R Notebook
# Run this once in the console, then leave it switched off (eval=FALSE)
# so the packages aren't reinstalled every time you knit.
install.packages(c("BLSloadR", "dplyr", "tidyr", "readr", "ggplot2",
"scales", "forcats", "usmap"))install.packages(c("BLSloadR"))G2;WARNING: Rtools is required to build R packages but is not currently installed. Please download and install the appropriate version of Rtools before proceeding:
https://cran.rstudio.com/bin/windows/Rtools/g
trying URL 'https://cran.rstudio.com/bin/windows/contrib/4.6/BLSloadR_0.4.6.zip'
Content type 'application/zip' length 298109 bytes (291 KB)
downloaded 291 KBpackage ‘BLSloadR’ successfully unpacked and MD5 sums checked
The downloaded binary packages are in
C:\Users\Jeovany\AppData\Local\Temp\Rtmp6njhXz\downloaded_packageslibrary(BLSloadR)
library(dplyr)
library(tidyr)
library(readr)
library(ggplot2)
library(scales)
library(forcats)
library(usmap)oews_data <- get_oews(
simplify_table = TRUE,
suppress_warnings = FALSE,
fast_read = TRUE
)head(oews_data)names(oews_data) [1] "series_id"
[2] "year"
[3] "value"
[4] "seasonal"
[5] "areatype_code"
[6] "area_code"
[7] "industry_code"
[8] "occupation_code"
[9] "datatype_code"
[10] "occupation_name"
[11] "occupation_description"
[12] "state_code"
[13] "area_name"
[14] "datatype_name" unique_occupations <- sort(unique(oews_data$occupation_name))
length(unique(oews_data$occupation_name))[1] 1103# View all unique occupation names
print(unique_occupations) [1] "Accountants and Auditors"
[2] "Actors"
[3] "Actors, Producers, and Directors"
[4] "Actuaries"
[5] "Acupuncturists"
[6] "Adhesive Bonding Machine Operators and Tenders"
[7] "Administrative Law Judges, Adjudicators, and Hearing Officers"
[8] "Administrative Services and Facilities Managers"
[9] "Administrative Services Managers"
[10] "Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors"
[11] "Advertising and Promotions Managers"
[12] "Advertising Sales Agents"
[13] "Advertising, Marketing, Promotions, Public Relations, and Sales Managers"
[14] "Aerospace Engineering and Operations Technologists and Technicians"
[15] "Aerospace Engineers"
[16] "Agents and Business Managers of Artists, Performers, and Athletes"
[17] "Agricultural and Food Science Technicians"
[18] "Agricultural and Food Scientists"
[19] "Agricultural Engineers"
[20] "Agricultural Equipment Operators"
[21] "Agricultural Inspectors"
[22] "Agricultural Sciences Teachers, Postsecondary"
[23] "Agricultural Technicians"
[24] "Agricultural Workers"
[25] "Agricultural Workers, All Other"
[26] "Air Traffic Controllers"
[27] "Air Traffic Controllers and Airfield Operations Specialists"
[28] "Air Transportation Workers"
[29] "Aircraft Cargo Handling Supervisors"
[30] "Aircraft Mechanics and Service Technicians"
[31] "Aircraft Pilots and Flight Engineers"
[32] "Aircraft Service Attendants"
[33] "Aircraft Structure, Surfaces, Rigging, and Systems Assemblers"
[34] "Airfield Operations Specialists"
[35] "Airline Pilots, Copilots, and Flight Engineers"
[36] "All Occupations"
[37] "Ambulance Drivers and Attendants, Except Emergency Medical Technicians"
[38] "Amusement and Recreation Attendants"
[39] "Anesthesiologists"
[40] "Animal Breeders"
[41] "Animal Care and Service Workers"
[42] "Animal Caretakers"
[43] "Animal Control Workers"
[44] "Animal Scientists"
[45] "Animal Trainers"
[46] "Anthropologists and Archeologists"
[47] "Anthropology and Archeology Teachers, Postsecondary"
[48] "Arbitrators, Mediators, and Conciliators"
[49] "Architects, Except Landscape and Naval"
[50] "Architects, Except Naval"
[51] "Architects, Surveyors, and Cartographers"
[52] "Architectural and Civil Drafters"
[53] "Architectural and Engineering Managers"
[54] "Architecture and Engineering Occupations"
[55] "Architecture Teachers, Postsecondary"
[56] "Archivists"
[57] "Archivists, Curators, and Museum Technicians"
[58] "Area, Ethnic, and Cultural Studies Teachers, Postsecondary"
[59] "Art and Design Workers"
[60] "Art Directors"
[61] "Art, Drama, and Music Teachers, Postsecondary"
[62] "Artists and Related Workers"
[63] "Artists and Related Workers, All Other"
[64] "Arts, Communications, History, and Humanities Teachers, Postsecondary"
[65] "Arts, Design, Entertainment, Sports, and Media Occupations"
[66] "Assemblers and Fabricators"
[67] "Astronomers"
[68] "Astronomers and Physicists"
[69] "Athletes and Sports Competitors"
[70] "Athletes, Coaches, Umpires, and Related Workers"
[71] "Athletic Trainers"
[72] "Atmospheric and Space Scientists"
[73] "Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary"
[74] "Audio and Video Technicians"
[75] "Audiologists"
[76] "Audiovisual Equipment Installers and Repairers"
[77] "Automotive and Watercraft Service Attendants"
[78] "Automotive Body and Related Repairers"
[79] "Automotive Glass Installers and Repairers"
[80] "Automotive Service Technicians and Mechanics"
[81] "Automotive Technicians and Repairers"
[82] "Avionics Technicians"
[83] "Baggage Porters and Bellhops"
[84] "Baggage Porters, Bellhops, and Concierges"
[85] "Bailiffs"
[86] "Bailiffs, Correctional Officers, and Jailers"
[87] "Bakers"
[88] "Barbers"
[89] "Barbers, Hairdressers, Hairstylists and Cosmetologists"
[90] "Bartenders"
[91] "Bicycle Repairers"
[92] "Bill and Account Collectors"
[93] "Billing and Posting Clerks"
[94] "Biochemists and Biophysicists"
[95] "Bioengineers and Biomedical Engineers"
[96] "Biological Science Teachers, Postsecondary"
[97] "Biological Scientists"
[98] "Biological Scientists, All Other"
[99] "Biological Technicians"
[100] "Boilermakers"
[101] "Bookkeeping, Accounting, and Auditing Clerks"
[102] "Brickmasons and Blockmasons"
[103] "Brickmasons, Blockmasons, and Stonemasons"
[104] "Bridge and Lock Tenders"
[105] "Broadcast Announcers and Radio Disc Jockeys"
[106] "Broadcast Technicians"
[107] "Broadcast, Sound, and Lighting Technicians"
[108] "Brokerage Clerks"
[109] "Budget Analysts"
[110] "Building and Grounds Cleaning and Maintenance Occupations"
[111] "Building Cleaning and Pest Control Workers"
[112] "Building Cleaning Workers"
[113] "Building Cleaning Workers, All Other"
[114] "Bus and Truck Mechanics and Diesel Engine Specialists"
[115] "Bus Drivers, School"
[116] "Bus Drivers, Transit and Intercity"
[117] "Business and Financial Operations Occupations"
[118] "Business Operations Specialists"
[119] "Business Operations Specialists, All Other"
[120] "Business Teachers, Postsecondary"
[121] "Butchers and Meat Cutters"
[122] "Butchers and Other Meat, Poultry, and Fish Processing Workers"
[123] "Buyers and Purchasing Agents"
[124] "Cabinetmakers and Bench Carpenters"
[125] "Calibration Technologists and Technicians"
[126] "Camera and Photographic Equipment Repairers"
[127] "Camera Operators, Television, Video, and Film"
[128] "Captains, Mates, and Pilots of Water Vessels"
[129] "Cardiologists"
[130] "Cardiovascular Technologists and Technicians"
[131] "Career/Technical Education Teachers, Middle School"
[132] "Career/Technical Education Teachers, Postsecondary"
[133] "Career/Technical Education Teachers, Secondary School"
[134] "Cargo and Freight Agents"
[135] "Carpenters"
[136] "Carpet Installers"
[137] "Carpet, Floor, and Tile Installers and Finishers"
[138] "Cartographers and Photogrammetrists"
[139] "Cashiers"
[140] "Cement Masons and Concrete Finishers"
[141] "Cement Masons, Concrete Finishers, and Terrazzo Workers"
[142] "Chefs and Head Cooks"
[143] "Chemical Engineers"
[144] "Chemical Equipment Operators and Tenders"
[145] "Chemical Plant and System Operators"
[146] "Chemical Processing Machine Setters, Operators, and Tenders"
[147] "Chemical Technicians"
[148] "Chemistry Teachers, Postsecondary"
[149] "Chemists"
[150] "Chemists and Materials Scientists"
[151] "Chief Executives"
[152] "Child, Family, and School Social Workers"
[153] "Childcare Workers"
[154] "Chiropractors"
[155] "Choreographers"
[156] "Civil Engineering Technologists and Technicians"
[157] "Civil Engineers"
[158] "Claims Adjusters, Appraisers, Examiners, and Investigators"
[159] "Claims Adjusters, Examiners, and Investigators"
[160] "Cleaners of Vehicles and Equipment"
[161] "Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders"
[162] "Clergy"
[163] "Clinical and Counseling Psychologists"
[164] "Clinical Laboratory Technologists and Technicians"
[165] "Coaches and Scouts"
[166] "Coating, Painting, and Spraying Machine Setters, Operators, and Tenders"
[167] "Coil Winders, Tapers, and Finishers"
[168] "Coin, Vending, and Amusement Machine Servicers and Repairers"
[169] "Commercial and Industrial Designers"
[170] "Commercial Divers"
[171] "Commercial Pilots"
[172] "Communications Equipment Operators"
[173] "Communications Equipment Operators, All Other"
[174] "Communications Teachers, Postsecondary"
[175] "Community and Social Service Occupations"
[176] "Community and Social Service Specialists, All Other"
[177] "Community Health Workers"
[178] "Compensation and Benefits Managers"
[179] "Compensation, Benefits, and Job Analysis Specialists"
[180] "Compliance Officers"
[181] "Computer and Information Analysts"
[182] "Computer and Information Research Scientists"
[183] "Computer and Information Systems Managers"
[184] "Computer and Mathematical Occupations"
[185] "Computer Hardware Engineers"
[186] "Computer Network Architects"
[187] "Computer Network Support Specialists"
[188] "Computer Numerically Controlled Tool Operators"
[189] "Computer Numerically Controlled Tool Operators and Programmers"
[190] "Computer Numerically Controlled Tool Programmers"
[191] "Computer Occupations"
[192] "Computer Occupations, All Other"
[193] "Computer Programmers"
[194] "Computer Science Teachers, Postsecondary"
[195] "Computer Support Specialists"
[196] "Computer Systems Analysts"
[197] "Computer User Support Specialists"
[198] "Computer, Automated Teller, and Office Machine Repairers"
[199] "Concierges"
[200] "Conservation Scientists"
[201] "Conservation Scientists and Foresters"
[202] "Construction and Building Inspectors"
[203] "Construction and Extraction Occupations"
[204] "Construction Equipment Operators"
[205] "Construction Laborers"
[206] "Construction Managers"
[207] "Construction Trades Workers"
[208] "Continuous Mining Machine Operators"
[209] "Control and Valve Installers and Repairers"
[210] "Control and Valve Installers and Repairers, Except Mechanical Door"
[211] "Conveyor Operators and Tenders"
[212] "Cooks"
[213] "Cooks and Food Preparation Workers"
[214] "Cooks, All Other"
[215] "Cooks, Fast Food"
[216] "Cooks, Institution and Cafeteria"
[217] "Cooks, Private Household"
[218] "Cooks, Restaurant"
[219] "Cooks, Short Order"
[220] "Cooling and Freezing Equipment Operators and Tenders"
[221] "Correctional Officers and Jailers"
[222] "Correspondence Clerks"
[223] "Cost Estimators"
[224] "Costume Attendants"
[225] "Counselors"
[226] "Counselors, All Other"
[227] "Counselors, Social Workers, and Other Community and Social Service Specialists"
[228] "Counter and Rental Clerks"
[229] "Counter and Rental Clerks and Parts Salespersons"
[230] "Couriers and Messengers"
[231] "Court Reporters and Simultaneous Captioners"
[232] "Court, Municipal, and License Clerks"
[233] "Craft Artists"
[234] "Crane and Tower Operators"
[235] "Credit Analysts"
[236] "Credit Authorizers, Checkers, and Clerks"
[237] "Credit Counselors"
[238] "Credit Counselors and Loan Officers"
[239] "Crematory Operators"
[240] "Criminal Justice and Law Enforcement Teachers, Postsecondary"
[241] "Crossing Guards and Flaggers"
[242] "Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders"
[243] "Crushing, Grinding, Polishing, Mixing, and Blending Workers"
[244] "Curators"
[245] "Customer Service Representatives"
[246] "Cutters and Trimmers, Hand"
[247] "Cutting and Slicing Machine Setters, Operators, and Tenders"
[248] "Cutting Workers"
[249] "Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic"
[250] "Dancers"
[251] "Dancers and Choreographers"
[252] "Data Entry and Information Processing Workers"
[253] "Data Entry Keyers"
[254] "Data Scientists"
[255] "Database Administrators"
[256] "Database and Network Administrators and Architects"
[257] "Database Architects"
[258] "Demonstrators and Product Promoters"
[259] "Dental and Ophthalmic Laboratory Technicians and Medical Appliance Technicians"
[260] "Dental Assistants"
[261] "Dental Hygienists"
[262] "Dental Laboratory Technicians"
[263] "Dentists"
[264] "Dentists, All Other Specialists"
[265] "Dentists, General"
[266] "Dermatologists"
[267] "Derrick Operators, Oil and Gas"
[268] "Derrick, Rotary Drill, and Service Unit Operators, Oil and Gas"
[269] "Designers"
[270] "Designers, All Other"
[271] "Desktop Publishers"
[272] "Detectives and Criminal Investigators"
[273] "Diagnostic Medical Sonographers"
[274] "Diagnostic Related Technologists and Technicians"
[275] "Dietetic Technicians"
[276] "Dietitians and Nutritionists"
[277] "Dining Room and Cafeteria Attendants and Bartender Helpers"
[278] "Directors, Religious Activities and Education"
[279] "Disc Jockeys, Except Radio"
[280] "Dishwashers"
[281] "Dispatchers"
[282] "Dispatchers, Except Police, Fire, and Ambulance"
[283] "Door-to-Door Sales Workers, News and Street Vendors, and Related Workers"
[284] "Drafters"
[285] "Drafters, All Other"
[286] "Drafters, Engineering Technicians, and Mapping Technicians"
[287] "Dredge Operators"
[288] "Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
[289] "Driver/Sales Workers"
[290] "Driver/Sales Workers and Truck Drivers"
[291] "Drywall and Ceiling Tile Installers"
[292] "Drywall Installers, Ceiling Tile Installers, and Tapers"
[293] "Earth Drillers, Except Oil and Gas"
[294] "Economics Teachers, Postsecondary"
[295] "Economists"
[296] "Editors"
[297] "Education Administrators, All Other"
[298] "Education Administrators, Kindergarten through Secondary"
[299] "Education Administrators, Postsecondary"
[300] "Education and Childcare Administrators"
[301] "Education and Childcare Administrators, Preschool and Daycare"
[302] "Education and Library Science Teachers, Postsecondary"
[303] "Education Teachers, Postsecondary"
[304] "Educational Instruction and Library Occupations"
[305] "Educational Instruction and Library Workers, All Other"
[306] "Educational, Guidance, and Career Counselors and Advisors"
[307] "Electric Motor, Power Tool, and Related Repairers"
[308] "Electrical and Electronic Engineering Technologists and Technicians"
[309] "Electrical and Electronic Equipment Mechanics, Installers, and Repairers"
[310] "Electrical and Electronics Drafters"
[311] "Electrical and Electronics Engineers"
[312] "Electrical and Electronics Installers and Repairers, Transportation Equipment"
[313] "Electrical and Electronics Repairers, Commercial and Industrial Equipment"
[314] "Electrical and Electronics Repairers, Powerhouse, Substation, and Relay"
[315] "Electrical Engineers"
[316] "Electrical Power-Line Installers and Repairers"
[317] "Electrical, Electronic, and Electromechanical Assemblers, Except Coil Winders, Tapers, and Finishers"
[318] "Electrical, Electronics, and Electromechanical Assemblers"
[319] "Electricians"
[320] "Electro-Mechanical and Mechatronics Technologists and Technicians"
[321] "Electronic Equipment Installers and Repairers, Motor Vehicles"
[322] "Electronics Engineers, Except Computer"
[323] "Elementary and Middle School Teachers"
[324] "Elementary School Teachers, Except Special Education"
[325] "Elevator and Escalator Installers and Repairers"
[326] "Eligibility Interviewers, Government Programs"
[327] "Embalmers"
[328] "Embalmers and Crematory Operators"
[329] "Emergency Management Directors"
[330] "Emergency Medical Technicians"
[331] "Emergency Medical Technicians and Paramedics"
[332] "Emergency Medicine Physicians"
[333] "Engine and Other Machine Assemblers"
[334] "Engineering and Architecture Teachers, Postsecondary"
[335] "Engineering Teachers, Postsecondary"
[336] "Engineering Technologists and Technicians, Except Drafters"
[337] "Engineering Technologists and Technicians, Except Drafters, All Other"
[338] "Engineers"
[339] "Engineers, All Other"
[340] "English Language and Literature Teachers, Postsecondary"
[341] "Entertainers and Performers, Sports and Related Workers"
[342] "Entertainers and Performers, Sports and Related Workers, All Other"
[343] "Entertainment and Recreation Managers"
[344] "Entertainment and Recreation Managers, Except Gambling"
[345] "Entertainment Attendants and Related Workers"
[346] "Entertainment Attendants and Related Workers, All Other"
[347] "Environmental Engineering Technologists and Technicians"
[348] "Environmental Engineers"
[349] "Environmental Science and Geoscience Technicians"
[350] "Environmental Science and Protection Technicians, Including Health"
[351] "Environmental Science Teachers, Postsecondary"
[352] "Environmental Scientists and Geoscientists"
[353] "Environmental Scientists and Specialists, Including Health"
[354] "Epidemiologists"
[355] "Etchers and Engravers"
[356] "Excavating and Loading Machine and Dragline Operators, Surface Mining"
[357] "Executive Secretaries and Executive Administrative Assistants"
[358] "Exercise Physiologists"
[359] "Exercise Trainers and Group Fitness Instructors"
[360] "Explosives Workers, Ordnance Handling Experts, and Blasters"
[361] "Extraction Workers"
[362] "Extraction Workers, All Other"
[363] "Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic"
[364] "Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers"
[365] "Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders"
[366] "Fabric and Apparel Patternmakers"
[367] "Facilities Managers"
[368] "Fallers"
[369] "Family and Consumer Sciences Teachers, Postsecondary"
[370] "Family Medicine Physicians"
[371] "Farm and Home Management Educators"
[372] "Farm Equipment Mechanics and Service Technicians"
[373] "Farm Labor Contractors"
[374] "Farmers, Ranchers, and Other Agricultural Managers"
[375] "Farming, Fishing, and Forestry Occupations"
[376] "Farmworkers and Laborers, Crop, Nursery, and Greenhouse"
[377] "Farmworkers, Farm, Ranch, and Aquacultural Animals"
[378] "Fashion Designers"
[379] "Fast Food and Counter Workers"
[380] "Fence Erectors"
[381] "Fiberglass Laminators and Fabricators"
[382] "File Clerks"
[383] "Film and Video Editors"
[384] "Financial Analysts and Advisors"
[385] "Financial and Investment Analysts"
[386] "Financial Clerks"
[387] "Financial Clerks, All Other"
[388] "Financial Examiners"
[389] "Financial Managers"
[390] "Financial Risk Specialists"
[391] "Financial Specialists"
[392] "Financial Specialists, All Other"
[393] "Fine Artists, Including Painters, Sculptors, and Illustrators"
[394] "Fire Inspectors"
[395] "Fire Inspectors and Investigators"
[396] "Firefighters"
[397] "Firefighting and Prevention Workers"
[398] "First-Line Supervisors of Building and Grounds Cleaning and Maintenance Workers"
[399] "First-Line Supervisors of Construction Trades and Extraction Workers"
[400] "First-Line Supervisors of Correctional Officers"
[401] "First-Line Supervisors of Entertainment and Recreation Workers"
[402] "First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services"
[403] "First-Line Supervisors of Farming, Fishing, and Forestry Workers"
[404] "First-Line Supervisors of Firefighting and Prevention Workers"
[405] "First-Line Supervisors of Food Preparation and Serving Workers"
[406] "First-Line Supervisors of Gambling Services Workers"
[407] "First-Line Supervisors of Housekeeping and Janitorial Workers"
[408] "First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers"
[409] "First-Line Supervisors of Law Enforcement Workers"
[410] "First-Line Supervisors of Mechanics, Installers, and Repairers"
[411] "First-Line Supervisors of Non-Retail Sales Workers"
[412] "First-Line Supervisors of Office and Administrative Support Workers"
[413] "First-Line Supervisors of Personal Service Workers"
[414] "First-Line Supervisors of Police and Detectives"
[415] "First-Line Supervisors of Production and Operating Workers"
[416] "First-Line Supervisors of Protective Service Workers, All Other"
[417] "First-Line Supervisors of Retail Sales Workers"
[418] "First-Line Supervisors of Sales Workers"
[419] "First-Line Supervisors of Security Workers"
[420] "First-Line Supervisors of Transportation and Material Moving Workers"
[421] "First-Line Supervisors of Transportation and Material Moving Workers, Except Aircraft Cargo Handling"
[422] "Fish and Game Wardens"
[423] "Flight Attendants"
[424] "Floor Layers, Except Carpet, Wood, and Hard Tiles"
[425] "Floor Sanders and Finishers"
[426] "Floral Designers"
[427] "Food and Beverage Serving Workers"
[428] "Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders"
[429] "Food Batchmakers"
[430] "Food Cooking Machine Operators and Tenders"
[431] "Food Preparation and Serving Related Occupations"
[432] "Food Preparation and Serving Related Workers, All Other"
[433] "Food Preparation Workers"
[434] "Food Processing Workers"
[435] "Food Processing Workers, All Other"
[436] "Food Science Technicians"
[437] "Food Scientists and Technologists"
[438] "Food Servers, Nonrestaurant"
[439] "Food Service Managers"
[440] "Foreign Language and Literature Teachers, Postsecondary"
[441] "Forensic Science Technicians"
[442] "Forest and Conservation Technicians"
[443] "Forest and Conservation Workers"
[444] "Forest Fire Inspectors and Prevention Specialists"
[445] "Forest, Conservation, and Logging Workers"
[446] "Foresters"
[447] "Forestry and Conservation Science Teachers, Postsecondary"
[448] "Forging Machine Setters, Operators, and Tenders, Metal and Plastic"
[449] "Forming Machine Setters, Operators, and Tenders, Metal and Plastic"
[450] "Foundry Mold and Coremakers"
[451] "Fundraisers"
[452] "Fundraising Managers"
[453] "Funeral Attendants"
[454] "Funeral Home Managers"
[455] "Funeral Service Workers"
[456] "Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders"
[457] "Furniture Finishers"
[458] "Gambling and Sports Book Writers and Runners"
[459] "Gambling Cage Workers"
[460] "Gambling Change Persons and Booth Cashiers"
[461] "Gambling Dealers"
[462] "Gambling Managers"
[463] "Gambling Service Workers, All Other"
[464] "Gambling Services Workers"
[465] "Gambling Surveillance Officers and Gambling Investigators"
[466] "Gas Compressor and Gas Pumping Station Operators"
[467] "Gas Plant Operators"
[468] "General and Operations Managers"
[469] "General Internal Medicine Physicians"
[470] "Genetic Counselors"
[471] "Geographers"
[472] "Geography Teachers, Postsecondary"
[473] "Geological Technicians, Except Hydrologic Technicians"
[474] "Geoscientists, Except Hydrologists and Geographers"
[475] "Glaziers"
[476] "Graders and Sorters, Agricultural Products"
[477] "Graphic Designers"
[478] "Grinding and Polishing Workers, Hand"
[479] "Grinding, Lapping, Polishing, & Buffing Machine Tool Setters, Operators, & Tenders, Metal & Plastic"
[480] "Grounds Maintenance Workers"
[481] "Grounds Maintenance Workers, All Other"
[482] "Hairdressers, Hairstylists, and Cosmetologists"
[483] "Hazardous Materials Removal Workers"
[484] "Health and Safety Engineers, Except Mining Safety Engineers and Inspectors"
[485] "Health Education Specialists"
[486] "Health Information Technologists and Medical Registrars"
[487] "Health Practitioner Support Technologists and Technicians"
[488] "Health Specialties Teachers, Postsecondary"
[489] "Health Teachers, Postsecondary"
[490] "Health Technologists and Technicians"
[491] "Health Technologists and Technicians, All Other"
[492] "Healthcare Diagnosing or Treating Practitioners"
[493] "Healthcare Diagnosing or Treating Practitioners, All Other"
[494] "Healthcare Practitioners and Technical Occupations"
[495] "Healthcare Practitioners and Technical Workers, All Other"
[496] "Healthcare Social Workers"
[497] "Healthcare Support Occupations"
[498] "Healthcare Support Workers, All Other"
[499] "Hearing Aid Specialists"
[500] "Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic"
[501] "Heating, Air Conditioning, and Refrigeration Mechanics and Installers"
[502] "Heavy and Tractor-Trailer Truck Drivers"
[503] "Heavy Vehicle and Mobile Equipment Service Technicians and Mechanics"
[504] "Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters"
[505] "Helpers--Carpenters"
[506] "Helpers--Electricians"
[507] "Helpers--Extraction Workers"
[508] "Helpers--Installation, Maintenance, and Repair Workers"
[509] "Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons"
[510] "Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters"
[511] "Helpers--Production Workers"
[512] "Helpers--Roofers"
[513] "Helpers, Construction Trades"
[514] "Helpers, Construction Trades, All Other"
[515] "Highway Maintenance Workers"
[516] "Historians"
[517] "History Teachers, Postsecondary"
[518] "Hoist and Winch Operators"
[519] "Home Appliance Repairers"
[520] "Home Health and Personal Care Aides"
[521] "Home Health and Personal Care Aides; and Nursing Assistants, Orderlies, and Psychiatric Aides"
[522] "Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop"
[523] "Hotel, Motel, and Resort Desk Clerks"
[524] "Human Resources Assistants, Except Payroll and Timekeeping"
[525] "Human Resources Managers"
[526] "Human Resources Specialists"
[527] "Human Resources Workers"
[528] "Hydrologic Technicians"
[529] "Hydrologists"
[530] "Industrial-Organizational Psychologists"
[531] "Industrial Engineering Technologists and Technicians"
[532] "Industrial Engineers"
[533] "Industrial Engineers, Including Health and Safety"
[534] "Industrial Machinery Installation, Repair, and Maintenance Workers"
[535] "Industrial Machinery Mechanics"
[536] "Industrial Production Managers"
[537] "Industrial Truck and Tractor Operators"
[538] "Information and Record Clerks"
[539] "Information and Record Clerks, All Other"
[540] "Information Security Analysts"
[541] "Inspectors, Testers, Sorters, Samplers, and Weighers"
[542] "Installation, Maintenance, and Repair Occupations"
[543] "Installation, Maintenance, and Repair Workers, All Other"
[544] "Instructional Coordinators"
[545] "Insulation Workers"
[546] "Insulation Workers, Floor, Ceiling, and Wall"
[547] "Insulation Workers, Mechanical"
[548] "Insurance Appraisers, Auto Damage"
[549] "Insurance Claims and Policy Processing Clerks"
[550] "Insurance Sales Agents"
[551] "Insurance Underwriters"
[552] "Interior Designers"
[553] "Interpreters and Translators"
[554] "Interviewers, Except Eligibility and Loan"
[555] "Janitors and Cleaners, Except Maids and Housekeeping Cleaners"
[556] "Jewelers and Precious Stone and Metal Workers"
[557] "Judges, Magistrate Judges, and Magistrates"
[558] "Judges, Magistrates, and Other Judicial Workers"
[559] "Judicial Law Clerks"
[560] "Kindergarten Teachers, Except Special Education"
[561] "Labor Relations Specialists"
[562] "Laborers and Freight, Stock, and Material Movers, Hand"
[563] "Laborers and Material Movers"
[564] "Landscape Architects"
[565] "Landscaping and Groundskeeping Workers"
[566] "Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
[567] "Laundry and Dry-Cleaning Workers"
[568] "Law Enforcement Workers"
[569] "Law Teachers, Postsecondary"
[570] "Law, Criminal Justice, and Social Work Teachers, Postsecondary"
[571] "Lawyers"
[572] "Lawyers and Judicial Law Clerks"
[573] "Lawyers, Judges, and Related Workers"
[574] "Layout Workers, Metal and Plastic"
[575] "Legal Occupations"
[576] "Legal Secretaries and Administrative Assistants"
[577] "Legal Support Workers"
[578] "Legal Support Workers, All Other"
[579] "Librarians and Media Collections Specialists"
[580] "Librarians, Curators, and Archivists"
[581] "Library Assistants, Clerical"
[582] "Library Science Teachers, Postsecondary"
[583] "Library Technicians"
[584] "Licensed Practical and Licensed Vocational Nurses"
[585] "Life Sciences Teachers, Postsecondary"
[586] "Life Scientists"
[587] "Life Scientists, All Other"
[588] "Life, Physical, and Social Science Occupations"
[589] "Life, Physical, and Social Science Technicians"
[590] "Life, Physical, and Social Science Technicians, All Other"
[591] "Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers"
[592] "Light Truck Drivers"
[593] "Lighting Technicians"
[594] "Line Installers and Repairers"
[595] "Loading and Moving Machine Operators, Underground Mining"
[596] "Loan Interviewers and Clerks"
[597] "Loan Officers"
[598] "Locker Room, Coatroom, and Dressing Room Attendants"
[599] "Locksmiths and Safe Repairers"
[600] "Locomotive Engineers"
[601] "Locomotive Engineers and Operators"
[602] "Lodging Managers"
[603] "Log Graders and Scalers"
[604] "Logging Equipment Operators"
[605] "Logging Workers"
[606] "Logging Workers, All Other"
[607] "Logisticians"
[608] "Logisticians and Project Management Specialists"
[609] "Machine Feeders and Offbearers"
[610] "Machine Tool Cutting Setters, Operators, and Tenders, Metal and Plastic"
[611] "Machinists"
[612] "Magnetic Resonance Imaging Technologists"
[613] "Maids and Housekeeping Cleaners"
[614] "Mail Clerks and Mail Machine Operators, Except Postal Service"
[615] "Maintenance and Repair Workers, General"
[616] "Maintenance Workers, Machinery"
[617] "Makeup Artists, Theatrical and Performance"
[618] "Management Analysts"
[619] "Management Occupations"
[620] "Managers, All Other"
[621] "Manicurists and Pedicurists"
[622] "Manufactured Building and Mobile Home Installers"
[623] "Marine Engineers and Naval Architects"
[624] "Market Research Analysts and Marketing Specialists"
[625] "Marketing and Sales Managers"
[626] "Marketing Managers"
[627] "Marriage and Family Therapists"
[628] "Massage Therapists"
[629] "Material Moving Workers"
[630] "Material Moving Workers, All Other"
[631] "Material Recording, Scheduling, Dispatching, and Distributing Workers"
[632] "Materials Engineers"
[633] "Materials Scientists"
[634] "Math and Computer Science Teachers, Postsecondary"
[635] "Mathematical Science Occupations"
[636] "Mathematical Science Occupations, All Other"
[637] "Mathematical Science Teachers, Postsecondary"
[638] "Mathematicians"
[639] "Meat, Poultry, and Fish Cutters and Trimmers"
[640] "Mechanical Door Repairers"
[641] "Mechanical Drafters"
[642] "Mechanical Engineering Technologists and Technicians"
[643] "Mechanical Engineers"
[644] "Media and Communication Equipment Workers"
[645] "Media and Communication Equipment Workers, All Other"
[646] "Media and Communication Workers"
[647] "Media and Communication Workers, All Other"
[648] "Medical and Health Services Managers"
[649] "Medical Appliance Technicians"
[650] "Medical Assistants"
[651] "Medical Dosimetrists"
[652] "Medical Equipment Preparers"
[653] "Medical Equipment Repairers"
[654] "Medical Records Specialists"
[655] "Medical Scientists"
[656] "Medical Scientists, Except Epidemiologists"
[657] "Medical Secretaries and Administrative Assistants"
[658] "Medical Transcriptionists"
[659] "Meeting, Convention, and Event Planners"
[660] "Mental Health and Substance Abuse Social Workers"
[661] "Merchandise Displayers and Window Trimmers"
[662] "Metal-Refining Furnace Operators and Tenders"
[663] "Metal Furnace Operators, Tenders, Pourers, and Casters"
[664] "Metal Workers and Plastic Workers"
[665] "Metal Workers and Plastic Workers, All Other"
[666] "Meter Readers, Utilities"
[667] "Microbiologists"
[668] "Middle School Teachers, Except Special and Career/Technical Education"
[669] "Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic"
[670] "Millwrights"
[671] "Mining and Geological Engineers, Including Mining Safety Engineers"
[672] "Miscellaneous Agricultural Workers"
[673] "Miscellaneous Assemblers and Fabricators"
[674] "Miscellaneous Community and Social Service Specialists"
[675] "Miscellaneous Construction and Related Workers"
[676] "Miscellaneous Electrical and Electronic Equipment Mechanics, Installers, and Repairers"
[677] "Miscellaneous Entertainers and Performers, Sports and Related Workers"
[678] "Miscellaneous Entertainment Attendants and Related Workers"
[679] "Miscellaneous First-Line Supervisors, Protective Service Workers"
[680] "Miscellaneous Food Processing Workers"
[681] "Miscellaneous Health Practitioners and Technical Workers"
[682] "Miscellaneous Health Technologists and Technicians"
[683] "Miscellaneous Healthcare Diagnosing or Treating Practitioners"
[684] "Miscellaneous Healthcare Support Occupations"
[685] "Miscellaneous Installation, Maintenance, and Repair Workers"
[686] "Miscellaneous Legal Support Workers"
[687] "Miscellaneous Life, Physical, and Social Science Technicians"
[688] "Miscellaneous Media and Communication Workers"
[689] "Miscellaneous Metal Workers and Plastic Workers"
[690] "Miscellaneous Personal Appearance Workers"
[691] "Miscellaneous Plant and System Operators"
[692] "Miscellaneous Postsecondary Teachers"
[693] "Miscellaneous Production Workers"
[694] "Miscellaneous Protective Service Workers"
[695] "Miscellaneous Sales and Related Workers"
[696] "Miscellaneous Social Scientists and Related Workers"
[697] "Miscellaneous Textile, Apparel, and Furnishings Workers"
[698] "Miscellaneous Vehicle and Mobile Equipment Mechanics, Installers, and Repairers"
[699] "Mixing and Blending Machine Setters, Operators, and Tenders"
[700] "Mobile Heavy Equipment Mechanics, Except Engines"
[701] "Model Makers and Patternmakers, Metal and Plastic"
[702] "Model Makers and Patternmakers, Wood"
[703] "Model Makers, Metal and Plastic"
[704] "Model Makers, Wood"
[705] "Models"
[706] "Models, Demonstrators, and Product Promoters"
[707] "Molders and Molding Machine Setters, Operators, and Tenders, Metal and Plastic"
[708] "Molders, Shapers, and Casters, Except Metal and Plastic"
[709] "Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic"
[710] "Morticians, Undertakers, and Funeral Arrangers"
[711] "Motion Picture Projectionists"
[712] "Motor Vehicle Operators"
[713] "Motor Vehicle Operators, All Other"
[714] "Motorboat Mechanics and Service Technicians"
[715] "Motorboat Operators"
[716] "Motorcycle Mechanics"
[717] "Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
[718] "Museum Technicians and Conservators"
[719] "Music Directors and Composers"
[720] "Musical Instrument Repairers and Tuners"
[721] "Musicians and Singers"
[722] "Musicians, Singers, and Related Workers"
[723] "Natural Sciences Managers"
[724] "Network and Computer Systems Administrators"
[725] "Neurologists"
[726] "New Accounts Clerks"
[727] "News Analysts, Reporters, and Journalists"
[728] "Nuclear Engineers"
[729] "Nuclear Medicine Technologists"
[730] "Nuclear Power Reactor Operators"
[731] "Nuclear Technicians"
[732] "Nurse Anesthetists"
[733] "Nurse Midwives"
[734] "Nurse Practitioners"
[735] "Nursing Assistants"
[736] "Nursing Assistants, Orderlies, and Psychiatric Aides"
[737] "Nursing Instructors and Teachers, Postsecondary"
[738] "Obstetricians and Gynecologists"
[739] "Occupational Health and Safety Specialists"
[740] "Occupational Health and Safety Specialists and Technicians"
[741] "Occupational Health and Safety Technicians"
[742] "Occupational Therapists"
[743] "Occupational Therapy Aides"
[744] "Occupational Therapy and Physical Therapist Assistants and Aides"
[745] "Occupational Therapy Assistants"
[746] "Occupational Therapy Assistants and Aides"
[747] "Office and Administrative Support Occupations"
[748] "Office and Administrative Support Workers, All Other"
[749] "Office Clerks, General"
[750] "Office Machine Operators, Except Computer"
[751] "Operating Engineers and Other Construction Equipment Operators"
[752] "Operations Research Analysts"
[753] "Operations Specialties Managers"
[754] "Ophthalmic Laboratory Technicians"
[755] "Ophthalmic Medical Technicians"
[756] "Ophthalmologists, Except Pediatric"
[757] "Opticians, Dispensing"
[758] "Optometrists"
[759] "Oral and Maxillofacial Surgeons"
[760] "Order Clerks"
[761] "Orderlies"
[762] "Orthodontists"
[763] "Orthopedic Surgeons, Except Pediatric"
[764] "Orthotists and Prosthetists"
[765] "Other Construction and Related Workers"
[766] "Other Educational Instruction and Library Occupations"
[767] "Other Food Preparation and Serving Related Workers"
[768] "Other Healthcare Practitioners and Technical Occupations"
[769] "Other Healthcare Support Occupations"
[770] "Other Installation, Maintenance, and Repair Occupations"
[771] "Other Management Occupations"
[772] "Other Office and Administrative Support Workers"
[773] "Other Personal Care and Service Workers"
[774] "Other Production Occupations"
[775] "Other Protective Service Workers"
[776] "Other Sales and Related Workers"
[777] "Other Teachers and Instructors"
[778] "Other Transportation Workers"
[779] "Outdoor Power Equipment and Other Small Engine Mechanics"
[780] "Packaging and Filling Machine Operators and Tenders"
[781] "Packers and Packagers, Hand"
[782] "Painters and Paperhangers"
[783] "Painters, Construction and Maintenance"
[784] "Painting Workers"
[785] "Painting, Coating, and Decorating Workers"
[786] "Paper Goods Machine Setters, Operators, and Tenders"
[787] "Paperhangers"
[788] "Paralegals and Legal Assistants"
[789] "Paramedics"
[790] "Parking Attendants"
[791] "Parking Enforcement Workers"
[792] "Parts Salespersons"
[793] "Passenger Attendants"
[794] "Passenger Vehicle Drivers"
[795] "Patternmakers, Metal and Plastic"
[796] "Patternmakers, Wood"
[797] "Paving, Surfacing, and Tamping Equipment Operators"
[798] "Payroll and Timekeeping Clerks"
[799] "Pediatric Surgeons"
[800] "Pediatricians, General"
[801] "Personal Appearance Workers"
[802] "Personal Care and Service Occupations"
[803] "Personal Care and Service Workers, All Other"
[804] "Personal Financial Advisors"
[805] "Personal Service Managers"
[806] "Personal Service Managers, All Other"
[807] "Pest Control Workers"
[808] "Pesticide Handlers, Sprayers, and Applicators, Vegetation"
[809] "Petroleum Engineers"
[810] "Petroleum Pump System Operators, Refinery Operators, and Gaugers"
[811] "Pharmacists"
[812] "Pharmacy Aides"
[813] "Pharmacy Technicians"
[814] "Philosophy and Religion Teachers, Postsecondary"
[815] "Phlebotomists"
[816] "Photographers"
[817] "Photographic Process Workers and Processing Machine Operators"
[818] "Physical Sciences Teachers, Postsecondary"
[819] "Physical Scientists"
[820] "Physical Scientists, All Other"
[821] "Physical Therapist Aides"
[822] "Physical Therapist Assistants"
[823] "Physical Therapist Assistants and Aides"
[824] "Physical Therapists"
[825] "Physician Assistants"
[826] "Physicians"
[827] "Physicians, All Other"
[828] "Physicians, Pathologists"
[829] "Physicists"
[830] "Physics Teachers, Postsecondary"
[831] "Pile Driver Operators"
[832] "Pipelayers"
[833] "Pipelayers, Plumbers, Pipefitters, and Steamfitters"
[834] "Plant and System Operators"
[835] "Plant and System Operators, All Other"
[836] "Plasterers and Stucco Masons"
[837] "Plating Machine Setters, Operators, and Tenders, Metal and Plastic"
[838] "Plumbers, Pipefitters, and Steamfitters"
[839] "Podiatrists"
[840] "Police and Sheriff's Patrol Officers"
[841] "Police Officers"
[842] "Political Science Teachers, Postsecondary"
[843] "Political Scientists"
[844] "Postal Service Clerks"
[845] "Postal Service Mail Carriers"
[846] "Postal Service Mail Sorters, Processors, and Processing Machine Operators"
[847] "Postal Service Workers"
[848] "Postmasters and Mail Superintendents"
[849] "Postsecondary Teachers"
[850] "Postsecondary Teachers, All Other"
[851] "Pourers and Casters, Metal"
[852] "Power Distributors and Dispatchers"
[853] "Power Plant Operators"
[854] "Power Plant Operators, Distributors, and Dispatchers"
[855] "Precision Instrument and Equipment Repairers"
[856] "Precision Instrument and Equipment Repairers, All Other"
[857] "Prepress Technicians and Workers"
[858] "Preschool and Kindergarten Teachers"
[859] "Preschool Teachers, Except Special Education"
[860] "Preschool, Elementary, Middle, Secondary, and Special Education Teachers"
[861] "Pressers, Textile, Garment, and Related Materials"
[862] "Print Binding and Finishing Workers"
[863] "Printing Press Operators"
[864] "Printing Workers"
[865] "Private Detectives and Investigators"
[866] "Probation Officers and Correctional Treatment Specialists"
[867] "Procurement Clerks"
[868] "Producers and Directors"
[869] "Production Occupations"
[870] "Production Workers, All Other"
[871] "Production, Planning, and Expediting Clerks"
[872] "Project Management Specialists"
[873] "Proofreaders and Copy Markers"
[874] "Property Appraisers and Assessors"
[875] "Property, Real Estate, and Community Association Managers"
[876] "Prosthodontists"
[877] "Protective Service Occupations"
[878] "Protective Service Workers, All Other"
[879] "Psychiatric Aides"
[880] "Psychiatric Technicians"
[881] "Psychiatrists"
[882] "Psychologists"
[883] "Psychologists, All Other"
[884] "Psychology Teachers, Postsecondary"
[885] "Public Relations and Fundraising Managers"
[886] "Public Relations Managers"
[887] "Public Relations Specialists"
[888] "Public Safety Telecommunicators"
[889] "Pump Operators, Except Wellhead Pumpers"
[890] "Pumping Station Operators"
[891] "Purchasing Managers"
[892] "Radiation Therapists"
[893] "Radio and Telecommunications Equipment Installers and Repairers"
[894] "Radio, Cellular, and Tower Equipment Installers and Repairers"
[895] "Radiologic Technologists and Technicians"
[896] "Radiologists"
[897] "Rail-Track Laying and Maintenance Equipment Operators"
[898] "Rail Car Repairers"
[899] "Rail Transportation Workers"
[900] "Rail Transportation Workers, All Other"
[901] "Rail Yard Engineers, Dinkey Operators, and Hostlers"
[902] "Railroad Brake, Signal, and Switch Operators and Locomotive Firers"
[903] "Railroad Conductors and Yardmasters"
[904] "Real Estate Brokers"
[905] "Real Estate Brokers and Sales Agents"
[906] "Real Estate Sales Agents"
[907] "Receptionists and Information Clerks"
[908] "Recreation and Fitness Studies Teachers, Postsecondary"
[909] "Recreation and Fitness Workers"
[910] "Recreation Workers"
[911] "Recreational Therapists"
[912] "Recreational Vehicle Service Technicians"
[913] "Refractory Materials Repairers, Except Brickmasons"
[914] "Refuse and Recyclable Material Collectors"
[915] "Registered Nurses"
[916] "Rehabilitation Counselors"
[917] "Reinforcing Iron and Rebar Workers"
[918] "Religious Workers"
[919] "Religious Workers, All Other"
[920] "Reservation and Transportation Ticket Agents and Travel Clerks"
[921] "Residential Advisors"
[922] "Respiratory Therapists"
[923] "Retail Sales Workers"
[924] "Retail Salespersons"
[925] "Riggers"
[926] "Rock Splitters, Quarry"
[927] "Rolling Machine Setters, Operators, and Tenders, Metal and Plastic"
[928] "Roof Bolters, Mining"
[929] "Roofers"
[930] "Rotary Drill Operators, Oil and Gas"
[931] "Roustabouts, Oil and Gas"
[932] "Sailors and Marine Oilers"
[933] "Sales and Related Occupations"
[934] "Sales and Related Workers, All Other"
[935] "Sales Engineers"
[936] "Sales Managers"
[937] "Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel"
[938] "Sales Representatives, Services"
[939] "Sales Representatives, Wholesale and Manufacturing"
[940] "Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products"
[941] "Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products"
[942] "Sawing Machine Setters, Operators, and Tenders, Wood"
[943] "School Bus Monitors"
[944] "School Psychologists"
[945] "Secondary School Teachers"
[946] "Secondary School Teachers, Except Special and Career/Technical Education"
[947] "Secretaries and Administrative Assistants"
[948] "Secretaries and Administrative Assistants, Except Legal, Medical, and Executive"
[949] "Securities, Commodities, and Financial Services Sales Agents"
[950] "Security and Fire Alarm Systems Installers"
[951] "Security Guards"
[952] "Security Guards and Gambling Surveillance Officers"
[953] "Self-Enrichment Teachers"
[954] "Semiconductor Processing Technicians"
[955] "Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders"
[956] "Septic Tank Servicers and Sewer Pipe Cleaners"
[957] "Service Unit Operators, Oil and Gas"
[958] "Set and Exhibit Designers"
[959] "Sewers, Hand"
[960] "Sewing Machine Operators"
[961] "Shampooers"
[962] "Sheet Metal Workers"
[963] "Ship and Boat Captains and Operators"
[964] "Ship Engineers"
[965] "Shipping, Receiving, and Inventory Clerks"
[966] "Shoe and Leather Workers"
[967] "Shoe and Leather Workers and Repairers"
[968] "Shoe Machine Operators and Tenders"
[969] "Shuttle Drivers and Chauffeurs"
[970] "Signal and Track Switch Repairers"
[971] "Skincare Specialists"
[972] "Slaughterers and Meat Packers"
[973] "Small Engine Mechanics"
[974] "Social and Community Service Managers"
[975] "Social and Human Service Assistants"
[976] "Social Science Research Assistants"
[977] "Social Sciences Teachers, Postsecondary"
[978] "Social Sciences Teachers, Postsecondary, All Other"
[979] "Social Scientists and Related Workers"
[980] "Social Scientists and Related Workers, All Other"
[981] "Social Work Teachers, Postsecondary"
[982] "Social Workers"
[983] "Social Workers, All Other"
[984] "Sociologists"
[985] "Sociology Teachers, Postsecondary"
[986] "Software and Web Developers, Programmers, and Testers"
[987] "Software Developers"
[988] "Software Quality Assurance Analysts and Testers"
[989] "Soil and Plant Scientists"
[990] "Solar Photovoltaic Installers"
[991] "Sound Engineering Technicians"
[992] "Special Education Teachers"
[993] "Special Education Teachers, All Other"
[994] "Special Education Teachers, Kindergarten and Elementary School"
[995] "Special Education Teachers, Middle School"
[996] "Special Education Teachers, Preschool"
[997] "Special Education Teachers, Secondary School"
[998] "Special Effects Artists and Animators"
[999] "Speech-Language Pathologists"
[1000] "Stationary Engineers and Boiler Operators"
[ reached 'max' / getOption("max.print") -- omitted 103 entries ]# Organize alphabetical order
writeLines(unique_occupations, "unique_occupations.txt")selected_occupations <- c(
"Data Scientists",
"Statisticians",
"Operations Research Analysts",
"Computer and Information Research Scientists",
"Computer Systems Analysts",
"Database Architects",
"Database Administrators",
"Market Research Analysts and Marketing Specialists",
"Financial Risk Specialists",
"Financial and Investment Analysts",
"Actuaries"
)
new_state_codes <- c(
1, 2, 4, 5, 6, 8, 9, 10, 11, 12,
13, 15, 16, 17, 18, 19, 20, 21, 22, 23,
24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
34, 35, 36, 37, 38, 39, 40, 41, 42, 44,
45, 46, 47, 48, 49, 50, 51, 53, 54, 55, 56
)
salary_data <- oews_data %>%
filter(
occupation_name %in% selected_occupations,
areatype_code == "S",
state_code %in% new_state_codes,
industry_code == "000000",
year == "2025"
)
salary_clean <- salary_data %>%
# Identify the measures we want
mutate(
measure = case_when(
grepl(
"annual mean wage|mean annual wage",
datatype_name,
ignore.case = TRUE
) ~ "average_salary",
grepl(
"^employment$|^employment estimate$",
datatype_name,
ignore.case = TRUE
) ~ "employment",
TRUE ~ NA_character_
)
) %>%
# Keep only salary and employment measures
filter(!is.na(measure)) %>%
# Convert values to numeric
mutate(
value = readr::parse_number(as.character(value))
) %>%
# Select relevant columns
select(
year,
state_code,
state = area_name,
occupation_code,
occupation = occupation_name,
measure,
value
) %>%
# Convert measures into separate columns
pivot_wider(
names_from = measure,
values_from = value
) %>%
# Sort results
arrange(state_code, occupation)
n_distinct(salary_clean$state_code)[1] 44n_distinct(salary_clean$occupation)[1] 11print(salary_clean, n = 20)# A tibble: 452 × 7
year state_code state occupation_code
<chr> <chr> <chr> <chr>
1 2025 10 Delaware 151211
2 2025 10 Delaware 152051
3 2025 10 Delaware 151242
4 2025 10 Delaware 151243
5 2025 10 Delaware 132054
6 2025 10 Delaware 132051
7 2025 10 Delaware 131161
8 2025 10 Delaware 152031
9 2025 10 Delaware 152041
10 2025 11 District of… 152011
11 2025 11 District of… 151211
12 2025 11 District of… 151221
13 2025 11 District of… 152051
14 2025 11 District of… 151242
15 2025 11 District of… 151243
16 2025 11 District of… 132054
17 2025 11 District of… 132051
18 2025 11 District of… 131161
19 2025 11 District of… 152031
20 2025 11 District of… 152041
# ℹ 432 more rows
# ℹ 3 more variables: occupation <chr>,
# employment <dbl>, average_salary <dbl>
# ℹ Use `print(n = ...)` to see more rowssalary_clean %>%
summarise(
states = n_distinct(state_code),
occupations = n_distinct(occupation_code),
rows = n(),
missing_salaries = sum(is.na(average_salary))
) %>%
print()# A tibble: 1 × 4
states occupations rows missing_salaries
<int> <int> <int> <int>
1 44 11 452 13min_workers <- 0
# Shorter role names so chart labels stay readable
short_names <- c(
"Market Research Analysts and Marketing Specialists" = "Market Research Analysts",
"Computer and Information Research Scientists" = "Computer & Info. Research Scientists",
"Financial and Investment Analysts" = "Financial & Investment Analysts"
)
sal <- salary_clean %>%
filter(!is.na(average_salary), !is.na(employment),
employment >= min_workers) %>%
mutate(role = recode(occupation, !!!short_names))
# Shared look for all four charts
accent <- "#2166ac" # blue = pays more
contrast <- "#c2552d" # orange = pays less
theme_story <- theme_minimal(base_size = 12) +
theme(
plot.title = element_text(face = "bold", size = 16),
plot.subtitle = element_text(color = "grey30", margin = margin(b = 10)),
plot.caption = element_text(color = "grey50", hjust = 0),
plot.title.position = "plot",
plot.caption.position = "plot",
panel.grid.minor = element_blank()
)
source_caption <- "Source: U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics (OEWS), 2025."
dollar_k <- label_dollar(scale = 1e-3, suffix = "K", accuracy = 1)# National employment-weighted average and state range for each role
role_avg <- sal %>%
group_by(role) %>%
summarise(
nat_avg = weighted.mean(average_salary, employment),
min_sal = min(average_salary),
max_sal = max(average_salary),
min_state = state[which.min(average_salary)],
max_state = state[which.max(average_salary)],
workers = sum(employment),
.groups = "drop"
) %>%
mutate(ratio = max_sal / min_sal) %>%
arrange(nat_avg)
role_levels <- role_avg$role # lowest to highest paid
# Each salary relative to the national average for the same role
rel <- sal %>%
left_join(select(role_avg, role, nat_avg), by = "role") %>%
mutate(rel_pay = average_salary / nat_avg)
# Mix-adjusted state pay index: the typical (median) role in the state,
# relative to the national average for that role
state_idx <- rel %>%
group_by(state) %>%
summarise(pay_index = median(rel_pay), roles = n(), .groups = "drop") %>%
arrange(pay_index)
# How much of the variation does role vs. state explain?
r2 <- function(f) summary(lm(f, data = sal))$r.squared
r2_role <- r2(log(average_salary) ~ role)
r2_state <- r2(log(average_salary) ~ state)
r2_both <- r2(log(average_salary) ~ role + state)
# Market Research share of all workers in the data
mr_share <- with(sal, sum(employment[role == "Market Research Analysts"]) / sum(employment))
lowest_role <- role_avg %>% slice_min(nat_avg)
highest_role <- role_avg %>% slice_max(nat_avg)
top_state <- state_idx %>% slice_max(pay_index)
bottom_state <- state_idx %>% slice_min(pay_index)“Data practitioner” covers a lot of job titles, and they don’t all pay the same. Neither do the states they work in. Across the 11 roles and 44 states (including DC) in this data, the job title alone explains about 52% of the variation in average salary, the state alone explains about 33%, and the two together explain about 80%. Both matter, and the four charts below show how.
Beat 1: The role ladder
National averages climb from $86,600 for Market Research Analysts to $150,900 for Computer & Info. Research Scientists. But the grey bars, which span each role’s lowest paying to highest-paying state, overlap heavily, a well paid analyst in one state can out earn a poorly paid architect in another.
viz1 <- ggplot(role_avg, aes(y = factor(role, levels = role_levels))) +
geom_segment(aes(x = min_sal, xend = max_sal, yend = factor(role, levels = role_levels)),
linewidth = 4, color = "grey88", lineend = "round") +
geom_point(aes(x = min_sal), color = "grey60", size = 2) +
geom_point(aes(x = max_sal), color = "grey60", size = 2) +
geom_point(aes(x = nat_avg), color = accent, size = 4.5) +
geom_text(aes(x = nat_avg, label = dollar_k(nat_avg)),
vjust = -1.1, size = 3.3, fontface = "bold", color = accent) +
scale_x_continuous(labels = dollar_k, breaks = seq(50000, 225000, 25000)) +
labs(
title = "The role ladder: title sets the range",
subtitle = "Blue dot = national average salary (weighted by employment). Grey bar = lowest- to highest-paying state.",
x = "Average annual salary", y = NULL,
caption = source_caption
) +
theme_story +
theme(panel.grid.major.y = element_blank())
viz1
Beat 2: Geography can double your pay in the same job
spotlight_role <- "Data Scientists" # change this to spotlight any other role
spot <- sal %>% filter(role == spotlight_role)
spot_nat <- role_avg$nat_avg[role_avg$role == spotlight_role]
spot_min <- spot %>% slice_min(average_salary)
spot_max <- spot %>% slice_max(average_salary)Take Data Scientists. The same job pays about $79,290 in Mississippi and about $158,040 in Washington, a ratio of 2.0x. Across all roles, the gap between the top and bottom state ranges from 1.6x to 2.5x.
spot_plot <- spot %>%
mutate(
state = fct_reorder(state, average_salary),
side = if_else(average_salary >= spot_nat, "Above national average", "Below national average"),
label = if_else(state %in% c(spot_min$state, spot_max$state),
paste0(dollar_k(average_salary)), NA_character_)
)
viz2 <- ggplot(spot_plot, aes(x = average_salary, y = state, color = side)) +
geom_vline(xintercept = spot_nat, color = "grey40", linetype = "dashed") +
geom_segment(aes(x = spot_nat, xend = average_salary, yend = state), linewidth = 0.8) +
geom_point(size = 2.5) +
geom_text(aes(label = label), hjust = ifelse(spot_plot$side == "Above national average", -0.35, 1.35),
fontface = "bold", size = 3.6, na.rm = TRUE, show.legend = FALSE) +
annotate("label", x = spot_nat, y = 3, hjust = -0.05, size = 3.4,
label = paste0("National average ", dollar_k(spot_nat))) +
annotate("text", x = spot_max$average_salary, y = round(nlevels(spot_plot$state) * 0.3),
hjust = 1, size = 5, fontface = "bold", color = accent, lineheight = 0.95,
label = paste0(spot_max$state, " pays\n",
sprintf("%.1fx", spot_max$average_salary / spot_min$average_salary),
" what\n", spot_min$state, " pays")) +
scale_color_manual(values = c("Above national average" = accent,
"Below national average" = contrast)) +
scale_x_continuous(labels = dollar_k, expand = expansion(mult = c(0.1, 0.1))) +
coord_cartesian(clip = "off") +
labs(
title = paste0("Same job, double the pay: ", spotlight_role, " by state"),
subtitle = paste0("Average annual salary, ", spot_max$state, " vs. ", spot_min$state),
x = "Average annual salary", y = NULL, color = NULL,
caption = source_caption
) +
theme_story +
theme(legend.position = "top", legend.justification = "left",
panel.grid.major.y = element_blank())
viz2
Beat 3: The map, done fairly
A raw state average mixes together pay and job mix. Market Research Analysts, the lowest-paid role, make up 36% of all workers in this data, and in some states closer to half, which drags those states down even if they pay each role well. So instead, this map compares each salary to the national average for the same role, then takes the typical (median) role in each state. New York pays about 19% above the national norm; West Virginia pays about 27% below it. Notice that most of the map is orange: the national average is weighted by employment, and the biggest data job markets (California and New York especially) are also among the best-paying, so they pull the national figure above what the typical state pays.
idx_limits <- c(1 - max(abs(state_idx$pay_index - 1)), 1 + max(abs(state_idx$pay_index - 1)))
viz3 <- plot_usmap(data = state_idx, values = "pay_index", color = "white", linewidth = 0.3) +
scale_fill_gradient2(
low = contrast, mid = "#f4f4f4", high = accent, midpoint = 1,
limits = idx_limits,
labels = function(x) paste0(ifelse(x >= 1, "+", ""), percent(x - 1, 1)),
name = "Pay vs. national\naverage for the\nsame role"
) +
labs(
title = "Where data practitioners are paid more for the same work",
subtitle = paste0("Median role in each state compared with that role's national average. ",
top_state$state, " leads; ", bottom_state$state, " trails."),
caption = source_caption
) +
theme_story +
theme(axis.text = element_blank(), axis.title = element_blank(),
panel.grid = element_blank(), legend.position = "right")
viz3
Beat 4: Place is a multiplier
If geography were random noise, high-paying states would pay well for some roles and poorly for others. They don’t. In this heatmap, states are sorted from lowest to highest pay index, and the blue builds up on the right for nearly every row: a high-paying state tends to pay more for every data role. Darker grey tiles are combinations BLS didn’t publish.
state_abbr <- setNames(c(state.abb, "DC"), c(state.name, "District of Columbia"))
heat <- rel %>%
select(state, role, rel_pay) %>%
complete(state = state_idx$state, role = role_levels) %>%
mutate(
state_ab = factor(state_abbr[state], levels = state_abbr[state_idx$state]),
role = factor(role, levels = role_levels)
)
viz4 <- ggplot(heat, aes(x = state_ab, y = role, fill = rel_pay)) +
geom_tile(color = "white", linewidth = 0.4) +
scale_fill_gradient2(
low = contrast, mid = "#f4f4f4", high = accent, midpoint = 1,
limits = c(0.6, 1.4), oob = squish, na.value = "grey65",
labels = function(x) paste0(ifelse(x >= 1, "+", ""), percent(x - 1, 1)),
name = "Pay vs. national\naverage for role"
) +
labs(
title = "High-paying states pay more for almost every role",
subtitle = "States ordered from lowest to highest pay index (left to right); roles ordered by national average salary",
x = NULL, y = NULL,
caption = paste(source_caption, "Values beyond \u00b140% shown at the darkest shade.")
) +
theme_story +
theme(axis.text.x = element_text(angle = 90, vjust = 0.5, size = 9),
panel.grid = element_blank())
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alary), !is.na(employment),
         employment >= min_workers) %>%
  mutate(role = recode(occupation, !!!short_names))

# Shared look for all four charts
accent    <- "#2166ac"   # blue  = pays more
contrast  <- "#c2552d"   # orange = pays less
theme_story <- theme_minimal(base_size = 12) +
  theme(
    plot.title         = element_text(face = "bold", size = 16),
    plot.subtitle      = element_text(color = "grey30", margin = margin(b = 10)),
    plot.caption       = element_text(color = "grey50", hjust = 0),
    plot.title.position   = "plot",
    plot.caption.position = "plot",
    panel.grid.minor   = element_blank()
  )
source_caption <- "Source: U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics (OEWS), 2025."

dollar_k <- label_dollar(scale = 1e-3, suffix = "K", accuracy = 1)
```

```{r Key numbers for the story}
# National employment-weighted average and state range for each role
role_avg <- sal %>%
  group_by(role) %>%
  summarise(
    nat_avg   = weighted.mean(average_salary, employment),
    min_sal   = min(average_salary),
    max_sal   = max(average_salary),
    min_state = state[which.min(average_salary)],
    max_state = state[which.max(average_salary)],
    workers   = sum(employment),
    .groups = "drop"
  ) %>%
  mutate(ratio = max_sal / min_sal) %>%
  arrange(nat_avg)

role_levels <- role_avg$role   # lowest to highest paid

# Each salary relative to the national average for the same role
rel <- sal %>%
  left_join(select(role_avg, role, nat_avg), by = "role") %>%
  mutate(rel_pay = average_salary / nat_avg)

# Mix-adjusted state pay index: the typical (median) role in the state,
# relative to the national average for that role
state_idx <- rel %>%
  group_by(state) %>%
  summarise(pay_index = median(rel_pay), roles = n(), .groups = "drop") %>%
  arrange(pay_index)

# How much of the variation does role vs. state explain?
r2 <- function(f) summary(lm(f, data = sal))$r.squared
r2_role  <- r2(log(average_salary) ~ role)
r2_state <- r2(log(average_salary) ~ state)
r2_both  <- r2(log(average_salary) ~ role + state)

# Market Research share of all workers in the data
mr_share <- with(sal, sum(employment[role == "Market Research Analysts"]) / sum(employment))

lowest_role  <- role_avg %>% slice_min(nat_avg)
highest_role <- role_avg %>% slice_max(nat_avg)
top_state    <- state_idx %>% slice_max(pay_index)
bottom_state <- state_idx %>% slice_min(pay_index)
```

"Data practitioner" covers a lot of job titles, and they don't all pay the same. Neither do the states they work in. Across the `r n_distinct(sal$role)` roles and `r n_distinct(sal$state)` states (including DC) in this data, the job title alone explains about **`r percent(r2_role, 1)`** of the variation in average salary, the state alone explains about **`r percent(r2_state, 1)`**, and the two together explain about **`r percent(r2_both, 1)`**. Both matter, and the four charts below show how.

## Beat 1: The role ladder

National averages climb from `r dollar(lowest_role$nat_avg, accuracy = 100)` for `r lowest_role$role` to `r dollar(highest_role$nat_avg, accuracy = 100)` for `r highest_role$role`. But the grey bars, which span each role's lowest paying to highest-paying state, overlap heavily, a well paid analyst in one state can out earn a poorly paid architect in another.

```{r Viz 1 role ladder, fig.height=6.5}
viz1 <- ggplot(role_avg, aes(y = factor(role, levels = role_levels))) +
  geom_segment(aes(x = min_sal, xend = max_sal, yend = factor(role, levels = role_levels)),
               linewidth = 4, color = "grey88", lineend = "round") +
  geom_point(aes(x = min_sal), color = "grey60", size = 2) +
  geom_point(aes(x = max_sal), color = "grey60", size = 2) +
  geom_point(aes(x = nat_avg), color = accent, size = 4.5) +
  geom_text(aes(x = nat_avg, label = dollar_k(nat_avg)),
            vjust = -1.1, size = 3.3, fontface = "bold", color = accent) +
  scale_x_continuous(labels = dollar_k, breaks = seq(50000, 225000, 25000)) +
  labs(
    title    = "The role ladder: title sets the range",
    subtitle = "Blue dot = national average salary (weighted by employment). Grey bar = lowest- to highest-paying state.",
    x = "Average annual salary", y = NULL,
    caption = source_caption
  ) +
  theme_story +
  theme(panel.grid.major.y = element_blank())

viz1
```

## Beat 2: Geography can double your pay in the same job

```{r Spotlight setup}
spotlight_role <- "Data Scientists"   # change this to spotlight any other role

spot <- sal %>% filter(role == spotlight_role)
spot_nat <- role_avg$nat_avg[role_avg$role == spotlight_role]
spot_min <- spot %>% slice_min(average_salary)
spot_max <- spot %>% slice_max(average_salary)
```

Take `r spotlight_role`. The same job pays about `r dollar(spot_min$average_salary)` in `r spot_min$state` and about `r dollar(spot_max$average_salary)` in `r spot_max$state`, a ratio of **`r sprintf("%.1f", spot_max$average_salary / spot_min$average_salary)`x**. Across all roles, the gap between the top and bottom state ranges from `r round(min(role_avg$ratio), 1)`x to `r round(max(role_avg$ratio), 1)`x.

```{r Viz 2 spotlight, fig.height=10}
spot_plot <- spot %>%
  mutate(
    state = fct_reorder(state, average_salary),
    side  = if_else(average_salary >= spot_nat, "Above national average", "Below national average"),
    label = if_else(state %in% c(spot_min$state, spot_max$state),
                    paste0(dollar_k(average_salary)), NA_character_)
  )

viz2 <- ggplot(spot_plot, aes(x = average_salary, y = state, color = side)) +
  geom_vline(xintercept = spot_nat, color = "grey40", linetype = "dashed") +
  geom_segment(aes(x = spot_nat, xend = average_salary, yend = state), linewidth = 0.8) +
  geom_point(size = 2.5) +
  geom_text(aes(label = label), hjust = ifelse(spot_plot$side == "Above national average", -0.35, 1.35),
            fontface = "bold", size = 3.6, na.rm = TRUE, show.legend = FALSE) +
  annotate("label", x = spot_nat, y = 3, hjust = -0.05, size = 3.4,
           label = paste0("National average ", dollar_k(spot_nat))) +
  annotate("text", x = spot_max$average_salary, y = round(nlevels(spot_plot$state) * 0.3),
           hjust = 1, size = 5, fontface = "bold", color = accent, lineheight = 0.95,
           label = paste0(spot_max$state, " pays\n",
                          sprintf("%.1fx", spot_max$average_salary / spot_min$average_salary),
                          " what\n", spot_min$state, " pays")) +
  scale_color_manual(values = c("Above national average" = accent,
                                "Below national average" = contrast)) +
  scale_x_continuous(labels = dollar_k, expand = expansion(mult = c(0.1, 0.1))) +
  coord_cartesian(clip = "off") +
  labs(
    title    = paste0("Same job, double the pay: ", spotlight_role, " by state"),
    subtitle = paste0("Average annual salary, ", spot_max$state, " vs. ", spot_min$state),
    x = "Average annual salary", y = NULL, color = NULL,
    caption = source_caption
  ) +
  theme_story +
  theme(legend.position = "top", legend.justification = "left",
        panel.grid.major.y = element_blank())

viz2
```

## Beat 3: The map, done fairly

A raw state average mixes together pay *and* job mix. Market Research Analysts, the lowest-paid role, make up `r percent(mr_share, 1)` of all workers in this data, and in some states closer to 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