senior ($200-300k)         High
## 400     Senior ($200-300k)         High
## 401     Senior ($200-300k)         High
## 402         Elite (>$300k)         High
## 403         Elite (>$300k)         High
## 404     Senior ($200-300k)         High
## 405     Senior ($200-300k)         High
## 406  Upper-Mid ($150-200k)         High
## 407     Senior ($200-300k)         High
## 408        Mid ($100-150k)       Medium
## 409        Mid ($100-150k)       Medium
## 410     Senior ($200-300k)         High
## 411        Mid ($100-150k)         High
## 412        Mid ($100-150k)         High
## 413     Senior ($200-300k)         High
## 414     Senior ($200-300k)         High
## 415         Elite (>$300k)         High
## 416     Senior ($200-300k)         High
## 417  Upper-Mid ($150-200k)         High
## 418     Senior ($200-300k)         High
## 419     Senior ($200-300k)         High
## 420     Senior ($200-300k)         High
## 421     Senior ($200-300k)         High
## 422     Senior ($200-300k)         High
## 423     Senior ($200-300k)         High
## 424         Elite (>$300k)         High
## 425         Entry (<$100k)       Medium
## 426         Elite (>$300k)         High
## 427     Senior ($200-300k)         High
## 428     Senior ($200-300k)         High
## 429         Elite (>$300k)         High
## 430  Upper-Mid ($150-200k)         High
## 431     Senior ($200-300k)         High
## 432        Mid ($100-150k)       Medium
## 433        Mid ($100-150k)         High
## 434  Upper-Mid ($150-200k)         High
## 435  Upper-Mid ($150-200k)         High
## 436         Entry (<$100k)       Medium
## 437        Mid ($100-150k)         High
## 438     Senior ($200-300k)         High
## 439         Elite (>$300k)         High
## 440  Upper-Mid ($150-200k)         High
## 441  Upper-Mid ($150-200k)         High
## 442  Upper-Mid ($150-200k)         High
## 443         Elite (>$300k)         High
## 444  Upper-Mid ($150-200k)         High
## 445  Upper-Mid ($150-200k)         High
## 446  Upper-Mid ($150-200k)         High
## 447     Senior ($200-300k)         High
## 448        Mid ($100-150k)         High
## 449     Senior ($200-300k)         High
## 450        Mid ($100-150k)         High
## 451        Mid ($100-150k)         High
## 452  Upper-Mid ($150-200k)         High
## 453  Upper-Mid ($150-200k)         High
## 454  Upper-Mid ($150-200k)         High
## 455  Upper-Mid ($150-200k)         High
## 456     Senior ($200-300k)         High
## 457        Mid ($100-150k)         High
## 458  Upper-Mid ($150-200k)         High
## 459  Upper-Mid ($150-200k)         High
## 460     Senior ($200-300k)         High
## 461        Mid ($100-150k)         High
## 462  Upper-Mid ($150-200k)         High
## 463        Mid ($100-150k)       Medium
## 464  Upper-Mid ($150-200k)         High
## 465        Mid ($100-150k)         High
## 466  Upper-Mid ($150-200k)         High
## 467     Senior ($200-300k)         High
## 468         Elite (>$300k)         High
## 469     Senior ($200-300k)         High
## 470     Senior ($200-300k)         High
## 471         Elite (>$300k)         High
## 472  Upper-Mid ($150-200k)         High
## 473     Senior ($200-300k)         High
## 474     Senior ($200-300k)         High
## 475     Senior ($200-300k)         High
## 476        Mid ($100-150k)         High
## 477        Mid ($100-150k)       Medium
## 478  Upper-Mid ($150-200k)         High
## 479         Entry (<$100k)       Medium
## 480     Senior ($200-300k)         High
## 481     Senior ($200-300k)         High
## 482     Senior ($200-300k)         High
## 483  Upper-Mid ($150-200k)         High
## 484  Upper-Mid ($150-200k)         High
## 485  Upper-Mid ($150-200k)         High
## 486        Mid ($100-150k)         High
## 487     Senior ($200-300k)         High
## 488         Entry (<$100k)       Medium
## 489     Senior ($200-300k)         High
## 490     Senior ($200-300k)         High
## 491     Senior ($200-300k)         High
## 492     Senior ($200-300k)         High
## 493     Senior ($200-300k)         High
## 494     Senior ($200-300k)         High
## 495         Entry (<$100k)       Medium
## 496        Mid ($100-150k)         High
## 497     Senior ($200-300k)         High
## 498  Upper-Mid ($150-200k)         High
## 499     Senior ($200-300k)         High
## 500     Senior ($200-300k)         High
## 501        Mid ($100-150k)         High
## 502     Senior ($200-300k)         High
## 503  Upper-Mid ($150-200k)         High
## 504        Mid ($100-150k)         High
## 505     Senior ($200-300k)         High
## 506     Senior ($200-300k)         High
## 507         Entry (<$100k)       Medium
## 508         Elite (>$300k)         High
## 509     Senior ($200-300k)         High
## 510     Senior ($200-300k)         High
## 511         Elite (>$300k)         High
## 512        Mid ($100-150k)         High
## 513     Senior ($200-300k)         High
## 514  Upper-Mid ($150-200k)         High
## 515  Upper-Mid ($150-200k)         High
## 516  Upper-Mid ($150-200k)         High
## 517        Mid ($100-150k)       Medium
## 518        Mid ($100-150k)       Medium
## 519  Upper-Mid ($150-200k)         High
## 520  Upper-Mid ($150-200k)         High
## 521     Senior ($200-300k)         High
## 522        Mid ($100-150k)         High
## 523        Mid ($100-150k)       Medium
## 524  Upper-Mid ($150-200k)         High
## 525  Upper-Mid ($150-200k)         High
## 526        Mid ($100-150k)         High
## 527  Upper-Mid ($150-200k)         High
## 528         Elite (>$300k)         High
## 529         Elite (>$300k)         High
## 530        Mid ($100-150k)         High
## 531        Mid ($100-150k)         High
## 532         Elite (>$300k)         High
## 533  Upper-Mid ($150-200k)         High
## 534     Senior ($200-300k)         High
## 535  Upper-Mid ($150-200k)         High
## 536     Senior ($200-300k)         High
## 537     Senior ($200-300k)         High
## 538  Upper-Mid ($150-200k)         High
## 539        Mid ($100-150k)         High
## 540     Senior ($200-300k)         High
## 541         Entry (<$100k)       Medium
## 542        Mid ($100-150k)         High
## 543     Senior ($200-300k)         High
## 544     Senior ($200-300k)         High
## 545     Senior ($200-300k)         High
## 546     Senior ($200-300k)         High
## 547  Upper-Mid ($150-200k)         High
## 548     Senior ($200-300k)         High
## 549        Mid ($100-150k)         High
## 550        Mid ($100-150k)         High
## 551  Upper-Mid ($150-200k)         High
## 552  Upper-Mid ($150-200k)         High
## 553     Senior ($200-300k)         High
## 554  Upper-Mid ($150-200k)         High
## 555     Senior ($200-300k)         High
## 556     Senior ($200-300k)         High
## 557        Mid ($100-150k)         High
## 558        Mid ($100-150k)         High
## 559  Upper-Mid ($150-200k)         High
## 560        Mid ($100-150k)         High
## 561        Mid ($100-150k)       Medium
## 562         Elite (>$300k)         High
## 563  Upper-Mid ($150-200k)         High
## 564     Senior ($200-300k)         High
## 565        Mid ($100-150k)         High
## 566        Mid ($100-150k)         High
## 567        Mid ($100-150k)         High
## 568     Senior ($200-300k)         High
## 569  Upper-Mid ($150-200k)         High
## 570         Elite (>$300k)         High
## 571  Upper-Mid ($150-200k)         High
## 572  Upper-Mid ($150-200k)         High
## 573  Upper-Mid ($150-200k)         High
## 574     Senior ($200-300k)         High
## 575        Mid ($100-150k)         High
## 576        Mid ($100-150k)         High
## 577     Senior ($200-300k)         High
## 578        Mid ($100-150k)       Medium
## 579  Upper-Mid ($150-200k)         High
## 580        Mid ($100-150k)         High
## 581     Senior ($200-300k)         High
## 582  Upper-Mid ($150-200k)         High
## 583        Mid ($100-150k)         High
## 584        Mid ($100-150k)         High
## 585     Senior ($200-300k)         High
## 586        Mid ($100-150k)         High
## 587         Elite (>$300k)         High
## 588        Mid ($100-150k)         High
## 589        Mid ($100-150k)         High
## 590     Senior ($200-300k)         High
## 591  Upper-Mid ($150-200k)         High
## 592  Upper-Mid ($150-200k)         High
## 593        Mid ($100-150k)       Medium
## 594         Elite (>$300k)         High
## 595     Senior ($200-300k)         High
## 596     Senior ($200-300k)         High
## 597        Mid ($100-150k)         High
## 598     Senior ($200-300k)         High
## 599  Upper-Mid ($150-200k)         High
## 600  Upper-Mid ($150-200k)         High
## 601        Mid ($100-150k)       Medium
## 602     Senior ($200-300k)         High
## 603         Elite (>$300k)         High
## 604        Mid ($100-150k)         High
## 605     Senior ($200-300k)         High
## 606     Senior ($200-300k)         High
## 607  Upper-Mid ($150-200k)         High
## 608     Senior ($200-300k)         High
## 609        Mid ($100-150k)         High
## 610     Senior ($200-300k)         High
## 611        Mid ($100-150k)       Medium
## 612         Elite (>$300k)         High
## 613     Senior ($200-300k)         High
## 614  Upper-Mid ($150-200k)         High
## 615     Senior ($200-300k)         High
## 616         Elite (>$300k)         High
## 617         Elite (>$300k)         High
## 618         Entry (<$100k)       Medium
## 619     Senior ($200-300k)         High
## 620        Mid ($100-150k)       Medium
## 621     Senior ($200-300k)         High
## 622         Elite (>$300k)         High
## 623        Mid ($100-150k)         High
## 624     Senior ($200-300k)         High
## 625     Senior ($200-300k)         High
## 626        Mid ($100-150k)         High
## 627  Upper-Mid ($150-200k)         High
## 628         Elite (>$300k)         High
## 629     Senior ($200-300k)         High
## 630  Upper-Mid ($150-200k)         High
## 631  Upper-Mid ($150-200k)         High
## 632     Senior ($200-300k)         High
## 633     Senior ($200-300k)         High
## 634  Upper-Mid ($150-200k)         High
## 635        Mid ($100-150k)         High
## 636  Upper-Mid ($150-200k)         High
## 637     Senior ($200-300k)         High
## 638  Upper-Mid ($150-200k)         High
## 639  Upper-Mid ($150-200k)         High
## 640        Mid ($100-150k)       Medium
## 641  Upper-Mid ($150-200k)         High
## 642        Mid ($100-150k)         High
## 643        Mid ($100-150k)         High
## 644        Mid ($100-150k)       Medium
## 645  Upper-Mid ($150-200k)         High
## 646        Mid ($100-150k)         High
## 647     Senior ($200-300k)         High
## 648         Elite (>$300k)         High
## 649        Mid ($100-150k)         High
## 650        Mid ($100-150k)         High
## 651     Senior ($200-300k)         High
## 652        Mid ($100-150k)         High
## 653        Mid ($100-150k)       Medium
## 654  Upper-Mid ($150-200k)         High
## 655     Senior ($200-300k)         High
## 656     Senior ($200-300k)         High
## 657  Upper-Mid ($150-200k)         High
## 658  Upper-Mid ($150-200k)         High
## 659  Upper-Mid ($150-200k)         High
## 660        Mid ($100-150k)         High
## 661         Elite (>$300k)         High
## 662  Upper-Mid ($150-200k)         High
## 663  Upper-Mid ($150-200k)         High
## 664  Upper-Mid ($150-200k)         High
## 665  Upper-Mid ($150-200k)         High
## 666         Entry (<$100k)       Medium
## 667        Mid ($100-150k)         High
## 668  Upper-Mid ($150-200k)         High
## 669     Senior ($200-300k)         High
## 670  Upper-Mid ($150-200k)         High
## 671        Mid ($100-150k)       Medium
## 672     Senior ($200-300k)         High
## 673     Senior ($200-300k)         High
## 674     Senior ($200-300k)         High
## 675  Upper-Mid ($150-200k)         High
## 676  Upper-Mid ($150-200k)         High
## 677     Senior ($200-300k)         High
## 678        Mid ($100-150k)         High
## 679     Senior ($200-300k)         High
## 680     Senior ($200-300k)         High
## 681     Senior ($200-300k)         High
## 682     Senior ($200-300k)         High
## 683        Mid ($100-150k)       Medium
## 684     Senior ($200-300k)         High
## 685  Upper-Mid ($150-200k)         High
## 686        Mid ($100-150k)       Medium
## 687     Senior ($200-300k)         High
## 688     Senior ($200-300k)         High
## 689     Senior ($200-300k)         High
## 690         Elite (>$300k)         High
## 691         Elite (>$300k)         High
## 692        Mid ($100-150k)         High
## 693         Entry (<$100k)       Medium
## 694     Senior ($200-300k)         High
## 695        Mid ($100-150k)         High
## 696  Upper-Mid ($150-200k)         High
## 697        Mid ($100-150k)         High
## 698     Senior ($200-300k)         High
## 699        Mid ($100-150k)         High
## 700  Upper-Mid ($150-200k)         High
## 701  Upper-Mid ($150-200k)         High
## 702        Mid ($100-150k)       Medium
## 703     Senior ($200-300k)         High
## 704  Upper-Mid ($150-200k)         High
## 705  Upper-Mid ($150-200k)         High
## 706     Senior ($200-300k)         High
## 707        Mid ($100-150k)         High
## 708        Mid ($100-150k)         High
## 709        Mid ($100-150k)         High
## 710     Senior ($200-300k)         High
## 711  Upper-Mid ($150-200k)         High
## 712         Elite (>$300k)         High
## 713     Senior ($200-300k)         High
## 714  Upper-Mid ($150-200k)         High
## 715     Senior ($200-300k)         High
## 716     Senior ($200-300k)         High
## 717     Senior ($200-300k)         High
## 718     Senior ($200-300k)         High
## 719  Upper-Mid ($150-200k)         High
## 720     Senior ($200-300k)         High
## 721     Senior ($200-300k)         High
## 722  Upper-Mid ($150-200k)         High
## 723         Elite (>$300k)         High
## 724     Senior ($200-300k)         High
## 725     Senior ($200-300k)         High
## 726        Mid ($100-150k)         High
## 727  Upper-Mid ($150-200k)         High
## 728        Mid ($100-150k)       Medium
## 729  Upper-Mid ($150-200k)         High
## 730  Upper-Mid ($150-200k)         High
## 731     Senior ($200-300k)         High
## 732  Upper-Mid ($150-200k)         High
## 733     Senior ($200-300k)         High
## 734  Upper-Mid ($150-200k)         High
## 735  Upper-Mid ($150-200k)         High
## 736        Mid ($100-150k)         High
## 737         Entry (<$100k)       Medium
## 738     Senior ($200-300k)         High
## 739     Senior ($200-300k)         High
## 740        Mid ($100-150k)         High
## 741     Senior ($200-300k)         High
## 742     Senior ($200-300k)         High
## 743         Elite (>$300k)         High
## 744        Mid ($100-150k)         High
## 745        Mid ($100-150k)         High
## 746        Mid ($100-150k)       Medium
## 747     Senior ($200-300k)         High
## 748        Mid ($100-150k)         High
## 749        Mid ($100-150k)         High
## 750     Senior ($200-300k)         High
## 751  Upper-Mid ($150-200k)         High
## 752         Elite (>$300k)         High
## 753        Mid ($100-150k)       Medium
## 754     Senior ($200-300k)         High
## 755         Entry (<$100k)       Medium
## 756  Upper-Mid ($150-200k)         High
## 757        Mid ($100-150k)         High
## 758     Senior ($200-300k)         High
## 759  Upper-Mid ($150-200k)         High
## 760  Upper-Mid ($150-200k)         High
## 761  Upper-Mid ($150-200k)         High
## 762     Senior ($200-300k)         High
## 763     Senior ($200-300k)         High
## 764  Upper-Mid ($150-200k)         High
## 765        Mid ($100-150k)         High
## 766        Mid ($100-150k)         High
## 767  Upper-Mid ($150-200k)         High
## 768     Senior ($200-300k)         High
## 769         Entry (<$100k)       Medium
## 770     Senior ($200-300k)         High
## 771     Senior ($200-300k)         High
## 772  Upper-Mid ($150-200k)         High
## 773        Mid ($100-150k)         High
## 774  Upper-Mid ($150-200k)         High
## 775     Senior ($200-300k)         High
## 776        Mid ($100-150k)         High
## 777     Senior ($200-300k)         High
## 778        Mid ($100-150k)         High
## 779     Senior ($200-300k)         High
## 780  Upper-Mid ($150-200k)         High
## 781     Senior ($200-300k)         High
## 782  Upper-Mid ($150-200k)         High
## 783         Entry (<$100k)       Medium
## 784         Elite (>$300k)         High
## 785  Upper-Mid ($150-200k)         High
## 786  Upper-Mid ($150-200k)         High
## 787  Upper-Mid ($150-200k)         High
## 788     Senior ($200-300k)         High
## 789        Mid ($100-150k)         High
## 790  Upper-Mid ($150-200k)         High
## 791  Upper-Mid ($150-200k)         High
## 792  Upper-Mid ($150-200k)         High
## 793  Upper-Mid ($150-200k)         High
## 794  Upper-Mid ($150-200k)         High
## 795         Elite (>$300k)         High
## 796     Senior ($200-300k)         High
## 797  Upper-Mid ($150-200k)         High
## 798        Mid ($100-150k)         High
## 799        Mid ($100-150k)         High
## 800     Senior ($200-300k)         High
## 801         Elite (>$300k)         High
## 802         Elite (>$300k)         High
## 803     Senior ($200-300k)         High
## 804     Senior ($200-300k)         High
## 805        Mid ($100-150k)         High
## 806     Senior ($200-300k)         High
## 807  Upper-Mid ($150-200k)         High
## 808         Entry (<$100k)       Medium
## 809        Mid ($100-150k)       Medium
## 810         Entry (<$100k)       Medium
## 811        Mid ($100-150k)         High
## 812        Mid ($100-150k)         High
## 813  Upper-Mid ($150-200k)         High
## 814     Senior ($200-300k)         High
## 815     Senior ($200-300k)         High
## 816     Senior ($200-300k)         High
## 817     Senior ($200-300k)         High
## 818  Upper-Mid ($150-200k)         High
## 819  Upper-Mid ($150-200k)         High
## 820     Senior ($200-300k)         High
## 821     Senior ($200-300k)         High
## 822        Mid ($100-150k)       Medium
## 823     Senior ($200-300k)         High
## 824  Upper-Mid ($150-200k)         High
## 825  Upper-Mid ($150-200k)         High
## 826     Senior ($200-300k)         High
## 827        Mid ($100-150k)         High
## 828        Mid ($100-150k)         High
## 829  Upper-Mid ($150-200k)         High
## 830         Entry (<$100k)       Medium
## 831         Elite (>$300k)         High
## 832         Entry (<$100k)       Medium
## 833     Senior ($200-300k)         High
## 834         Elite (>$300k)         High
## 835         Entry (<$100k)       Medium
## 836  Upper-Mid ($150-200k)         High
## 837     Senior ($200-300k)         High
## 838  Upper-Mid ($150-200k)         High
## 839  Upper-Mid ($150-200k)         High
## 840        Mid ($100-150k)         High
## 841         Elite (>$300k)         High
## 842     Senior ($200-300k)         High
## 843         Elite (>$300k)         High
## 844  Upper-Mid ($150-200k)         High
## 845        Mid ($100-150k)         High
## 846         Elite (>$300k)         High
## 847     Senior ($200-300k)         High
## 848  Upper-Mid ($150-200k)         High
## 849  Upper-Mid ($150-200k)         High
## 850         Elite (>$300k)         High
## 851        Mid ($100-150k)         High
## 852         Entry (<$100k)       Medium
## 853         Elite (>$300k)         High
## 854     Senior ($200-300k)         High
## 855        Mid ($100-150k)       Medium
## 856        Mid ($100-150k)         High
## 857         Elite (>$300k)         High
## 858        Mid ($100-150k)         High
## 859         Elite (>$300k)         High
## 860        Mid ($100-150k)       Medium
## 861         Elite (>$300k)         High
## 862  Upper-Mid ($150-200k)         High
## 863     Senior ($200-300k)         High
## 864  Upper-Mid ($150-200k)         High
## 865  Upper-Mid ($150-200k)         High
## 866         Entry (<$100k)       Medium
## 867  Upper-Mid ($150-200k)         High
## 868        Mid ($100-150k)         High
## 869     Senior ($200-300k)         High
## 870     Senior ($200-300k)         High
## 871         Elite (>$300k)         High
## 872  Upper-Mid ($150-200k)         High
## 873  Upper-Mid ($150-200k)         High
## 874     Senior ($200-300k)         High
## 875     Senior ($200-300k)         High
## 876         Elite (>$300k)         High
## 877     Senior ($200-300k)         High
## 878  Upper-Mid ($150-200k)         High
## 879        Mid ($100-150k)         High
## 880  Upper-Mid ($150-200k)         High
## 881         Elite (>$300k)         High
## 882        Mid ($100-150k)         High
## 883        Mid ($100-150k)         High
## 884     Senior ($200-300k)         High
## 885        Mid ($100-150k)         High
## 886        Mid ($100-150k)         High
## 887     Senior ($200-300k)         High
## 888        Mid ($100-150k)         High
## 889     Senior ($200-300k)         High
## 890         Entry (<$100k)       Medium
## 891        Mid ($100-150k)         High
## 892        Mid ($100-150k)       Medium
## 893         Elite (>$300k)         High
## 894     Senior ($200-300k)         High
## 895  Upper-Mid ($150-200k)         High
## 896         Elite (>$300k)         High
## 897        Mid ($100-150k)         High
## 898        Mid ($100-150k)         High
## 899         Elite (>$300k)         High
## 900  Upper-Mid ($150-200k)         High
## 901        Mid ($100-150k)         High
## 902     Senior ($200-300k)         High
## 903  Upper-Mid ($150-200k)         High
## 904        Mid ($100-150k)         High
## 905  Upper-Mid ($150-200k)         High
## 906        Mid ($100-150k)       Medium
## 907  Upper-Mid ($150-200k)         High
## 908         Elite (>$300k)         High
## 909     Senior ($200-300k)         High
## 910        Mid ($100-150k)         High
## 911         Entry (<$100k)       Medium
## 912  Upper-Mid ($150-200k)         High
## 913         Entry (<$100k)       Medium
## 914  Upper-Mid ($150-200k)         High
## 915  Upper-Mid ($150-200k)         High
## 916  Upper-Mid ($150-200k)         High
## 917        Mid ($100-150k)         High
## 918         Entry (<$100k)       Medium
## 919        Mid ($100-150k)         High
## 920  Upper-Mid ($150-200k)         High
## 921        Mid ($100-150k)         High
## 922        Mid ($100-150k)       Medium
## 923     Senior ($200-300k)         High
## 924     Senior ($200-300k)         High
## 925        Mid ($100-150k)         High
## 926         Entry (<$100k)       Medium
## 927  Upper-Mid ($150-200k)         High
## 928  Upper-Mid ($150-200k)         High
## 929  Upper-Mid ($150-200k)         High
## 930     Senior ($200-300k)         High
## 931     Senior ($200-300k)         High
## 932        Mid ($100-150k)         High
## 933  Upper-Mid ($150-200k)         High
## 934     Senior ($200-300k)         High
## 935         Entry (<$100k)       Medium
## 936     Senior ($200-300k)         High
## 937     Senior ($200-300k)         High
## 938     Senior ($200-300k)         High
## 939         Elite (>$300k)         High
## 940         Elite (>$300k)         High
## 941     Senior ($200-300k)         High
## 942  Upper-Mid ($150-200k)         High
## 943         Elite (>$300k)         High
## 944        Mid ($100-150k)         High
## 945        Mid ($100-150k)         High
## 946        Mid ($100-150k)         High
## 947  Upper-Mid ($150-200k)         High
## 948        Mid ($100-150k)         High
## 949     Senior ($200-300k)         High
## 950         Entry (<$100k)       Medium
## 951     Senior ($200-300k)         High
## 952  Upper-Mid ($150-200k)         High
## 953     Senior ($200-300k)         High
## 954        Mid ($100-150k)         High
## 955        Mid ($100-150k)         High
## 956        Mid ($100-150k)         High
## 957         Elite (>$300k)         High
## 958        Mid ($100-150k)         High
## 959        Mid ($100-150k)         High
## 960        Mid ($100-150k)         High
## 961  Upper-Mid ($150-200k)         High
## 962        Mid ($100-150k)         High
## 963  Upper-Mid ($150-200k)         High
## 964     Senior ($200-300k)         High
## 965     Senior ($200-300k)         High
## 966     Senior ($200-300k)         High
## 967     Senior ($200-300k)         High
## 968        Mid ($100-150k)         High
## 969         Entry (<$100k)       Medium
## 970  Upper-Mid ($150-200k)         High
## 971     Senior ($200-300k)         High
## 972     Senior ($200-300k)         High
## 973     Senior ($200-300k)         High
## 974  Upper-Mid ($150-200k)         High
## 975     Senior ($200-300k)         High
## 976        Mid ($100-150k)         High
## 977  Upper-Mid ($150-200k)         High
## 978         Elite (>$300k)         High
## 979     Senior ($200-300k)         High
## 980         Entry (<$100k)       Medium
## 981         Elite (>$300k)         High
## 982     Senior ($200-300k)         High
## 983     Senior ($200-300k)         High
## 984        Mid ($100-150k)         High
## 985     Senior ($200-300k)         High
## 986     Senior ($200-300k)         High
## 987        Mid ($100-150k)         High
## 988     Senior ($200-300k)         High
## 989  Upper-Mid ($150-200k)         High
## 990  Upper-Mid ($150-200k)         High
## 991         Elite (>$300k)         High
## 992        Mid ($100-150k)         High
## 993  Upper-Mid ($150-200k)         High
## 994  Upper-Mid ($150-200k)         High
## 995        Mid ($100-150k)         High
## 996  Upper-Mid ($150-200k)         High
## 997     Senior ($200-300k)         High
## 998     Senior ($200-300k)         High
## 999  Upper-Mid ($150-200k)         High
## 1000        Entry (<$100k)       Medium
## 1001 Upper-Mid ($150-200k)         High
## 1002       Mid ($100-150k)         High
## 1003    Senior ($200-300k)         High
## 1004 Upper-Mid ($150-200k)         High
## 1005 Upper-Mid ($150-200k)         High
## 1006 Upper-Mid ($150-200k)         High
## 1007        Elite (>$300k)         High
## 1008    Senior ($200-300k)         High
## 1009    Senior ($200-300k)         High
## 1010       Mid ($100-150k)         High
## 1011 Upper-Mid ($150-200k)         High
## 1012 Upper-Mid ($150-200k)         High
## 1013 Upper-Mid ($150-200k)         High
## 1014    Senior ($200-300k)         High
## 1015       Mid ($100-150k)       Medium
## 1016    Senior ($200-300k)         High
## 1017 Upper-Mid ($150-200k)         High
## 1018    Senior ($200-300k)         High
## 1019       Mid ($100-150k)       Medium
## 1020 Upper-Mid ($150-200k)         High
## 1021 Upper-Mid ($150-200k)         High
## 1022    Senior ($200-300k)         High
## 1023 Upper-Mid ($150-200k)         High
## 1024 Upper-Mid ($150-200k)         High
## 1025        Elite (>$300k)         High
## 1026 Upper-Mid ($150-200k)         High
## 1027 Upper-Mid ($150-200k)         High
## 1028       Mid ($100-150k)         High
## 1029       Mid ($100-150k)         High
## 1030 Upper-Mid ($150-200k)         High
## 1031       Mid ($100-150k)         High
## 1032       Mid ($100-150k)         High
## 1033        Entry (<$100k)       Medium
## 1034    Senior ($200-300k)         High
## 1035 Upper-Mid ($150-200k)         High
## 1036       Mid ($100-150k)         High
## 1037    Senior ($200-300k)         High
## 1038       Mid ($100-150k)       Medium
## 1039       Mid ($100-150k)         High
## 1040       Mid ($100-150k)         High
## 1041        Entry (<$100k)       Medium
## 1042    Senior ($200-300k)         High
## 1043 Upper-Mid ($150-200k)         High
## 1044        Entry (<$100k)       Medium
## 1045    Senior ($200-300k)         High
## 1046 Upper-Mid ($150-200k)         High
## 1047        Entry (<$100k)       Medium
## 1048    Senior ($200-300k)         High
## 1049    Senior ($200-300k)         High
## 1050        Elite (>$300k)         High
## 1051       Mid ($100-150k)         High
## 1052        Elite (>$300k)         High
## 1053    Senior ($200-300k)         High
## 1054       Mid ($100-150k)         High
## 1055       Mid ($100-150k)         High
## 1056       Mid ($100-150k)         High
## 1057       Mid ($100-150k)         High
## 1058       Mid ($100-150k)         High
## 1059 Upper-Mid ($150-200k)         High
## 1060 Upper-Mid ($150-200k)         High
## 1061 Upper-Mid ($150-200k)         High
## 1062    Senior ($200-300k)         High
## 1063 Upper-Mid ($150-200k)         High
## 1064    Senior ($200-300k)         High
## 1065 Upper-Mid ($150-200k)         High
## 1066       Mid ($100-150k)         High
## 1067    Senior ($200-300k)         High
## 1068 Upper-Mid ($150-200k)         High
## 1069 Upper-Mid ($150-200k)         High
## 1070        Elite (>$300k)         High
## 1071       Mid ($100-150k)       Medium
## 1072       Mid ($100-150k)         High
## 1073       Mid ($100-150k)         High
## 1074       Mid ($100-150k)       Medium
## 1075    Senior ($200-300k)         High
## 1076       Mid ($100-150k)       Medium
## 1077       Mid ($100-150k)         High
## 1078    Senior ($200-300k)         High
## 1079 Upper-Mid ($150-200k)         High
## 1080    Senior ($200-300k)         High
## 1081       Mid ($100-150k)         High
## 1082        Entry (<$100k)       Medium
## 1083       Mid ($100-150k)         High
## 1084 Upper-Mid ($150-200k)         High
## 1085       Mid ($100-150k)         High
## 1086       Mid ($100-150k)         High
## 1087    Senior ($200-300k)         High
## 1088 Upper-Mid ($150-200k)         High
## 1089    Senior ($200-300k)         High
## 1090       Mid ($100-150k)         High
## 1091       Mid ($100-150k)         High
## 1092    Senior ($200-300k)         High
## 1093        Entry (<$100k)       Medium
## 1094        Elite (>$300k)         High
## 1095       Mid ($100-150k)         High
## 1096 Upper-Mid ($150-200k)         High
## 1097 Upper-Mid ($150-200k)         High
## 1098       Mid ($100-150k)         High
## 1099    Senior ($200-300k)         High
## 1100       Mid ($100-150k)         High
## 1101       Mid ($100-150k)         High
## 1102    Senior ($200-300k)         High
## 1103 Upper-Mid ($150-200k)         High
## 1104        Elite (>$300k)         High
## 1105    Senior ($200-300k)         High
## 1106    Senior ($200-300k)         High
## 1107       Mid ($100-150k)         High
## 1108 Upper-Mid ($150-200k)         High
## 1109 Upper-Mid ($150-200k)         High
## 1110       Mid ($100-150k)       Medium
## 1111        Elite (>$300k)         High
## 1112 Upper-Mid ($150-200k)         High
## 1113    Senior ($200-300k)         High
## 1114 Upper-Mid ($150-200k)         High
## 1115    Senior ($200-300k)         High
## 1116       Mid ($100-150k)       Medium
## 1117 Upper-Mid ($150-200k)         High
## 1118        Elite (>$300k)         High
## 1119        Elite (>$300k)         High
## 1120    Senior ($200-300k)         High
## 1121 Upper-Mid ($150-200k)         High
## 1122 Upper-Mid ($150-200k)         High
## 1123 Upper-Mid ($150-200k)         High
## 1124 Upper-Mid ($150-200k)         High
## 1125    Senior ($200-300k)         High
## 1126 Upper-Mid ($150-200k)         High
## 1127    Senior ($200-300k)         High
## 1128       Mid ($100-150k)         High
## 1129       Mid ($100-150k)         High
## 1130 Upper-Mid ($150-200k)         High
## 1131 Upper-Mid ($150-200k)         High
## 1132       Mid ($100-150k)       Medium
## 1133    Senior ($200-300k)         High
## 1134    Senior ($200-300k)         High
## 1135 Upper-Mid ($150-200k)         High
## 1136       Mid ($100-150k)         High
## 1137        Entry (<$100k)       Medium
## 1138 Upper-Mid ($150-200k)         High
## 1139    Senior ($200-300k)         High
## 1140    Senior ($200-300k)         High
## 1141       Mid ($100-150k)         High
## 1142 Upper-Mid ($150-200k)         High
## 1143    Senior ($200-300k)         High
## 1144    Senior ($200-300k)         High
## 1145       Mid ($100-150k)         High
## 1146    Senior ($200-300k)         High
## 1147        Entry (<$100k)       Medium
## 1148    Senior ($200-300k)         High
## 1149 Upper-Mid ($150-200k)         High
## 1150 Upper-Mid ($150-200k)         High
## 1151 Upper-Mid ($150-200k)         High
## 1152       Mid ($100-150k)         High
## 1153       Mid ($100-150k)         High
## 1154       Mid ($100-150k)       Medium
## 1155 Upper-Mid ($150-200k)         High
## 1156       Mid ($100-150k)         High
## 1157 Upper-Mid ($150-200k)         High
## 1158 Upper-Mid ($150-200k)         High
## 1159 Upper-Mid ($150-200k)         High
## 1160       Mid ($100-150k)         High
## 1161        Elite (>$300k)         High
## 1162 Upper-Mid ($150-200k)         High
## 1163 Upper-Mid ($150-200k)         High
## 1164    Senior ($200-300k)         High
## 1165 Upper-Mid ($150-200k)         High
## 1166       Mid ($100-150k)         High
## 1167    Senior ($200-300k)         High
## 1168    Senior ($200-300k)         High
## 1169 Upper-Mid ($150-200k)         High
## 1170    Senior ($200-300k)         High
## 1171 Upper-Mid ($150-200k)         High
## 1172 Upper-Mid ($150-200k)         High
## 1173    Senior ($200-300k)         High
## 1174        Elite (>$300k)         High
## 1175    Senior ($200-300k)         High
## 1176 Upper-Mid ($150-200k)         High
## 1177    Senior ($200-300k)         High
## 1178 Upper-Mid ($150-200k)         High
## 1179    Senior ($200-300k)         High
## 1180    Senior ($200-300k)         High
## 1181       Mid ($100-150k)         High
## 1182 Upper-Mid ($150-200k)         High
## 1183 Upper-Mid ($150-200k)         High
## 1184       Mid ($100-150k)         High
## 1185       Mid ($100-150k)         High
## 1186    Senior ($200-300k)         High
## 1187    Senior ($200-300k)         High
## 1188       Mid ($100-150k)       Medium
## 1189       Mid ($100-150k)       Medium
## 1190       Mid ($100-150k)         High
## 1191    Senior ($200-300k)         High
## 1192    Senior ($200-300k)         High
## 1193       Mid ($100-150k)         High
## 1194    Senior ($200-300k)         High
## 1195    Senior ($200-300k)         High
## 1196    Senior ($200-300k)         High
## 1197       Mid ($100-150k)         High
## 1198       Mid ($100-150k)       Medium
## 1199       Mid ($100-150k)         High
## 1200 Upper-Mid ($150-200k)         High
## 1201 Upper-Mid ($150-200k)         High
## 1202 Upper-Mid ($150-200k)         High
## 1203 Upper-Mid ($150-200k)         High
## 1204       Mid ($100-150k)         High
## 1205       Mid ($100-150k)         High
## 1206    Senior ($200-300k)         High
## 1207        Entry (<$100k)       Medium
## 1208    Senior ($200-300k)         High
## 1209 Upper-Mid ($150-200k)         High
## 1210       Mid ($100-150k)         High
## 1211        Entry (<$100k)       Medium
## 1212       Mid ($100-150k)         High
## 1213    Senior ($200-300k)         High
## 1214    Senior ($200-300k)         High
## 1215       Mid ($100-150k)       Medium
## 1216 Upper-Mid ($150-200k)         High
## 1217 Upper-Mid ($150-200k)         High
## 1218 Upper-Mid ($150-200k)         High
## 1219        Elite (>$300k)         High
## 1220    Senior ($200-300k)         High
## 1221       Mid ($100-150k)       Medium
## 1222 Upper-Mid ($150-200k)         High
## 1223    Senior ($200-300k)         High
## 1224    Senior ($200-300k)         High
## 1225       Mid ($100-150k)         High
## 1226 Upper-Mid ($150-200k)         High
## 1227 Upper-Mid ($150-200k)         High
## 1228       Mid ($100-150k)         High
## 1229 Upper-Mid ($150-200k)         High
## 1230       Mid ($100-150k)         High
## 1231    Senior ($200-300k)         High
## 1232        Entry (<$100k)       Medium
## 1233       Mid ($100-150k)       Medium
## 1234    Senior ($200-300k)         High
## 1235       Mid ($100-150k)         High
## 1236 Upper-Mid ($150-200k)         High
## 1237    Senior ($200-300k)         High
## 1238    Senior ($200-300k)         High
## 1239       Mid ($100-150k)         High
## 1240    Senior ($200-300k)         High
## 1241    Senior ($200-300k)         High
## 1242       Mid ($100-150k)       Medium
## 1243    Senior ($200-300k)         High
## 1244       Mid ($100-150k)         High
## 1245    Senior ($200-300k)         High
## 1246 Upper-Mid ($150-200k)         High
## 1247    Senior ($200-300k)         High
## 1248    Senior ($200-300k)         High
## 1249    Senior ($200-300k)         High
## 1250       Mid ($100-150k)       Medium
## 1251        Elite (>$300k)         High
## 1252    Senior ($200-300k)         High
## 1253 Upper-Mid ($150-200k)         High
## 1254    Senior ($200-300k)         High
## 1255 Upper-Mid ($150-200k)         High
## 1256    Senior ($200-300k)         High
## 1257        Elite (>$300k)         High
## 1258    Senior ($200-300k)         High
## 1259 Upper-Mid ($150-200k)         High
## 1260 Upper-Mid ($150-200k)         High
## 1261       Mid ($100-150k)         High
## 1262    Senior ($200-300k)         High
## 1263    Senior ($200-300k)         High
## 1264    Senior ($200-300k)         High
## 1265       Mid ($100-150k)         High
## 1266 Upper-Mid ($150-200k)         High
## 1267 Upper-Mid ($150-200k)         High
## 1268       Mid ($100-150k)         High
## 1269       Mid ($100-150k)         High
## 1270 Upper-Mid ($150-200k)         High
## 1271       Mid ($100-150k)         High
## 1272    Senior ($200-300k)         High
## 1273       Mid ($100-150k)         High
## 1274       Mid ($100-150k)         High
## 1275       Mid ($100-150k)         High
## 1276       Mid ($100-150k)         High
## 1277        Entry (<$100k)       Medium
## 1278 Upper-Mid ($150-200k)         High
## 1279        Elite (>$300k)         High
## 1280       Mid ($100-150k)         High
## 1281    Senior ($200-300k)         High
## 1282       Mid ($100-150k)         High
## 1283 Upper-Mid ($150-200k)         High
## 1284       Mid ($100-150k)         High
## 1285    Senior ($200-300k)         High
## 1286 Upper-Mid ($150-200k)         High
## 1287 Upper-Mid ($150-200k)         High
## 1288       Mid ($100-150k)         High
## 1289       Mid ($100-150k)         High
## 1290       Mid ($100-150k)       Medium
## 1291    Senior ($200-300k)         High
## 1292    Senior ($200-300k)         High
## 1293 Upper-Mid ($150-200k)         High
## 1294    Senior ($200-300k)         High
## 1295 Upper-Mid ($150-200k)         High
## 1296 Upper-Mid ($150-200k)         High
## 1297    Senior ($200-300k)         High
## 1298       Mid ($100-150k)         High
## 1299    Senior ($200-300k)         High
## 1300 Upper-Mid ($150-200k)         High
## 1301 Upper-Mid ($150-200k)         High
## 1302 Upper-Mid ($150-200k)         High
## 1303 Upper-Mid ($150-200k)         High
## 1304       Mid ($100-150k)         High
## 1305    Senior ($200-300k)         High
## 1306       Mid ($100-150k)         High
## 1307       Mid ($100-150k)         High
## 1308 Upper-Mid ($150-200k)         High
## 1309        Entry (<$100k)       Medium
## 1310    Senior ($200-300k)         High
## 1311        Entry (<$100k)       Medium
## 1312       Mid ($100-150k)       Medium
## 1313        Entry (<$100k)       Medium
## 1314        Elite (>$300k)         High
## 1315    Senior ($200-300k)         High
## 1316    Senior ($200-300k)         High
## 1317       Mid ($100-150k)         High
## 1318 Upper-Mid ($150-200k)         High
## 1319 Upper-Mid ($150-200k)         High
## 1320       Mid ($100-150k)         High
## 1321    Senior ($200-300k)         High
## 1322    Senior ($200-300k)         High
## 1323 Upper-Mid ($150-200k)         High
## 1324 Upper-Mid ($150-200k)         High
## 1325    Senior ($200-300k)         High
## 1326    Senior ($200-300k)         High
## 1327        Elite (>$300k)         High
## 1328    Senior ($200-300k)         High
## 1329       Mid ($100-150k)       Medium
## 1330       Mid ($100-150k)         High
## 1331 Upper-Mid ($150-200k)         High
## 1332       Mid ($100-150k)         High
## 1333       Mid ($100-150k)         High
## 1334    Senior ($200-300k)         High
## 1335        Elite (>$300k)         High
## 1336       Mid ($100-150k)         High
## 1337 Upper-Mid ($150-200k)         High
## 1338    Senior ($200-300k)         High
## 1339       Mid ($100-150k)         High
## 1340        Elite (>$300k)         High
## 1341        Elite (>$300k)         High
## 1342 Upper-Mid ($150-200k)         High
## 1343 Upper-Mid ($150-200k)         High
## 1344    Senior ($200-300k)         High
## 1345 Upper-Mid ($150-200k)         High
## 1346       Mid ($100-150k)         High
## 1347    Senior ($200-300k)         High
## 1348       Mid ($100-150k)         High
## 1349       Mid ($100-150k)         High
## 1350       Mid ($100-150k)         High
## 1351    Senior ($200-300k)         High
## 1352 Upper-Mid ($150-200k)         High
## 1353        Elite (>$300k)         High
## 1354 Upper-Mid ($150-200k)         High
## 1355 Upper-Mid ($150-200k)         High
## 1356       Mid ($100-150k)         High
## 1357       Mid ($100-150k)         High
## 1358       Mid ($100-150k)         High
## 1359    Senior ($200-300k)         High
## 1360       Mid ($100-150k)         High
## 1361 Upper-Mid ($150-200k)         High
## 1362    Senior ($200-300k)         High
## 1363        Entry (<$100k)       Medium
## 1364    Senior ($200-300k)         High
## 1365 Upper-Mid ($150-200k)         High
## 1366        Elite (>$300k)         High
## 1367 Upper-Mid ($150-200k)         High
## 1368 Upper-Mid ($150-200k)         High
## 1369        Elite (>$300k)         High
## 1370       Mid ($100-150k)         High
## 1371    Senior ($200-300k)         High
## 1372    Senior ($200-300k)         High
## 1373 Upper-Mid ($150-200k)         High
## 1374        Entry (<$100k)       Medium
## 1375    Senior ($200-300k)         High
## 1376 Upper-Mid ($150-200k)         High
## 1377 Upper-Mid ($150-200k)         High
## 1378       Mid ($100-150k)         High
## 1379       Mid ($100-150k)       Medium
## 1380    Senior ($200-300k)         High
## 1381       Mid ($100-150k)         High
## 1382    Senior ($200-300k)         High
## 1383        Entry (<$100k)       Medium
## 1384 Upper-Mid ($150-200k)         High
## 1385    Senior ($200-300k)         High
## 1386 Upper-Mid ($150-200k)         High
## 1387 Upper-Mid ($150-200k)         High
## 1388    Senior ($200-300k)         High
## 1389 Upper-Mid ($150-200k)         High
## 1390    Senior ($200-300k)         High
## 1391    Senior ($200-300k)         High
## 1392 Upper-Mid ($150-200k)         High
## 1393       Mid ($100-150k)         High
## 1394       Mid ($100-150k)         High
## 1395    Senior ($200-300k)         High
## 1396    Senior ($200-300k)         High
## 1397 Upper-Mid ($150-200k)         High
## 1398    Senior ($200-300k)         High
## 1399       Mid ($100-150k)       Medium
## 1400    Senior ($200-300k)         High
## 1401       Mid ($100-150k)         High
## 1402       Mid ($100-150k)       Medium
## 1403 Upper-Mid ($150-200k)         High
## 1404 Upper-Mid ($150-200k)         High
## 1405        Elite (>$300k)         High
## 1406    Senior ($200-300k)         High
## 1407       Mid ($100-150k)         High
## 1408    Senior ($200-300k)         High
## 1409       Mid ($100-150k)         High
## 1410    Senior ($200-300k)         High
## 1411 Upper-Mid ($150-200k)         High
## 1412 Upper-Mid ($150-200k)         High
## 1413       Mid ($100-150k)         High
## 1414    Senior ($200-300k)         High
## 1415    Senior ($200-300k)         High
## 1416 Upper-Mid ($150-200k)         High
## 1417        Elite (>$300k)         High
## 1418 Upper-Mid ($150-200k)         High
## 1419 Upper-Mid ($150-200k)         High
## 1420       Mid ($100-150k)         High
## 1421 Upper-Mid ($150-200k)         High
## 1422       Mid ($100-150k)         High
## 1423       Mid ($100-150k)         High
## 1424    Senior ($200-300k)         High
## 1425    Senior ($200-300k)         High
## 1426 Upper-Mid ($150-200k)         High
## 1427       Mid ($100-150k)         High
## 1428        Elite (>$300k)         High
## 1429    Senior ($200-300k)         High
## 1430        Elite (>$300k)         High
## 1431        Elite (>$300k)         High
## 1432 Upper-Mid ($150-200k)         High
## 1433       Mid ($100-150k)         High
## 1434    Senior ($200-300k)         High
## 1435    Senior ($200-300k)         High
## 1436    Senior ($200-300k)         High
## 1437    Senior ($200-300k)         High
## 1438 Upper-Mid ($150-200k)         High
## 1439        Elite (>$300k)         High
## 1440       Mid ($100-150k)         High
## 1441 Upper-Mid ($150-200k)         High
## 1442 Upper-Mid ($150-200k)         High
## 1443 Upper-Mid ($150-200k)         High
## 1444 Upper-Mid ($150-200k)         High
## 1445       Mid ($100-150k)         High
## 1446       Mid ($100-150k)       Medium
## 1447    Senior ($200-300k)         High
## 1448 Upper-Mid ($150-200k)         High
## 1449 Upper-Mid ($150-200k)         High
## 1450       Mid ($100-150k)         High
## 1451        Elite (>$300k)         High
## 1452 Upper-Mid ($150-200k)         High
## 1453 Upper-Mid ($150-200k)         High
## 1454 Upper-Mid ($150-200k)         High
## 1455    Senior ($200-300k)         High
## 1456       Mid ($100-150k)         High
## 1457    Senior ($200-300k)         High
## 1458       Mid ($100-150k)         High
## 1459       Mid ($100-150k)         High
## 1460    Senior ($200-300k)         High
## 1461 Upper-Mid ($150-200k)         High
## 1462 Upper-Mid ($150-200k)         High
## 1463 Upper-Mid ($150-200k)         High
## 1464 Upper-Mid ($150-200k)         High
## 1465 Upper-Mid ($150-200k)         High
## 1466 Upper-Mid ($150-200k)         High
## 1467    Senior ($200-300k)         High
## 1468    Senior ($200-300k)         High
## 1469    Senior ($200-300k)         High
## 1470       Mid ($100-150k)         High
## 1471        Elite (>$300k)         High
## 1472    Senior ($200-300k)         High
## 1473 Upper-Mid ($150-200k)         High
## 1474 Upper-Mid ($150-200k)         High
## 1475 Upper-Mid ($150-200k)         High
## 1476       Mid ($100-150k)         High
## 1477    Senior ($200-300k)         High
## 1478 Upper-Mid ($150-200k)         High
## 1479    Senior ($200-300k)         High
## 1480 Upper-Mid ($150-200k)         High
## 1481       Mid ($100-150k)         High
## 1482       Mid ($100-150k)         High
## 1483    Senior ($200-300k)         High
## 1484 Upper-Mid ($150-200k)         High
## 1485        Elite (>$300k)         High
## 1486    Senior ($200-300k)         High
## 1487 Upper-Mid ($150-200k)         High
## 1488       Mid ($100-150k)         High
## 1489    Senior ($200-300k)         High
## 1490    Senior ($200-300k)         High
## 1491    Senior ($200-300k)         High
## 1492       Mid ($100-150k)         High
## 1493    Senior ($200-300k)         High
## 1494 Upper-Mid ($150-200k)         High
## 1495       Mid ($100-150k)         High
## 1496       Mid ($100-150k)         High
## 1497    Senior ($200-300k)         High
## 1498    Senior ($200-300k)         High
## 1499 Upper-Mid ($150-200k)         High
## 1500 Upper-Mid ($150-200k)         High
## 1501       Mid ($100-150k)       Medium
## 1502 Upper-Mid ($150-200k)         High
## 1503 Upper-Mid ($150-200k)         High
## 1504 Upper-Mid ($150-200k)         High
## 1505 Upper-Mid ($150-200k)         High
## 1506       Mid ($100-150k)         High
## 1507 Upper-Mid ($150-200k)         High
## 1508       Mid ($100-150k)       Medium
## 1509    Senior ($200-300k)         High
## 1510 Upper-Mid ($150-200k)         High
## 1511       Mid ($100-150k)         High
## 1512       Mid ($100-150k)         High
## 1513    Senior ($200-300k)         High
## 1514       Mid ($100-150k)       Medium
## 1515 Upper-Mid ($150-200k)         High
## 1516    Senior ($200-300k)         High
## 1517       Mid ($100-150k)         High
## 1518        Elite (>$300k)         High
## 1519 Upper-Mid ($150-200k)         High
## 1520    Senior ($200-300k)         High
## 1521 Upper-Mid ($150-200k)         High
## 1522       Mid ($100-150k)         High
## 1523 Upper-Mid ($150-200k)         High
## 1524       Mid ($100-150k)         High
## 1525       Mid ($100-150k)       Medium
## 1526    Senior ($200-300k)         High
## 1527       Mid ($100-150k)       Medium
## 1528       Mid ($100-150k)         High
## 1529       Mid ($100-150k)         High
## 1530       Mid ($100-150k)         High
## 1531    Senior ($200-300k)         High
## 1532    Senior ($200-300k)         High
## 1533 Upper-Mid ($150-200k)         High
## 1534       Mid ($100-150k)         High
## 1535 Upper-Mid ($150-200k)         High
## 1536    Senior ($200-300k)         High
## 1537 Upper-Mid ($150-200k)         High
## 1538    Senior ($200-300k)         High
## 1539    Senior ($200-300k)         High
## 1540        Elite (>$300k)         High
## 1541    Senior ($200-300k)         High
## 1542    Senior ($200-300k)         High
## 1543 Upper-Mid ($150-200k)         High
## 1544        Elite (>$300k)         High
## 1545    Senior ($200-300k)         High
## 1546    Senior ($200-300k)         High
## 1547 Upper-Mid ($150-200k)         High
## 1548    Senior ($200-300k)         High
## 1549        Elite (>$300k)         High
## 1550 Upper-Mid ($150-200k)         High
## 1551       Mid ($100-150k)         High
## 1552       Mid ($100-150k)         High
## 1553        Elite (>$300k)         High
## 1554    Senior ($200-300k)         High
## 1555    Senior ($200-300k)         High
## 1556 Upper-Mid ($150-200k)         High
## 1557       Mid ($100-150k)         High
## 1558        Entry (<$100k)       Medium
## 1559        Elite (>$300k)         High
## 1560    Senior ($200-300k)         High
## 1561    Senior ($200-300k)         High
## 1562        Elite (>$300k)         High
## 1563    Senior ($200-300k)         High
## 1564    Senior ($200-300k)         High
## 1565    Senior ($200-300k)         High
## 1566    Senior ($200-300k)         High
## 1567       Mid ($100-150k)         High
## 1568    Senior ($200-300k)         High
## 1569    Senior ($200-300k)         High
## 1570    Senior ($200-300k)         High
## 1571    Senior ($200-300k)         High
## 1572    Senior ($200-300k)         High
## 1573       Mid ($100-150k)         High
## 1574 Upper-Mid ($150-200k)         High
## 1575 Upper-Mid ($150-200k)         High
## 1576    Senior ($200-300k)         High
## 1577       Mid ($100-150k)         High
## 1578    Senior ($200-300k)         High
## 1579       Mid ($100-150k)         High
## 1580    Senior ($200-300k)         High
## 1581 Upper-Mid ($150-200k)         High
## 1582 Upper-Mid ($150-200k)         High
## 1583 Upper-Mid ($150-200k)         High
## 1584    Senior ($200-300k)         High
## 1585    Senior ($200-300k)         High
## 1586 Upper-Mid ($150-200k)         High
## 1587 Upper-Mid ($150-200k)         High
## 1588       Mid ($100-150k)       Medium
## 1589    Senior ($200-300k)         High
## 1590       Mid ($100-150k)       Medium
## 1591       Mid ($100-150k)         High
## 1592       Mid ($100-150k)         High
## 1593 Upper-Mid ($150-200k)         High
## 1594 Upper-Mid ($150-200k)         High
## 1595    Senior ($200-300k)         High
## 1596 Upper-Mid ($150-200k)         High
## 1597 Upper-Mid ($150-200k)         High
## 1598       Mid ($100-150k)         High
## 1599       Mid ($100-150k)       Medium
## 1600       Mid ($100-150k)         High
## 1601 Upper-Mid ($150-200k)         High
## 1602    Senior ($200-300k)         High
## 1603    Senior ($200-300k)         High
## 1604 Upper-Mid ($150-200k)         High
## 1605 Upper-Mid ($150-200k)         High
## 1606 Upper-Mid ($150-200k)         High
## 1607       Mid ($100-150k)         High
## 1608 Upper-Mid ($150-200k)         High
## 1609 Upper-Mid ($150-200k)         High
## 1610 Upper-Mid ($150-200k)         High
## 1611    Senior ($200-300k)         High
## 1612       Mid ($100-150k)         High
## 1613       Mid ($100-150k)         High
## 1614 Upper-Mid ($150-200k)         High
## 1615       Mid ($100-150k)         High
## 1616 Upper-Mid ($150-200k)         High
## 1617    Senior ($200-300k)         High
## 1618    Senior ($200-300k)         High
## 1619        Entry (<$100k)       Medium
## 1620       Mid ($100-150k)         High
## 1621    Senior ($200-300k)         High
## 1622 Upper-Mid ($150-200k)         High
## 1623       Mid ($100-150k)       Medium
## 1624       Mid ($100-150k)         High
## 1625    Senior ($200-300k)         High
## 1626    Senior ($200-300k)         High
## 1627    Senior ($200-300k)         High
## 1628        Elite (>$300k)         High
## 1629    Senior ($200-300k)         High
## 1630    Senior ($200-300k)         High
## 1631       Mid ($100-150k)         High
## 1632       Mid ($100-150k)         High
## 1633 Upper-Mid ($150-200k)         High
## 1634       Mid ($100-150k)         High
## 1635    Senior ($200-300k)         High
## 1636       Mid ($100-150k)         High
## 1637        Elite (>$300k)         High
## 1638 Upper-Mid ($150-200k)         High
## 1639        Entry (<$100k)       Medium
## 1640 Upper-Mid ($150-200k)         High
## 1641       Mid ($100-150k)       Medium
## 1642    Senior ($200-300k)         High
## 1643       Mid ($100-150k)       Medium
## 1644    Senior ($200-300k)         High
## 1645       Mid ($100-150k)         High
## 1646       Mid ($100-150k)         High
## 1647 Upper-Mid ($150-200k)         High
## 1648        Elite (>$300k)         High
## 1649 Upper-Mid ($150-200k)         High
## 1650        Elite (>$300k)         High
## 1651    Senior ($200-300k)         High
## 1652       Mid ($100-150k)       Medium
## 1653    Senior ($200-300k)         High
## 1654    Senior ($200-300k)         High
## 1655    Senior ($200-300k)         High
## 1656    Senior ($200-300k)         High
## 1657 Upper-Mid ($150-200k)         High
## 1658       Mid ($100-150k)       Medium
## 1659        Elite (>$300k)         High
## 1660 Upper-Mid ($150-200k)         High
## 1661    Senior ($200-300k)         High
## 1662        Entry (<$100k)       Medium
## 1663    Senior ($200-300k)         High
## 1664        Elite (>$300k)         High
## 1665    Senior ($200-300k)         High
## 1666 Upper-Mid ($150-200k)         High
## 1667    Senior ($200-300k)         High
## 1668 Upper-Mid ($150-200k)         High
## 1669    Senior ($200-300k)         High
## 1670    Senior ($200-300k)         High
## 1671       Mid ($100-150k)         High
## 1672    Senior ($200-300k)         High
## 1673    Senior ($200-300k)         High
## 1674       Mid ($100-150k)         High
## 1675       Mid ($100-150k)         High
## 1676        Elite (>$300k)         High
## 1677 Upper-Mid ($150-200k)         High
## 1678 Upper-Mid ($150-200k)         High
## 1679    Senior ($200-300k)         High
## 1680        Elite (>$300k)         High
## 1681        Elite (>$300k)         High
## 1682 Upper-Mid ($150-200k)         High
## 1683    Senior ($200-300k)         High
## 1684       Mid ($100-150k)       Medium
## 1685    Senior ($200-300k)         High
## 1686    Senior ($200-300k)         High
## 1687        Elite (>$300k)         High
## 1688 Upper-Mid ($150-200k)         High
## 1689 Upper-Mid ($150-200k)         High
## 1690       Mid ($100-150k)         High
## 1691 Upper-Mid ($150-200k)         High
## 1692        Entry (<$100k)       Medium
## 1693    Senior ($200-300k)         High
## 1694    Senior ($200-300k)         High
## 1695    Senior ($200-300k)         High
## 1696 Upper-Mid ($150-200k)         High
## 1697       Mid ($100-150k)       Medium
## 1698 Upper-Mid ($150-200k)         High
## 1699 Upper-Mid ($150-200k)         High
## 1700       Mid ($100-150k)         High
## 1701        Elite (>$300k)         High
## 1702       Mid ($100-150k)         High
## 1703    Senior ($200-300k)         High
## 1704    Senior ($200-300k)         High
## 1705        Elite (>$300k)         High
## 1706        Elite (>$300k)         High
## 1707 Upper-Mid ($150-200k)         High
## 1708        Entry (<$100k)       Medium
## 1709       Mid ($100-150k)         High
## 1710    Senior ($200-300k)         High
## 1711    Senior ($200-300k)         High
## 1712 Upper-Mid ($150-200k)         High
## 1713    Senior ($200-300k)         High
## 1714    Senior ($200-300k)         High
## 1715 Upper-Mid ($150-200k)         High
## 1716    Senior ($200-300k)         High
## 1717 Upper-Mid ($150-200k)         High
## 1718    Senior ($200-300k)         High
## 1719       Mid ($100-150k)       Medium
## 1720       Mid ($100-150k)       Medium
## 1721 Upper-Mid ($150-200k)         High
## 1722 Upper-Mid ($150-200k)         High
## 1723 Upper-Mid ($150-200k)         High
## 1724 Upper-Mid ($150-200k)         High
## 1725       Mid ($100-150k)         High
## 1726    Senior ($200-300k)         High
## 1727 Upper-Mid ($150-200k)         High
## 1728       Mid ($100-150k)         High
## 1729    Senior ($200-300k)         High
## 1730 Upper-Mid ($150-200k)         High
## 1731 Upper-Mid ($150-200k)         High
## 1732 Upper-Mid ($150-200k)         High
## 1733    Senior ($200-300k)         High
## 1734        Elite (>$300k)         High
## 1735 Upper-Mid ($150-200k)         High
## 1736 Upper-Mid ($150-200k)         High
## 1737    Senior ($200-300k)         High
## 1738 Upper-Mid ($150-200k)         High
## 1739    Senior ($200-300k)         High
## 1740    Senior ($200-300k)         High
## 1741 Upper-Mid ($150-200k)         High
## 1742       Mid ($100-150k)       Medium
## 1743 Upper-Mid ($150-200k)         High
## 1744 Upper-Mid ($150-200k)         High
## 1745    Senior ($200-300k)         High
## 1746    Senior ($200-300k)         High
## 1747    Senior ($200-300k)         High
## 1748 Upper-Mid ($150-200k)         High
## 1749 Upper-Mid ($150-200k)         High
## 1750    Senior ($200-300k)         High
## 1751    Senior ($200-300k)         High
## 1752       Mid ($100-150k)         High
## 1753       Mid ($100-150k)         High
## 1754    Senior ($200-300k)         High
## 1755    Senior ($200-300k)         High
## 1756    Senior ($200-300k)         High
## 1757 Upper-Mid ($150-200k)         High
## 1758    Senior ($200-300k)         High
## 1759       Mid ($100-150k)         High
## 1760 Upper-Mid ($150-200k)         High
## 1761       Mid ($100-150k)         High
## 1762       Mid ($100-150k)         High
## 1763    Senior ($200-300k)         High
## 1764    Senior ($200-300k)         High
## 1765    Senior ($200-300k)         High
## 1766    Senior ($200-300k)         High
## 1767       Mid ($100-150k)       Medium
## 1768 Upper-Mid ($150-200k)         High
## 1769        Elite (>$300k)         High
## 1770       Mid ($100-150k)         High
## 1771        Elite (>$300k)         High
## 1772    Senior ($200-300k)         High
## 1773    Senior ($200-300k)         High
## 1774 Upper-Mid ($150-200k)         High
## 1775    Senior ($200-300k)         High
## 1776       Mid ($100-150k)       Medium
## 1777    Senior ($200-300k)         High
## 1778 Upper-Mid ($150-200k)         High
## 1779    Senior ($200-300k)         High
## 1780       Mid ($100-150k)         High
## 1781    Senior ($200-300k)         High
## 1782       Mid ($100-150k)         High
## 1783    Senior ($200-300k)         High
## 1784        Elite (>$300k)         High
## 1785        Elite (>$300k)         High
## 1786        Elite (>$300k)         High
## 1787       Mid ($100-150k)         High
## 1788       Mid ($100-150k)         High
## 1789    Senior ($200-300k)         High
## 1790        Elite (>$300k)         High
## 1791    Senior ($200-300k)         High
## 1792        Entry (<$100k)       Medium
## 1793    Senior ($200-300k)         High
## 1794 Upper-Mid ($150-200k)         High
## 1795       Mid ($100-150k)         High
## 1796 Upper-Mid ($150-200k)         High
## 1797        Entry (<$100k)       Medium
## 1798    Senior ($200-300k)         High
## 1799    Senior ($200-300k)         High
## 1800    Senior ($200-300k)         High
## 1801    Senior ($200-300k)         High
## 1802    Senior ($200-300k)         High
## 1803        Elite (>$300k)         High
## 1804 Upper-Mid ($150-200k)         High
## 1805 Upper-Mid ($150-200k)         High
## 1806    Senior ($200-300k)         High
## 1807        Elite (>$300k)         High
## 1808       Mid ($100-150k)         High
## 1809 Upper-Mid ($150-200k)         High
## 1810    Senior ($200-300k)         High
## 1811 Upper-Mid ($150-200k)         High
## 1812       Mid ($100-150k)         High
## 1813 Upper-Mid ($150-200k)         High
## 1814 Upper-Mid ($150-200k)         High
## 1815 Upper-Mid ($150-200k)         High
## 1816 Upper-Mid ($150-200k)         High
## 1817 Upper-Mid ($150-200k)         High
## 1818 Upper-Mid ($150-200k)         High
## 1819       Mid ($100-150k)         High
## 1820    Senior ($200-300k)         High
## 1821 Upper-Mid ($150-200k)         High
## 1822    Senior ($200-300k)         High
## 1823 Upper-Mid ($150-200k)         High
## 1824        Elite (>$300k)         High
## 1825        Entry (<$100k)       Medium
## 1826       Mid ($100-150k)         High
## 1827        Elite (>$300k)         High
## 1828 Upper-Mid ($150-200k)         High
## 1829        Elite (>$300k)         High
## 1830    Senior ($200-300k)         High
## 1831 Upper-Mid ($150-200k)         High
## 1832    Senior ($200-300k)         High
## 1833    Senior ($200-300k)         High
## 1834       Mid ($100-150k)         High
## 1835       Mid ($100-150k)         High
## 1836 Upper-Mid ($150-200k)         High
## 1837 Upper-Mid ($150-200k)         High
## 1838       Mid ($100-150k)         High
## 1839    Senior ($200-300k)         High
## 1840 Upper-Mid ($150-200k)         High
## 1841 Upper-Mid ($150-200k)         High
## 1842       Mid ($100-150k)       Medium
## 1843 Upper-Mid ($150-200k)         High
## 1844       Mid ($100-150k)       Medium
## 1845 Upper-Mid ($150-200k)         High
## 1846    Senior ($200-300k)         High
## 1847    Senior ($200-300k)         High
## 1848       Mid ($100-150k)         High
## 1849 Upper-Mid ($150-200k)         High
## 1850    Senior ($200-300k)         High
## 1851    Senior ($200-300k)         High
## 1852    Senior ($200-300k)         High
## 1853    Senior ($200-300k)         High
## 1854        Elite (>$300k)         High
## 1855    Senior ($200-300k)         High
## 1856        Entry (<$100k)       Medium
## 1857    Senior ($200-300k)         High
## 1858       Mid ($100-150k)         High
## 1859       Mid ($100-150k)         High
## 1860       Mid ($100-150k)         High
## 1861 Upper-Mid ($150-200k)         High
## 1862        Elite (>$300k)         High
## 1863 Upper-Mid ($150-200k)         High
## 1864       Mid ($100-150k)         High
## 1865        Entry (<$100k)       Medium
## 1866    Senior ($200-300k)         High
## 1867 Upper-Mid ($150-200k)         High
## 1868       Mid ($100-150k)         High
## 1869 Upper-Mid ($150-200k)         High
## 1870        Elite (>$300k)         High
## 1871 Upper-Mid ($150-200k)         High
## 1872 Upper-Mid ($150-200k)         High
## 1873 Upper-Mid ($150-200k)         High
## 1874       Mid ($100-150k)         High
## 1875       Mid ($100-150k)         High
## 1876        Elite (>$300k)         High
## 1877        Elite (>$300k)         High
## 1878       Mid ($100-150k)         High
## 1879 Upper-Mid ($150-200k)         High
## 1880    Senior ($200-300k)         High
## 1881    Senior ($200-300k)         High
## 1882 Upper-Mid ($150-200k)         High
## 1883       Mid ($100-150k)         High
## 1884        Entry (<$100k)       Medium
## 1885    Senior ($200-300k)         High
## 1886        Elite (>$300k)         High
## 1887    Senior ($200-300k)         High
## 1888    Senior ($200-300k)         High
## 1889       Mid ($100-150k)         High
## 1890        Elite (>$300k)         High
## 1891 Upper-Mid ($150-200k)         High
## 1892    Senior ($200-300k)         High
## 1893       Mid ($100-150k)         High
## 1894    Senior ($200-300k)         High
## 1895        Entry (<$100k)       Medium
## 1896       Mid ($100-150k)         High
## 1897        Elite (>$300k)         High
## 1898       Mid ($100-150k)       Medium
## 1899       Mid ($100-150k)         High
## 1900    Senior ($200-300k)         High
## 1901 Upper-Mid ($150-200k)         High
## 1902       Mid ($100-150k)         High
## 1903 Upper-Mid ($150-200k)         High
## 1904 Upper-Mid ($150-200k)         High
## 1905        Elite (>$300k)         High
## 1906    Senior ($200-300k)         High
## 1907       Mid ($100-150k)       Medium
## 1908       Mid ($100-150k)       Medium
## 1909       Mid ($100-150k)         High
## 1910    Senior ($200-300k)         High
## 1911 Upper-Mid ($150-200k)         High
## 1912 Upper-Mid ($150-200k)         High
## 1913    Senior ($200-300k)         High
## 1914       Mid ($100-150k)         High
## 1915       Mid ($100-150k)         High
## 1916       Mid ($100-150k)         High
## 1917       Mid ($100-150k)         High
## 1918       Mid ($100-150k)         High
## 1919        Elite (>$300k)         High
## 1920       Mid ($100-150k)         High
## 1921       Mid ($100-150k)         High
## 1922    Senior ($200-300k)         High
## 1923    Senior ($200-300k)         High
## 1924 Upper-Mid ($150-200k)         High
## 1925        Elite (>$300k)         High
## 1926    Senior ($200-300k)         High
## 1927    Senior ($200-300k)         High
## 1928 Upper-Mid ($150-200k)         High
## 1929        Elite (>$300k)         High
## 1930    Senior ($200-300k)         High
## 1931 Upper-Mid ($150-200k)         High
## 1932 Upper-Mid ($150-200k)         High
## 1933 Upper-Mid ($150-200k)         High
## 1934       Mid ($100-150k)         High
## 1935       Mid ($100-150k)         High
## 1936    Senior ($200-300k)         High
## 1937       Mid ($100-150k)         High
## 1938 Upper-Mid ($150-200k)         High
## 1939        Elite (>$300k)         High
## 1940        Elite (>$300k)         High
## 1941 Upper-Mid ($150-200k)         High
## 1942    Senior ($200-300k)         High
## 1943 Upper-Mid ($150-200k)         High
## 1944       Mid ($100-150k)         High
## 1945       Mid ($100-150k)         High
## 1946       Mid ($100-150k)         High
## 1947       Mid ($100-150k)         High
## 1948        Elite (>$300k)         High
## 1949       Mid ($100-150k)       Medium
## 1950 Upper-Mid ($150-200k)         High
## 1951    Senior ($200-300k)         High
## 1952 Upper-Mid ($150-200k)         High
## 1953       Mid ($100-150k)         High
## 1954       Mid ($100-150k)         High
## 1955        Elite (>$300k)         High
## 1956 Upper-Mid ($150-200k)         High
## 1957       Mid ($100-150k)         High
## 1958        Elite (>$300k)         High
## 1959    Senior ($200-300k)         High
## 1960    Senior ($200-300k)         High
## 1961 Upper-Mid ($150-200k)         High
## 1962 Upper-Mid ($150-200k)         High
## 1963        Entry (<$100k)       Medium
## 1964 Upper-Mid ($150-200k)         High
## 1965       Mid ($100-150k)         High
## 1966 Upper-Mid ($150-200k)         High
## 1967    Senior ($200-300k)         High
## 1968       Mid ($100-150k)         High
## 1969 Upper-Mid ($150-200k)         High
## 1970    Senior ($200-300k)         High
## 1971 Upper-Mid ($150-200k)         High
## 1972        Elite (>$300k)         High
## 1973 Upper-Mid ($150-200k)         High
## 1974    Senior ($200-300k)         High
## 1975       Mid ($100-150k)       Medium
## 1976       Mid ($100-150k)         High
## 1977        Entry (<$100k)       Medium
## 1978       Mid ($100-150k)         High
## 1979    Senior ($200-300k)         High
## 1980    Senior ($200-300k)         High
## 1981       Mid ($100-150k)         High
## 1982        Entry (<$100k)       Medium
## 1983 Upper-Mid ($150-200k)         High
## 1984 Upper-Mid ($150-200k)         High
## 1985       Mid ($100-150k)         High
## 1986    Senior ($200-300k)         High
## 1987       Mid ($100-150k)         High
## 1988 Upper-Mid ($150-200k)         High
## 1989        Entry (<$100k)       Medium
## 1990       Mid ($100-150k)       Medium
## 1991 Upper-Mid ($150-200k)         High
## 1992        Elite (>$300k)         High
## 1993 Upper-Mid ($150-200k)         High
## 1994       Mid ($100-150k)         High
## 1995       Mid ($100-150k)       Medium
## 1996    Senior ($200-300k)         High
## 1997       Mid ($100-150k)         High
## 1998        Elite (>$300k)         High
## 1999    Senior ($200-300k)         High
## 2000    Senior ($200-300k)         High
## 2001    Senior ($200-300k)         High
## 2002    Senior ($200-300k)         High
## 2003        Elite (>$300k)         High
## 2004    Senior ($200-300k)         High
## 2005    Senior ($200-300k)         High
## 2006       Mid ($100-150k)         High
## 2007    Senior ($200-300k)         High
## 2008 Upper-Mid ($150-200k)         High
## 2009        Elite (>$300k)         High
## 2010        Elite (>$300k)         High
## 2011 Upper-Mid ($150-200k)         High
## 2012    Senior ($200-300k)         High
## 2013       Mid ($100-150k)       Medium
## 2014       Mid ($100-150k)         High
## 2015        Entry (<$100k)       Medium
## 2016 Upper-Mid ($150-200k)         High
## 2017 Upper-Mid ($150-200k)         High
## 2018        Entry (<$100k)       Medium
## 2019       Mid ($100-150k)         High
## 2020       Mid ($100-150k)       Medium
## 2021       Mid ($100-150k)         High
## 2022    Senior ($200-300k)         High
## 2023    Senior ($200-300k)         High
## 2024        Elite (>$300k)         High
## 2025       Mid ($100-150k)         High
## 2026        Elite (>$300k)         High
## 2027 Upper-Mid ($150-200k)         High
## 2028    Senior ($200-300k)         High
## 2029 Upper-Mid ($150-200k)         High
## 2030 Upper-Mid ($150-200k)         High
## 2031       Mid ($100-150k)         High
## 2032        Entry (<$100k)       Medium
## 2033 Upper-Mid ($150-200k)         High
## 2034 Upper-Mid ($150-200k)         High
## 2035 Upper-Mid ($150-200k)         High
## 2036    Senior ($200-300k)         High
## 2037       Mid ($100-150k)       Medium
## 2038 Upper-Mid ($150-200k)         High
## 2039        Elite (>$300k)         High
## 2040       Mid ($100-150k)       Medium
## 2041       Mid ($100-150k)       Medium
## 2042       Mid ($100-150k)         High
## 2043    Senior ($200-300k)         High
## 2044 Upper-Mid ($150-200k)         High
## 2045        Elite (>$300k)         High
## 2046 Upper-Mid ($150-200k)         High
## 2047 Upper-Mid ($150-200k)         High
## 2048 Upper-Mid ($150-200k)         High
## 2049       Mid ($100-150k)         High
## 2050 Upper-Mid ($150-200k)         High
## 2051    Senior ($200-300k)         High
## 2052        Elite (>$300k)         High
## 2053       Mid ($100-150k)         High
## 2054       Mid ($100-150k)         High
## 2055 Upper-Mid ($150-200k)         High
## 2056 Upper-Mid ($150-200k)         High
## 2057       Mid ($100-150k)       Medium
## 2058       Mid ($100-150k)         High
## 2059    Senior ($200-300k)         High
## 2060 Upper-Mid ($150-200k)         High
## 2061        Elite (>$300k)         High
## 2062 Upper-Mid ($150-200k)         High
## 2063    Senior ($200-300k)         High
## 2064    Senior ($200-300k)         High
## 2065 Upper-Mid ($150-200k)         High
## 2066        Elite (>$300k)         High
## 2067 Upper-Mid ($150-200k)         High
## 2068    Senior ($200-300k)         High
## 2069    Senior ($200-300k)         High
## 2070       Mid ($100-150k)         High
## 2071        Elite (>$300k)         High
## 2072 Upper-Mid ($150-200k)         High
## 2073    Senior ($200-300k)         High
## 2074       Mid ($100-150k)         High
## 2075       Mid ($100-150k)         High
## 2076 Upper-Mid ($150-200k)         High
## 2077 Upper-Mid ($150-200k)         High
## 2078       Mid ($100-150k)         High
## 2079    Senior ($200-300k)         High
## 2080 Upper-Mid ($150-200k)         High
## 2081       Mid ($100-150k)         High
## 2082    Senior ($200-300k)         High
## 2083    Senior ($200-300k)         High
## 2084    Senior ($200-300k)         High
## 2085        Elite (>$300k)         High
## 2086        Elite (>$300k)         High
## 2087       Mid ($100-150k)       Medium
## 2088       Mid ($100-150k)         High
## 2089    Senior ($200-300k)         High
## 2090       Mid ($100-150k)         High
## 2091 Upper-Mid ($150-200k)         High
## 2092    Senior ($200-300k)         High
## 2093    Senior ($200-300k)         High
## 2094 Upper-Mid ($150-200k)         High
## 2095    Senior ($200-300k)         High
## 2096    Senior ($200-300k)         High
## 2097    Senior ($200-300k)         High

Answer: Salary is grouped into Low, Medium, and High categories.

2.4 What is the average salary for each company size?

df %>%
  group_by(company_size) %>%
  summarise(avg_salary = mean(annual_salary_usd))

## # A tibble: 5 × 2
##   company_size        avg_salary
##   <chr>                    <dbl>
## 1 Big Tech (FAANG+)      237244.
## 2 Enterprise (5000+)     201225.
## 3 Mid-size (501-5000)    192973.
## 4 SME (51-500)           177965.
## 5 Startup (1-50)         168745.

Answer: Shows salary differences based on company size.

MULTI-VARIABLE ADVANCED ANALYSIS

3 LEVEL 3: MULTI-VARIABLE ANALYSIS

3.1 How does salary vary across job roles and experience levels?

df %>%
  group_by(job_title, experience_level) %>%
  summarise(avg_salary = mean(annual_salary_usd))

## `summarise()` has regrouped the output.
## ℹ Summaries were computed grouped by job_title and experience_level.
## ℹ Output is grouped by job_title.
## ℹ Use `summarise(.groups = "drop_last")` to silence this message.
## ℹ Use `summarise(.by = c(job_title, experience_level))` for per-operation
##   grouping (`?dplyr::dplyr_by`) instead.

## # A tibble: 100 × 3
## # Groups:   job_title [25]
##    job_title             experience_level avg_salary
##    <chr>                 <chr>                 <dbl>
##  1 AI Agent Developer    Entry (0-2 yrs)     165333.
##  2 AI Agent Developer    Lead (10+ yrs)      303059.
##  3 AI Agent Developer    Mid (3-5 yrs)       209200 
##  4 AI Agent Developer    Senior (6-9 yrs)    219731.
##  5 AI Business Analyst   Entry (0-2 yrs)     102000 
##  6 AI Business Analyst   Lead (10+ yrs)      186800 
##  7 AI Business Analyst   Mid (3-5 yrs)       126000 
##  8 AI Business Analyst   Senior (6-9 yrs)    161059.
##  9 AI Compliance Manager Entry (0-2 yrs)     125438.
## 10 AI Compliance Manager Lead (10+ yrs)      179684.
## # ℹ 90 more rows

Answer: Shows combined effect of role and experience on salary.

3.2 Which experience level contributes most to total salary?

df %>%
  group_by(experience_level) %>%
  summarise(total_salary = sum(annual_salary_usd)) %>%
  arrange(desc(total_salary))

## # A tibble: 4 × 2
##   experience_level total_salary
##   <chr>                   <int>
## 1 Lead (10+ yrs)      127052800
## 2 Senior (6-9 yrs)    111245400
## 3 Mid (3-5 yrs)        89701000
## 4 Entry (0-2 yrs)      81649000

Answer: Identifies experience levels contributing highest salary.

3.3 What percentage of total salary is contributed by each company size?

df %>%
  group_by(company_size) %>%
  summarise(total = sum(annual_salary_usd)) %>%
  mutate(percent = total / sum(total) * 100)

## # A tibble: 5 × 3
##   company_size           total percent
##   <chr>                  <int>   <dbl>
## 1 Big Tech (FAANG+)   96558200    23.6
## 2 Enterprise (5000+)  83910800    20.5
## 3 Mid-size (501-5000) 83364400    20.4
## 4 SME (51-500)        75279200    18.4
## 5 Startup (1-50)      70535600    17.2

Answer: Shows contribution of each company size.

3.4 How does remote work influence salary across experience levels?

df %>%
  group_by(remote_work, experience_level) %>%
  summarise(avg_salary = mean(annual_salary_usd, na.rm = TRUE))

## `summarise()` has regrouped the output.
## ℹ Summaries were computed grouped by remote_work and experience_level.
## ℹ Output is grouped by remote_work.
## ℹ Use `summarise(.groups = "drop_last")` to silence this message.
## ℹ Use `summarise(.by = c(remote_work, experience_level))` for per-operation
##   grouping (`?dplyr::dplyr_by`) instead.

## # A tibble: 12 × 3
## # Groups:   remote_work [3]
##    remote_work  experience_level avg_salary
##    <chr>        <chr>                 <dbl>
##  1 Fully Remote Entry (0-2 yrs)     150710.
##  2 Fully Remote Lead (10+ yrs)      237988.
##  3 Fully Remote Mid (3-5 yrs)       182262.
##  4 Fully Remote Senior (6-9 yrs)    218853.
##  5 Hybrid       Entry (0-2 yrs)     150000 
##  6 Hybrid       Lead (10+ yrs)      240716.
##  7 Hybrid       Mid (3-5 yrs)       169404.
##  8 Hybrid       Senior (6-9 yrs)    214272.
##  9 On-site      Entry (0-2 yrs)     152648.
## 10 On-site      Lead (10+ yrs)      239974.
## 11 On-site      Mid (3-5 yrs)       180969.
## 12 On-site      Senior (6-9 yrs)    213940.

Answer: Analyzes combined impact of remote work and experience.

Data Visualization

4 LEVEL 4: DATA VISUALIZATION

4.1 How does salary distribution vary across different job roles?

ggplot(df, aes(x = annual_salary_usd, fill = job_title)) +
  geom_histogram(color = "black", bins = 30) +
  facet_wrap(~ job_title, scales = "free_y") +
  labs(title = "Salary Distribution by Job Title",
       x = "Annual Salary (USD)",
       y = "Frequency") +
  theme(legend.position = "none")

Answer: Facet wrap splits the plot by job roles, allowing comparison of salary distribution for each role.

4.2 How does salary differ by experience level?

library(ggplot2)
library(scales)

## Warning: package 'scales' was built under R version 4.5.3

## 
## Attaching package: 'scales'

## The following object is masked from 'package:readr':
## 
##     col_factor

ggplot(df, aes(x = experience_level, y = annual_salary_usd, fill = experience_level)) +
  geom_boxplot() +
  scale_y_continuous(labels = comma) +   
  scale_fill_brewer(palette = "Pastel1") +
  labs(title = "Salary Distribution by Experience Level",
       x = "Experience Level",
       y = "Annual Salary (USD)") +
  theme(legend.position = "none")

Answer: Boxplot compares salary spread across experience levels.

4.3 How is salary density distributed?

ggplot(df, aes(x = annual_salary_usd)) +
  geom_density(fill = "lightblue") +
  scale_x_continuous(labels = scales::comma) +
  scale_y_continuous(labels = scales::label_number()) +
  labs(title = "Density Plot of Salary",
       x = "Annual Salary (USD)",
       y = "Density")

Answer: Density plot shows smooth distribution of salary.

4.4 Which job roles have highest frequency?

ggplot(df, aes(x = job_title, fill = job_title)) +
  geom_bar() +
  scale_fill_hue() +
  labs(title = "Job Title Distribution",
       x = "Job Title",
       y = "Count") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1),
        legend.position = "none")

Answer: Bar chart shows most frequent job roles.

MULTI-VARIABLE ADVANCED ANALYSIS

5 LEVEL 5: EXPLORATORY DATA ANALYSIS(EDA)

5.1 What is the standard deviation of salary?

sd(df$annual_salary_usd, na.rm = TRUE)

## [1] 66567.21

Answer: Standard deviation measures the spread of salary values from the mean.

5.2 What are the quartiles of salary?

quantile(df$annual_salary_usd, na.rm = TRUE)

##     0%    25%    50%    75%   100% 
##  90000 145000 180000 237000 374400

Answer: Quartiles divide salary data into four equal parts.

5.3 What is the Interquartile Range (IQR) of salary?

IQR(df$annual_salary_usd, na.rm = TRUE)

## [1] 92000

Answer: IQR measures the spread of the middle 50% of data.

5.4 Are there any outliers in salary using IQR method?

Q1 <- quantile(df$annual_salary_usd, 0.25, na.rm = TRUE)
Q3 <- quantile(df$annual_salary_usd, 0.75, na.rm = TRUE)
IQR_value <- Q3 - Q1

df %>%
  filter(annual_salary_usd < (Q1 - 1.5 * IQR_value) |
         annual_salary_usd > (Q3 + 1.5 * IQR_value))

##  [1] job_id                job_title             job_category         
##  [4] experience_level      years_of_experience   education_required   
##  [7] annual_salary_usd     salary_min_usd        salary_max_usd       
## [10] city                  country               remote_work          
## [13] company_size          industry              required_skills      
## [16] ai_salary_premium_pct demand_score          demand_growth_yoy_pct
## [19] benefits_score_10     posting_year          posting_month        
## [22] is_senior             is_remote_friendly    is_llm_role          
## [25] salary_tier           salary_level         
## <0 rows> (or 0-length row.names)

Answer: Identifies salary values that fall outside normal range.

5.5 What is the distribution skewness of salary?

install.packages("e1071")  # run once

## Installing package into 'C:/Users/Asus/AppData/Local/R/win-library/4.5'
## (as 'lib' is unspecified)

## package 'e1071' successfully unpacked and MD5 sums checked
## 
## The downloaded binary packages are in
##  C:\Users\Asus\AppData\Local\Temp\RtmpYpLmSz\downloaded_packages

library(e1071)

## Warning: package 'e1071' was built under R version 4.5.3

## 
## Attaching package: 'e1071'

## The following object is masked from 'package:ggplot2':
## 
##     element

skewness(df$annual_salary_usd, na.rm = TRUE)

## [1] 0.7092471

ggplot(df, aes(x = annual_salary_usd)) +
  geom_histogram(fill = "skyblue", bins = 30) +
  scale_x_continuous(labels = comma) +   
  labs(title = "Salary Distribution",
       x = "Annual Salary (USD)",
       y = "Count")

Answer: Indicates whether data is left-skewed or right-skewed.

MULTI-VARIABLE ADVANCED ANALYSIS

6 LEVEL 6: CORRELATION

6.1 What is the correlation between salary and experience level (numeric)?

df$experience_numeric <- as.numeric(as.factor(df$experience_level))

cor(df$annual_salary_usd, df$experience_numeric, use = "complete.obs")

## [1] 0.2236225

Answer: Shows pairwise correlation between numeric variables.

6.2 How to visualize correlation using heatmap?

library(corrplot)

## Warning: package 'corrplot' was built under R version 4.5.3

## corrplot 0.95 loaded

numeric_df <- df %>%
  select_if(is.numeric)

cor_matrix <- cor(numeric_df, use = "complete.obs")

corrplot(cor_matrix, method = "color", tl.cex = 0.8)

Answer: Heatmap visually represents correlation strength and direction.

7 LEVEL 7: REGRESSION ANALYSIS

7.1 How to build a simple linear regression model?

model1 <- lm(annual_salary_usd ~ experience_numeric, data = df)
summary(model1)

## 
## Call:
## lm(formula = annual_salary_usd ~ experience_numeric, data = df)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -120557  -48286  -15744   37714  185385 
## 
## Coefficients:
##                    Estimate Std. Error t value Pr(>|t|)    
## (Intercept)          162473       3436   47.28   <2e-16 ***
## experience_numeric    13271       1264   10.50   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 64900 on 2095 degrees of freedom
## Multiple R-squared:  0.05001,    Adjusted R-squared:  0.04955 
## F-statistic: 110.3 on 1 and 2095 DF,  p-value: < 2.2e-16

Answer: Shows relationship between salary and experience.

7.2 How to build a multiple linear regression model?

model2 <- lm(annual_salary_usd ~ experience_numeric + remote_work, data = df)
summary(model2)

## 
## Call:
## lm(formula = annual_salary_usd ~ experience_numeric + remote_work, 
##     data = df)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -119436  -47887  -14775   38458  186513 
## 
## Coefficients:
##                    Estimate Std. Error t value Pr(>|t|)    
## (Intercept)          164993       4066  40.573   <2e-16 ***
## experience_numeric    13275       1264  10.502   <2e-16 ***
## remote_workHybrid     -3655       3341  -1.094    0.274    
## remote_workOn-site    -3492       3862  -0.904    0.366    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 64910 on 2093 degrees of freedom
## Multiple R-squared:  0.05062,    Adjusted R-squared:  0.04926 
## F-statistic:  37.2 on 3 and 2093 DF,  p-value: < 2.2e-16

Answer: Analyzes impact of multiple variables on salary.

7.3 What is the predicted salary using regression model?

predict(model1, newdata = data.frame(experience_numeric = 3))

##        1 
## 202285.7

Answer: Predicts salary for given experience level.

7.4 How to check model residuals?

plot(model1$residuals)

Answer: Residuals help evaluate model accuracy.

What is the R-squared value of the model?

summary(model1)$r.squared

## [1] 0.05000701

Answer: Indicates how well model explains variability.

7.5 How to perform polynomial regression?

library(ggplot2)
library(scales)

df$experience_numeric <- as.numeric(as.factor(df$experience_level))

model_poly <- lm(annual_salary_usd ~ poly(experience_numeric, 2), data = df)

new_data <- data.frame(
  experience_numeric = seq(min(df$experience_numeric), 
                           max(df$experience_numeric), 
                           length.out = 100)
)

new_data$predicted_salary <- predict(model_poly, newdata = new_data)

# Plot
ggplot(df, aes(x = experience_numeric, y = annual_salary_usd)) +
  geom_point(color = "blue") +
  geom_line(data = new_data, 
            aes(x = experience_numeric, y = predicted_salary), 
            color = "red", size = 1) +
  scale_y_continuous(labels = comma) +   
  labs(title = "Polynomial Regression (Degree 2)",
       x = "Experience Level",
       y = "Annual Salary (USD)")

## Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
## ℹ Please use `linewidth` instead.
## This warning is displayed once per session.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.

Answer: Captures non-linear relationship between variables.

7.6 How to compare linear and polynomial models?

summary(model1)$r.squared

## [1] 0.05000701

summary(model_poly)$r.squared

## [1] 0.08694811

Answer: Higher R² indicates better model fit.

"+this._get(t,"weekHeader")+"	"+r[k]+"
"+this._get(t,"calculateWeek")(T)+"

1.2 What are the summary statistics of salary?

1.3 How many missing values are present in each column?

2 Level 2: DATA MANIPULATION & TRANSFORMATION

2.1 Which records have salary above the overall average?

2.2 Which job roles appear most frequently?

2.3 How can salary be categorized into levels?

2.4 What is the average salary for each company size?

3 LEVEL 3: MULTI-VARIABLE ANALYSIS

3.1 How does salary vary across job roles and experience levels?

3.2 Which experience level contributes most to total salary?

3.3 What percentage of total salary is contributed by each company size?

3.4 How does remote work influence salary across experience levels?

4 LEVEL 4: DATA VISUALIZATION

4.1 How does salary distribution vary across different job roles?

4.2 How does salary differ by experience level?

4.3 How is salary density distributed?

4.4 Which job roles have highest frequency?

5 LEVEL 5: EXPLORATORY DATA ANALYSIS(EDA)

5.1 What is the standard deviation of salary?

5.2 What are the quartiles of salary?

5.3 What is the Interquartile Range (IQR) of salary?

5.4 Are there any outliers in salary using IQR method?

5.5 What is the distribution skewness of salary?

6 LEVEL 6: CORRELATION

6.1 What is the correlation between salary and experience level (numeric)?

6.2 How to visualize correlation using heatmap?

7 LEVEL 7: REGRESSION ANALYSIS

7.1 How to build a simple linear regression model?

7.2 How to build a multiple linear regression model?

7.3 What is the predicted salary using regression model?

7.4 How to check model residuals?

7.5 How to perform polynomial regression?

7.6 How to compare linear and polynomial models?

Mohit Pandey

2026-04-11