A Regression and Classification model of Job Posting using Web Scraping
null
5/25/2022
Introduction
1. Introduction
In this assignment for programming learning, we will demonstrate the use of R-studio to explore the process of data processing, data cleaning and data visualisation. To facilitate the learning process, we have chosen the topic of A Regression and Classification model of Job Posting using Web Scraping, choosing a research topic is necessary for us to identify the data to be processed, and data to be analysed. Based on the chosen research topic, we have established four objectives for this assignment, which include:
Data collection- Through web scraping, to collect data from job search website.
Data observation- Through R-studio, to understanding the components and details of the collected data
Data cleaning- Through R-studio, to prepare a clean data set for the use of regression and classification analysis based on the research topic.
Data visualisation- Visualising the cleaned data in the form of charts and table.
2. Data Collection
Data collection is the process of gathering and measuring information on variables of interest which will help to answer the stated research questions, test hypothesis, and evaluate outcomes. In the context of our research for a salary regression and classification model, we used Python to web scrap data from JobStreet, and these data include important variables such as job title, hiring company, salary range and offered positions.
library('tidyverse')## -- Attaching packages --------------------------------------- tidyverse 1.3.1 --## v ggplot2 3.3.6 v purrr 0.3.4
## v tibble 3.1.7 v dplyr 1.0.9
## v tidyr 1.2.0 v stringr 1.4.0
## v readr 2.1.2 v forcats 0.5.1## -- Conflicts ------------------------------------------ tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()library('lubridate')##
## Attaching package: 'lubridate'## The following objects are masked from 'package:base':
##
## date, intersect, setdiff, unionlibrary('skimr')
library('janitor')##
## Attaching package: 'janitor'## The following objects are masked from 'package:stats':
##
## chisq.test, fisher.test2.1 Metadata
There are 36 columns with 2,104 rows or job postings in the one month range that we set for the dataset.
job_postings_results = read_csv("job_postings_results.csv")## New names:
## Rows: 2104 Columns: 36
## -- Column specification
## -------------------------------------------------------- Delimiter: "," chr
## (21): keyword, link, job_title, job_salary_currency, company, job_post_d... dbl
## (5): ...1, job_id, job_salary_max...8, job_salary_max...9, job_location... lgl
## (10): job_expired, job_confidential, job_internship, company_website, co...
## i Use `spec()` to retrieve the full column specification for this data. i
## Specify the column types or set `show_col_types = FALSE` to quiet this message.
## * `` -> `...1`
## * `job_salary_max` -> `job_salary_max...8`
## * `job_salary_max` -> `job_salary_max...9`colnames(job_postings_results)## [1] "...1" "keyword"
## [3] "link" "job_id"
## [5] "job_title" "job_expired"
## [7] "job_confidential" "job_salary_max...8"
## [9] "job_salary_max...9" "job_salary_currency"
## [11] "company" "job_post_date"
## [13] "job_internship" "company_website"
## [15] "company_avgProcessTime" "company_registrationNo"
## [17] "company_workingHours" "company_facebook"
## [19] "company_size" "company_dressCode"
## [21] "company_nearbyLocations" "company_overview"
## [23] "job_description" "job_summary"
## [25] "job_requirement_career_level" "job_requirement_fieldOfStudy"
## [27] "job_requirement_yearsOfExperience" "job_requirement_qualification"
## [29] "job_requirement_skill" "job_employment_type"
## [31] "job_languages" "job_benefits"
## [33] "job_apply_url" "job_location_zipcode"
## [35] "job_location" "job_country"n_distinct(job_postings_results)## [1] 2104head(job_postings_results)## # A tibble: 6 x 36
## ...1 keyword link job_id job_title job_expired job_confidential
## <dbl> <chr> <chr> <dbl> <chr> <lgl> <lgl>
## 1 0 data scientist /en/job/ar~ 4.94e6 Artifici~ FALSE FALSE
## 2 1 data scientist /en/job/da~ 9.46e6 Data Sci~ FALSE FALSE
## 3 2 data scientist /en/job/da~ 4.94e6 Data Eng~ FALSE FALSE
## 4 3 data scientist /en/job/da~ 4.92e6 DATA SCI~ FALSE FALSE
## 5 4 data scientist /en/job/bu~ 4.94e6 Business~ FALSE FALSE
## 6 5 data scientist /en/job/se~ 4.93e6 Senior D~ FALSE FALSE
## # ... with 29 more variables: job_salary_max...8 <dbl>,
## # job_salary_max...9 <dbl>, job_salary_currency <chr>, company <chr>,
## # job_post_date <chr>, job_internship <lgl>, company_website <lgl>,
## # company_avgProcessTime <chr>, company_registrationNo <chr>,
## # company_workingHours <lgl>, company_facebook <lgl>, company_size <chr>,
## # company_dressCode <lgl>, company_nearbyLocations <chr>,
## # company_overview <chr>, job_description <chr>, job_summary <chr>, ...3. Investigating the Data
Before we proceed to the process of data cleaning, it is more efficient for us to have an overview of the collected data. The first step of data observation is to identify the suitable variables that can be used to answer our research questions of building a regression and classification model. Based on Figure 1, we have identified and chosen the variables that are required for our salary regression and classification model. Identifying these variables will help us to identify the data to be cleaned. i) For regression model of salary prediction – salary range and years of experience are the identified variables to be used ii) For classification model of salary range – variables including offered positions. After the filtering of variables to be used, the next step is to look at the characteristics of these variables, which include basic statistics information such as minimum and maximum salary range, average salary, how many null variables are the and so on. Figure 2 and 3 shows the characteristics of our collected data.
3.1 Checking for null and missing values
It seems like there are no null values, however, the dataset have some missing values, especially for important variables like years of experience or salary details.
is.null(job_postings_results)## [1] FALSEcolSums(is.na(job_postings_results))## ...1 keyword
## 0 0
## link job_id
## 0 0
## job_title job_expired
## 0 0
## job_confidential job_salary_max...8
## 0 1680
## job_salary_max...9 job_salary_currency
## 1680 11
## company job_post_date
## 24 0
## job_internship company_website
## 0 2104
## company_avgProcessTime company_registrationNo
## 985 241
## company_workingHours company_facebook
## 2104 2104
## company_size company_dressCode
## 229 2104
## company_nearbyLocations company_overview
## 1543 184
## job_description job_summary
## 0 0
## job_requirement_career_level job_requirement_fieldOfStudy
## 0 2104
## job_requirement_yearsOfExperience job_requirement_qualification
## 1055 1
## job_requirement_skill job_employment_type
## 2104 176
## job_languages job_benefits
## 2104 0
## job_apply_url job_location_zipcode
## 0 0
## job_location job_country
## 0 03.2 Check for the range of job postings
The oldest date for the job postings was 9 April 2022 and the latest job postings has values of “n hours ago” due to the platform’s naming convention. We will clean these values later and rename to 9 May 2022, which would be the latest job postings. The range of the job postings is 9 April 2022 - 9 May 2022
unique(sort(job_postings_results$job_post_date,decreasing=TRUE))## [1] "an hour ago" "9 hours ago" "9-Apr-22" "8 hours ago"
## [5] "8-May-22" "7 hours ago" "7-May-22" "6 hours ago"
## [9] "6-May-22" "58 minutes ago" "5 hours ago" "5-May-22"
## [13] "4 hours ago" "4-May-22" "30-Apr-22" "3 hours ago"
## [17] "3-May-22" "29-Apr-22" "28-Apr-22" "27-Apr-22"
## [21] "26-Apr-22" "25-Apr-22" "24-Apr-22" "23 hours ago"
## [25] "23-Apr-22" "22-Mar-22" "22-Apr-22" "21-Apr-22"
## [29] "20-Apr-22" "2 hours ago" "2-May-22" "19 hours ago"
## [33] "19-Apr-22" "18 hours ago" "18-Apr-22" "17 hours ago"
## [37] "17-Apr-22" "16-Apr-22" "15 hours ago" "15-Apr-22"
## [41] "14-Apr-22" "13 hours ago" "13-Apr-22" "12-Apr-22"
## [45] "11-Apr-22" "10-Apr-22" "1-May-22"3.3 Currency for the job postings
As the JobStreet platform exists in multiple countries, we would like to find out if there are any job that are not based in Malaysia, or if there are any remote jobs offered through this platform. There seems to be multiple currencies in the job postings namely Malaysian Ringgit, Singapore Dollar, Chinese Yuan, US Dollars, Hong Kong Dollars, Thailand Bath, and Indonesian Rupiah. For this project’s scope, we would only be taking account of job postings with Malaysia Ringgit(MYR) as currency.
unique(job_postings_results$job_salary_currency)## [1] "MYR" "SGD" "CNY" "USD" NA "HKD" "THB" "IDR"3.4 Unique job titles in the job postings
In the scraped dataset, the keyword used is “Data Scientist” for the search. However, it seems like there are 1,733 unique job titles in the dataset. We may need to select and trim down the job titles to be relevant to Data Scientist or related job titles.
unique(job_postings_results$job_title)## [1] "Artificial Intelligence (AI) Technologist"
## [2] "Data Scientist - Market Data analytics and Modelling"
## [3] "Data Engineer"
## [4] "DATA SCIENTIST"
## [5] "Business Intelligence / Data Scientist - Based in JB / KL #Up to RM10000"
## [6] "Senior Data Scientist"
## [7] "Market Forecaster - Market Data Analytics and Modelling"
## [8] "Data Engineer (51641) (RC)"
## [9] "Senior Data Engineer"
## [10] "Data Engineer / Data Analyst / SPLUNK/ Fresh Grad/ Linux"
## [11] "AI, ML, Reinforcement Learning Specialist"
## [12] "Junior Technical Consultant / Data Engineer [ID 4703]"
## [13] "Data Warehouse and Big Data Analysis Lead"
## [14] "IT Senior Engineer - Information Integration (Engineering Data Analysis)"
## [15] "Big Data Engineer (Hadoop/Spark/Kafka)"
## [16] "Data Engineer Specialist"
## [17] "Staff Engineer - Data (Operational Technology)"
## [18] "Data Scientist"
## [19] "HEAD OF DEPARTMENT DATA SCIENCE"
## [20] "Data Engineer (Power BI)"
## [21] "AI Engineers (Computer Vision R&D, Document OCR)"
## [22] "Artificial Intelligence Software Engineer"
## [23] "Manager, Data Scientist"
## [24] "Data Engineer (IT)"
## [25] "Data Analyst - Malaysia MSSC"
## [26] "Senior Data Analyst"
## [27] "Data Engineer (Cyber security/ Linux/ Big Data/ East)"
## [28] "Data Engineer / Senior Data Engineer"
## [29] "ETL / Data Engineer (BO/BOBJ)"
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## [151] "Senior BI Developer"
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## [154] ".Net Application Developer (Focus on SQL Data)"
## [155] "Assistant Manager, Data Management"
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## [157] "MASTER DATA MAINTENANCE IT ANALYST 2 (Contractor)"
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## [159] "Technical Product Specialist (Technical Marketing and Data Analytics)"
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## [162] "Senior BI Analyst (MicroStrategy)"
## [163] "Business Intelligence Manager"
## [164] "Assistant Manager / Manager, Strategic Change Management"
## [165] "Data Centre Presales Engineer - Malaysia MSSC"
## [166] "Data Process & Transformation Analyst"
## [167] "Senior Staff Specialist Information Technology"
## [168] "PROJECT EXECUTIVE – ONCOLOGY THERAPY MONITORS"
## [169] "Senior Manager Data Engineering and Business Intelligence"
## [170] "EXECUTIVE, SUSTAINABILITY"
## [171] "Senior Lead Business Campaigns"
## [172] "Senior Analyst, People Operations (Human Resources)"
## [173] "Risk Data Analyst (Penang Office)"
## [174] "Senior Business Consultant"
## [175] "Data Analytics Engineer"
## [176] "Software Analyst"
## [177] "Pricing and Analytics Executive"
## [178] "Implementation Consultant (Junior)"
## [179] "SAP Support / Data Executive"
## [180] "Manager Data Engineering"
## [181] "IT Executive"
## [182] "SEA Client Data Insights (CDI) Senior Executive / Assistant Manager"
## [183] "IT EXECUTIVE (MIS EXECUTIVE)"
## [184] "Staff Engineer - Project Manager (IT Data Platform)"
## [185] "Full-Stack Data Engineer"
## [186] "Senior Pricing Analyst"
## [187] "Senior Executive - Business Intelligence / SAS Analyst"
## [188] "Frontend Developer"
## [189] "AI Engineer"
## [190] "Model"
## [191] "Senior Engineer Factory Integration"
## [192] "Section Head - Data Center Facilities"
## [193] "PHP App & Web Developer"
## [194] "Functional System Analyst for Market Data"
## [195] "Principal Data Software Engineer (for Customer Intelligence & Artificial Intelligence Team)"
## [196] "IT Product Manager - Thailand Carrier Business"
## [197] "Application/ERP Support"
## [198] "IT Manager (MNC)"
## [199] "SOFTWARE DEVELOPER"
## [200] "Python Developer (Penang)"
## [201] "Assistant Manager, QA l Pasir Gudang"
## [202] "Senior Firmware Validation Engineer, Firmware Engineering"
## [203] "Information Technology Intern"
## [204] "Sales Engineer"
## [205] "Business System Analyst (Agency Admin & Support Dept.)"
## [206] "Manager Factory Integration"
## [207] "Software Computer Science Specialist (HTML, CSS, JavaScript, Python)- Remote Friendly"
## [208] "Data Quality Specialist"
## [209] "Senior Application / ERP support (Finance & Inventory Management)"
## [210] "Senior Research Analyst"
## [211] "Senior Software Engineer (Java)"
## [212] "Senior Executive, Data Analytics Front-End Developer (Power BI)"
## [213] "Lecturer - School of IT"
## [214] "SENIOR SOFTWARE DEVELOPER"
## [215] "Regional Social Media Strategist"
## [216] "Senior Web Developer"
## [217] "Business Analyst (2 Years Contract)"
## [218] "CLINICAL RESEARCH ASSOCIATE"
## [219] "Internship in Social Media Analytics"
## [220] "Community Manager (Digital Marketing & Engagement)- Remote Friendly"
## [221] "Senior Cyber Security Expert"
## [222] "Product & Yield Engineer"
## [223] "Senior Product Associates"
## [224] "IoT Executive Engineer"
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## [227] "System Technician"
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## [229] "New Product Development (NPD) Senior Scientist - Wellness"
## [230] "Management Associate/ Fresh Graduates (IT/ Computer Science)"
## [231] "PROJECT MANAGER"
## [232] "Programmer"
## [233] "Technical Project Manager [ hands-on software development / data migration, SQL]"
## [234] "Project Specialist"
## [235] "Technical Project Manager [Software // SaaS, big data // SQL // Hybrid Mobile]"
## [236] "Senior Manager, PCIDSS and BNM"
## [237] "Software Engineer (Blockchain)"
## [238] "Business Intelligence Specialist"
## [239] "Semiconductor SDE Database Admin (1-year Contract). Fresh Graduates Encouraged to Apply"
## [240] "Computer Science Lecturer"
## [241] "Senior Staff Engineer (Product)"
## [242] "Senior Reporting Analyst – Asia CRM"
## [243] "Analyst, Wealth Analytics & Campaign Management (Fresh graduates may apply)"
## [244] "Real Estate Consultant"
## [245] "Software QA Engineer"
## [246] "IT Business Analyst (WMS)"
## [247] "Assistant Manager, IT"
## [248] "Senior / Systems Analyst (Business Intelligence)"
## [249] "Account Manager"
## [250] "Analyst, Group Human Capital"
## [251] "IT Software Programmer (Mid Level and Senior roles)"
## [252] "Full Stack PHP Software Developer"
## [253] "Customer Success Manager"
## [254] "EHS Manager"
## [255] "Recruitment Consultant/ Talent Resourcer (Japan MNC/ Regional exposure)"
## [256] "Business Intelligence Analyst"
## [257] "Application Support Online Developer"
## [258] "Senior Data Analyst - Business Intelligence"
## [259] "IT System Support Executive"
## [260] "Lecturer (Game Development/Computer Science)"
## [261] "Business Intelligence"
## [262] "Business Intelligence Specialist [Work From Home]"
## [263] "Senior Software Engineer ( ASP.net, VB.net)"
## [264] "Medical Communications Trainee"
## [265] "Digital Engineer"
## [266] "MARKETING EXECUTIVE"
## [267] "Senior Process Engineer"
## [268] "IT Executive & Data Analyst"
## [269] "Product Specialist - Retina (Malaysia EyeCare)"
## [270] "NodeJS Developer"
## [271] "GRADUATE TRAINEE"
## [272] "SYSTEM ANALYST PROGRAMMER"
## [273] "Head of Insurance"
## [274] "Management Associate Programme (IT/ Computer Science)"
## [275] "Database Administrator"
## [276] "SAP Functional Consultant"
## [277] "Business Software/ Applications Developer"
## [278] "Assistant Manager-CRM"
## [279] "Cyber Security Architect"
## [280] "Sales Data Analyst"
## [281] "Web Developer (Student Internship)"
## [282] "Assistant Test Manager - Senai"
## [283] "Automation Tester"
## [284] "CHEMIST"
## [285] "Backend Developer (nodejs / php)"
## [286] "Supply Chain Architect"
## [287] "Disaster Recovery, Backup and Storage Service Management, Consultant"
## [288] "SENIOR EXECUTIVE / EXECUTIVE, INFORMATION TECHNOLOGY (APPLICATIONS)"
## [289] "Solution Architect"
## [290] "SENIOR COASTAL / MARINE ENGINEER"
## [291] "Automation Executive"
## [292] "Network Service Engineer_MTAC (Oursourcing)"
## [293] "Cloud Solution Architect"
## [294] "Senior System Analyst"
## [295] "Resident Technician"
## [296] "Product Specialist (Oncology)-Penang"
## [297] "Product Specialist, Medical Sales (Melaka/ Negeri Sembilan)"
## [298] "Software Engineer (IoT)"
## [299] "Game Engineer"
## [300] "Programmer Analyst III"
## [301] "Senior R&D Intellectual Property Engineer"
## [302] "Application Developer (.Net) (1-Year Contract)"
## [303] "SENIOR EXECUTIVE / EXECUTIVE, TRANSFORMATION"
## [304] "Information Software Web/BI Developer - 45913"
## [305] "Formulator"
## [306] "Data Migration Engineer (12 Months Contract)"
## [307] "Solution Architect / Solution Lead"
## [308] "Cloud Architect"
## [309] "Product Manager"
## [310] "IT Risk - Information Security (Relocation Opportunity)"
## [311] "SAP – SCM Analyst"
## [312] "Underwriting Specialists"
## [313] "Senior Calibration Engineer"
## [314] "Customer Service"
## [315] "Logistics Operations Intern"
## [316] "Sustainability Officer"
## [317] "Senior Survey Programmer (IIS APAC)"
## [318] "EXECUTIVE, MIS (BERTAM) - 220057"
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## [329] "Industrial Engineer"
## [330] "Business Analyst - Central/ Software Application/ Agile/ IT/ Up to $5k"
## [331] "Assistant Manager, Quality Assurance l Pasir Gudang, Johor"
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## [341] "PHYSIOTHERAPIST IN KOTA KINABALU (RM2.0K)"
## [342] "PHYSIOTHERAPIST IN SETIA ALAM (RM2.0K)"
## [343] "SECURITY ENGINEER"
## [344] "PHYSIOTHERAPIST IN KOTA DAMANSARA (RM2.0K)"
## [345] "Software Developer"
## [346] "System Support Executive (Database & Security)"
## [347] "Embedded Software Engineer"
## [348] "Web Developer"
## [349] "Senior Manager, Risk & Fraud Data Science"
## [350] "Sales Engineer (Mobility/Lighting) based Penang/Klang Valley"
## [351] "QA ENGINEER (CQE)"
## [352] "M&E Shift Engineer /Asst Engineer (Bukit Jalil, Kulai Johore)"
## [353] "SAP Functional Consultants (Multiple Modules)"
## [354] "Analytics Graduate Trainee - July Intake"
## [355] "Business System Analyst - Bukit Minyak, Penang"
## [356] "LifeAsia Developer, Executive"
## [357] "Software Engineer/ Programmer"
## [358] "Top Technology Scholar Programme – Senior Engineer / Engineer"
## [359] "Sustainability and Compliance Officer"
## [360] "Network Engineer, Routing & Switching"
## [361] "SYSTEM NETWORKING ENGINEER"
## [362] "Business Analyst"
## [363] "IT Engineer - MRO"
## [364] "Senior Application Engineer"
## [365] "Senior Software Developer (.Net)"
## [366] "Senior / Staff Engineer, SMT Process Development"
## [367] "System Analyst Executive"
## [368] "Technical Team Lead"
## [369] "IT Specialist"
## [370] "Internal Audit (IT) Senior Executive"
## [371] "Technical Lead"
## [372] "Senior Full Stack, Data Software Engineer"
## [373] "Solution Design Integrator - (J107012)"
## [374] "FARM VETERINARIAN (Doktor Veterinar)"
## [375] "Lead - Business Development Strategy and Analytics (Bangkok based)"
## [376] "IT Business Analyst @Selangor (ID: 546301)"
## [377] "Regulatory Affairs & Quality Assurance (RAQA) Specialist, ASEAN"
## [378] "Manufacturing Engineer - Assembly Experience"
## [379] "Cyber Security Engineer (Central/ SPLUNK/ Training Provided/ CyberArk)"
## [380] "Global Rewards Consultant"
## [381] "Full Stack Developer I Hybrid Work-from Home & Office Model"
## [382] "Senior Executive, Digital Marketing (Based in Kepong)"
## [383] "Senior / System Analyst, IT (SAP ABAP) #JobsThatMatter #Urgent"
## [384] "Management Associate (Finance/ MBA)"
## [385] "UX Researcher OR UX/UI Designer"
## [386] "Application Analyst"
## [387] "Test Engineer"
## [388] "PROGRAMMER"
## [389] "Senior Application Support Analyst"
## [390] "IT DEVELOPER"
## [391] "MES Software Engineer"
## [392] "Digital Project Manager"
## [393] "Assistant IT Engineer"
## [394] "Application Software Specialist"
## [395] "FICO System Analyst"
## [396] "FINANCIAL SYSTEM DEVELOPER(RPA)"
## [397] "Senior Specialist, Enterprise Systems Infrastructure - Windows"
## [398] "PROCESS ENGINEER"
## [399] "Senior / Lead Software Engineer (JAVA/J2EE)"
## [400] "Senior Product Manager (Petal Search) - Asia Cloud Service Product"
## [401] "Recruitment Researcher, KL (Computer Science, IT grads are welcomed!)"
## [402] "Software Network Analyst (IT, Shah Alam)"
## [403] "Social Media Marketing Specialist"
## [404] "Senior Tester (API - Cyberjaya/Remote Working)"
## [405] "Digital Marketing Executive"
## [406] "Senior Sales Manager"
## [407] "Sustainability Executive (TQCC, Selangor)"
## [408] "SENIOR PROCESS ENGINEER"
## [409] "Senior HR Manager"
## [410] "Fitness Instructor (Personal Trainer)"
## [411] "Java Developer"
## [412] "Regional Sales Trainer, APAC"
## [413] "Business System Tester (Contract)"
## [414] "Junior Mobile App Developer"
## [415] "Senior Product Manager (Travel Apps) - Asia Cloud Service Product"
## [416] "Junior PTP Accountant (Thai Speaking)"
## [417] "Digital Risk Manager"
## [418] "Engineer, Firmware Engineering (Fresh Graduates are Welcome)"
## [419] "Marketing Executive (Marketing & Training)"
## [420] "Senior Operations Analyst (Data Centre)"
## [421] "Senior Lecturers"
## [422] "Senior Software Expert (DELMIA Quintiq)"
## [423] "QA Engineer (Permanent / Contract )"
## [424] "Therapy Development Specialist (KL Eco City)"
## [425] "MIS EXECUTIVE"
## [426] "Project Technical Consultant – Quality Assurance"
## [427] "Management Associate (Economics/ Finance/ Mathematics/ Engineering Graduates)"
## [428] "MANDARIN-SPEAK PHYSIOTHERAPIST (DAMANSARA)"
## [429] "IT Technical Support"
## [430] "Presales Engineer"
## [431] "Technical Sales Engineer"
## [432] "Quality (QMS) Technician"
## [433] "Reliability Laboratory Jr Tech/Tech/Sr Tech/Associate Engineer"
## [434] "Biz Solutions"
## [435] "Service Business Contract Executive (12 Months Contract) - (310939)"
## [436] "Senior / Executive Business Analyst"
## [437] "Lean Engineer (Continuous Improvements)"
## [438] "Lean Coach"
## [439] "IT Application Manager"
## [440] "Manager - IT Audit"
## [441] "Database Administrator (Credit Bureau Malaysia)"
## [442] "Senior Database Administrator"
## [443] "IT EXECUTIVE"
## [444] "Principal Engineer Technology Excellence"
## [445] "HR Intern"
## [446] "Splunk Engineer"
## [447] "Internship for Computer Science / IT Student"
## [448] "Software Architect (Java)"
## [449] "SAP CPI Consultant"
## [450] "Assistant / IT Manager"
## [451] "Marketing Technology Manager"
## [452] "IT Internship"
## [453] "Senior Executive, Managed Network Services"
## [454] "Specialist, Marketing Support"
## [455] "Quality Executive"
## [456] "Executive, Data Analyst (Power BI)"
## [457] "IT Technical Helpdesk (Call Centre Representative)"
## [458] "Technical Lead (Salesforce)"
## [459] "Senior Power BI Developer"
## [460] "IT Security Operation Assistant Manager"
## [461] "Audit Manager - Technology & Digital"
## [462] "SAP Technical Specialist (ABAP)"
## [463] "Junior IT Administrator"
## [464] "Engineer Information Technology - Tableau Developer"
## [465] "Engineer Information Technology - LUY Enterprise Architecture"
## [466] "Senior Back End Developer"
## [467] "Junior DevOps Engineer"
## [468] "Associate Principal - VAS"
## [469] "IT Software Engineer"
## [470] "Assistant Vice President, IT Network"
## [471] "Executive - Digital Solutions"
## [472] "Analyst, Lending Analytics & Campaign Management"
## [473] "Associate Principal - CPA"
## [474] "Specialist - Policy and Charging Control"
## [475] "Professional Medical Representative/Sales Executive"
## [476] "IT Software Developer"
## [477] "Specialist - Billing, Rating, and Charging Governance"
## [478] "BI Data Analysis Developer_APAC IT"
## [479] "Marketing Coordinator (Fresh Graduate)"
## [480] "Database Administrator Cum Report Writer"
## [481] "Campaign Analyst (Leads Management)"
## [482] "System Specialist"
## [483] "Senior Analytics Business Partner (Program Management Engineering)"
## [484] "UIUX Designer"
## [485] "IT Project Manager APAC - SAP MM Procurement Systems"
## [486] "Network Engineer"
## [487] "Engineer/ Sr. Engineer - Operational Technology System"
## [488] "Data Engineering Analyst ( 1 Year Contract )"
## [489] "ENGLISH-SPEAK PHYSIOTHERAPIST in Johor (RM2.4K)"
## [490] "EHS Engineer /Industrial Hygiene Engineer"
## [491] "Team Lead, Software Development (.NET)"
## [492] "Software Engineering Manager, Business System"
## [493] "Manager Reporting & Operations Support"
## [494] "Staff Specialist Cyber Security"
## [495] "Senior Full Stack Developer"
## [496] "Programmer | Technical Consultant"
## [497] "FIRMWARE DEVELOPMENT ENGINEER"
## [498] "Assistant Manager, Talent & Performance Management"
## [499] "Associate Process Engineer (Deposition)"
## [500] "Product Development Engineer"
## [501] "IT Risk and Security Specialist"
## [502] "Software Engineer (Python)"
## [503] "Back End Developer"
## [504] "Tele-Sales & Marketing Executive"
## [505] "Process Engineer (Deposition)"
## [506] "UI UX Designer"
## [507] "IT Data & Analytics Analyst"
## [508] "SOC Analyst"
## [509] "MATERIAL ANALYST"
## [510] "Senior Test Engineer - (WD137650)"
## [511] "Executive, Quality Assurance"
## [512] "Nutritionist (<U+8425><U+517B><U+5E08>) / Dietician (<U+98DF><U+7597><U+5E08>) cum Product Specialist (<U+4EA7><U+54C1><U+4E13><U+5458>)"
## [513] "User Interface (UI) Developer"
## [514] "Software Engineer (Power BI)"
## [515] "Product Owner"
## [516] "IT Programmers/Developers – 1 Year Contract (Mainframe, .NET, Full Stack Java)"
## [517] "Product Developer - IoT"
## [518] "Senior Executive, Operational Risk"
## [519] "Blockchain Developer"
## [520] "Project Manager (Telco & Networking)"
## [521] "Sr Software Development Engineer (C++,C#,Visual Basics,Windows) - US MNC in Bayan Lepas"
## [522] "Specialist, Customer Management & MNP"
## [523] "Junior QA & QC Engineer"
## [524] "Process Development Engineer - Mold and Grinding"
## [525] "SENIOR SOFTWARE ENGINEER/ TEAM LEAD (FINTECH)"
## [526] "Process Development Engineer – Plating"
## [527] "UMB Planning Specialist"
## [528] "Mobile Developer"
## [529] "Incident Manager, Partner Management"
## [530] "Senior Application Developer_APAC IT"
## [531] "Pharmacy Technician (Inpatient/A&E/Outpatient) (ID: 509032)"
## [532] "Senior Buyer Global Sourcing"
## [533] "Billings Solutions Lead"
## [534] "Senior Specialist, Distribution Management Systems"
## [535] "PLC System Engineer"
## [536] "DBA (Oracle/MSSQL)"
## [537] "Compliance Auditor, Quality Assurance"
## [538] "Technical Project Manager (Data & Cloud)"
## [539] "Service Engineer"
## [540] "Lead Software Engineer - (210002H7)"
## [541] "SAP Functional Support Specialist"
## [542] "IT Risk Specialist"
## [543] "Oracle PL/SQL developer"
## [544] "Cultural Orientation Trainer"
## [545] "Integrated Stress Test Manager"
## [546] "Manufacturing Engineer (NI)"
## [547] "Information Technology (I.T.)"
## [548] "Sr HR Service Center Associate"
## [549] "System Analyst"
## [550] "Sales marketing and supportive executive"
## [551] "Food Footprint Officer (Marine Programme)"
## [552] "Product Owner (Business Intelligence)"
## [553] "Product Owner [M1 Mobile App] #JobsThatMatter"
## [554] "Senior Engineer / Process Integration (semiconductor)"
## [555] "Product Owner (M1 Microsite) #JobsThatMatter"
## [556] "SOC Product Engineer"
## [557] "Assistant Sales Manager"
## [558] "Project Software Engineer, Senior"
## [559] "Senior DevOps Engineer"
## [560] "INTERNSHIP FOR IT/COMPUTER STUDENT"
## [561] "Senior System Administrator"
## [562] "PHP Software Engineer (HTML/ Perm/ Central/ Full Stack)"
## [563] "Project Coordinator"
## [564] "Software Support Engineer"
## [565] "Blockchain Engineer"
## [566] "Java Programmer"
## [567] "Senior Application / ERP support (Procurement & Planning)"
## [568] "IT Support Specialist"
## [569] "IT Project Auditor"
## [570] "Internship - Biochemist"
## [571] "Category Assistant (Wellness/Energy Product)"
## [572] "System Engineer"
## [573] "ERP System Administrator"
## [574] "Failure Analysis Technician"
## [575] "Solutions Architect, (Salesforce SME)"
## [576] "Solutions Architect (Salesforce SME)"
## [577] "Product Test Engineer/Product Test Engineer, Senior (Automotive)"
## [578] "Simulation Engineer"
## [579] "Lead / Senior System Analyst #JobsThatMatter"
## [580] "BIM Systems Manager"
## [581] "DISASTER RECOVERY ADMINISTRATOR - SENIOR EXECUTIVE"
## [582] "Software Development Executive"
## [583] "IT Engineer, Database Administrator"
## [584] "Computer Operator, Shared Infrastructure Services, Technology & Operations"
## [585] "Senior Manager, Digital Promotion (IT)"
## [586] "Manager, Test Lead"
## [587] "Sales & Marketing Executive (PENANG)"
## [588] "System Administrator - DBA"
## [589] "Global Information Security Manager"
## [590] "Software Engineer/Web developer"
## [591] "Environment Health And Safety Engineer (EHS)"
## [592] "Senior Software Engineer (ReactJS)"
## [593] "Commvault / Dell EMC / IBM TSM Backup Storage Engineer L2 / L3 - Immediate!"
## [594] "Survey Programmer (IIS APAC)"
## [595] "Fresh Graduates IT Engineer"
## [596] "Java and .Net Programmer"
## [597] "SENIOR QA ENGINEER"
## [598] "Junior Robotic Process Automation Developer"
## [599] "WEB MASTER"
## [600] "Product Operations Senior Engineer (NPI)"
## [601] "Software Developer (Trading Solution)"
## [602] "Lead / Senior System Analyst"
## [603] "Internship - Market Research Analyst (Kuantan)"
## [604] "Head of IT Security"
## [605] "Monitoring Platform Architect (Senior/Manager)"
## [606] "Senior Staff Reliability Engineer"
## [607] "Snr. Staff Reliability Engineer"
## [608] "System and Database Administrator (DBA)"
## [609] "Senior Front End Developer"
## [610] "IT Applications Principal/Senior Engineer (Equipment Automation)"
## [611] "Senior Sales Manager (Pharmaceuticals)"
## [612] "Social Media Data Analyst – Power Bi"
## [613] "Application Developer (Cobol)"
## [614] "Laboratory Assistant"
## [615] "Senior Settlement Executive"
## [616] "Product Architect"
## [617] "Lecturer, IMU Institute of Research, Development and Innovation (IRDI)"
## [618] "Internship - IT"
## [619] "Senior Draughtsman (Land Surveying)"
## [620] "Field Quality Engineer"
## [621] "Software Engineer (R&D Department)"
## [622] "KA132 Senior Software Engineer, focus on Web and Mobile (Shah Alam)"
## [623] "IT APPLICATION SUPPORT EXECUTIVE"
## [624] "IOS Mobile App Developer"
## [625] "Graduate Trainee Program - GALCO (June Intake)"
## [626] "SAP Business Analyst"
## [627] "CTO (start-up/banking)"
## [628] "Senior / Software Engineer, R&D"
## [629] "Assistant Manager, QA"
## [630] "Android Mobile Web Developer"
## [631] "Demand Analyst"
## [632] "Internship for Information Technology Students"
## [633] "Quality Engineer"
## [634] "Junior .NET Software Engineer"
## [635] "Manager, Technical Sales (Food & Beverages)"
## [636] "IT System Support"
## [637] "Product Owner [M1 Mobile App]"
## [638] "NETWORK ENGINEER"
## [639] "Full Stack Web Developer"
## [640] "Product Owner (M1 Microsite)"
## [641] "Information Technology Manager"
## [642] "Senior Engineer / Manager (Application)"
## [643] "HR Manager (Systems and Administration)"
## [644] "Material Planning Manager"
## [645] "Senior PHP Developer"
## [646] "FULL STACK PROGRAMMER"
## [647] "EXECUTIVE, INTERNATIONAL STUDENT OFFICE"
## [648] "Regulatory Officer - Medical Device"
## [649] "HR Solution Manager"
## [650] "Corporate Sustainability Officer"
## [651] "Senior Engineer Information Technology - HR Integration & Platform Services"
## [652] "HR Representative (C&B)"
## [653] "Master Black Belt"
## [654] "Remote Care Support (Contract Employment)"
## [655] "Lead / Senior System Analyst #VCF"
## [656] "Senior Software Developer (C# / .NET)"
## [657] "Advanced Manufacturing Engineer"
## [658] "VISION ENGINEER"
## [659] "Research Analyst (Global Asia Database Division)"
## [660] "Junior IT Consultant"
## [661] "8D/SPC Engineer"
## [662] "Mobile App Developer"
## [663] "Sales Administration Coordinator"
## [664] "Front End Developer (React.js)"
## [665] "Email Deliverability Analyst"
## [666] "Analytics & Products, Specialist"
## [667] "Medical Laboratory Technologist (KL & PENANG)"
## [668] "Full Stack Web Developer - Travelling Required (U.S)"
## [669] "Process Development Senior Engineer - Sputtering"
## [670] "NPI Manager"
## [671] "Labview & Advantech software programmer"
## [672] "UI/UX Designer"
## [673] "DevOps Engineer J37223"
## [674] "Production Specialist"
## [675] "Senior Executive, Digital Transformation & Adoption"
## [676] "IOT/Automation Application Engineer"
## [677] "Senior Lean Engineer"
## [678] "Enterprise Architect"
## [679] "Management Trainee (Digital Business)"
## [680] "Senior Product Engineer (Semiconductor Industry-US MNC,Based in Perak)"
## [681] "PDE IE & Capital Senior/ Engineer"
## [682] "Equipment Integration Engineer (AES)"
## [683] "Monitoring Platform Architect (Senior/Manager) #VCF"
## [684] "IT Incident Management Senior Analyst"
## [685] "Engineer/ Senior Engineer, Process / Equipment Engineering (All Modules)"
## [686] "QA Executive"
## [687] "Business Development Manager"
## [688] "ServiceNow Functional Analyst (HR)"
## [689] "Android Developer"
## [690] "Senior Specialist, QA"
## [691] "Medical Representative (Central)"
## [692] "Claims Management Executive (Fresh Grad)"
## [693] "R&D Executive"
## [694] "Production Technician (Fresh Graduates - Diploma)"
## [695] "EXECUTIVE IN REINSURANCE BROKING"
## [696] "Business Development Exec/Manager"
## [697] "IT Engineer (Infra / Server)"
## [698] "Analyst 2, Programming Android"
## [699] "Network Security Engineer"
## [700] "QA Supervisor - Flex Skudai, Johor"
## [701] "QA Supervisor"
## [702] "Firewall Engineer"
## [703] "Project Executive - GSRC"
## [704] "Consultant (Nephrology) (Based in Singapore)"
## [705] "Engineer - Support"
## [706] "MANAGER, SUPPLY CHAIN & TRACEABILITY"
## [707] "IT Technician"
## [708] "IT Assistant / PHP Developer"
## [709] "IT Engineer"
## [710] "INTERNET & NETWORK ADMINISTRATOR - SENIOR EXECUTIVE"
## [711] "Executive, Economic Capital Modelling"
## [712] "Network Architect (CDN Technologies)"
## [713] "Senior IT Manager"
## [714] "Agile Project Manager"
## [715] "Digital Analyst"
## [716] "Quality Manager"
## [717] "Creative Account Servicing Manager"
## [718] "SOC Lead"
## [719] "New Business Medical Underwriter"
## [720] "Software Developer - Back-End (KL, Malaysia)"
## [721] "Senior Executive, Business Analyst (Real Estate) - KL"
## [722] "Regional Technical Support Specialist"
## [723] "Software Application Consultant (Junior)"
## [724] "Production Supervisor"
## [725] "Business Analyst - Telco Products"
## [726] "R&D Process Development Engineer/ Manager(Semiconductor)"
## [727] "Senior Account Manager - IT Sales"
## [728] "Information Technology System Specialist"
## [729] "Network/Service Engineer"
## [730] "IT Officer"
## [731] "Executive, System Administrator"
## [732] "Engineering Lead"
## [733] "Application Developer (Engineering/Digitalization/Automation systems)"
## [734] "Junior Java Automation Tester"
## [735] "Marketing Executive"
## [736] "SENIOR TESTING EXECUTIVE CPCT"
## [737] "Fullstack Software Engineer, Experimentation"
## [738] "Full Stack App & Web Developer"
## [739] "Engineer (Kuala Lumpur Technology Center)"
## [740] "Business Development Manager (Networking Products) - KL"
## [741] "Sr Planner"
## [742] "Actuarial Associate"
## [743] "Piping Material Engineer- One Year Contract (51535) (FT)"
## [744] "IT TECHNICAL SUPPORT"
## [745] "Senior Principal (Order & Fulfilment)"
## [746] "Manager - HRIS"
## [747] "Service Leader - Information Technology"
## [748] "Revenue Management Lead"
## [749] "EXECUTIVE - DATABASE & BILLING"
## [750] "Digital Marketing Specialist (HubSpot Expertise)"
## [751] "Internship for Information Technology"
## [752] "Full Stack Blockchain Smart Contract Developer"
## [753] "Internship for ASIC Design & Verification"
## [754] "Sales Executive (Experience in Industrial)"
## [755] "Deputy Manager - IT Audit"
## [756] "Junior Software Engineer (Java, Integration, Mobile App)"
## [757] "Process Engineer"
## [758] "Management Trainee Program (Telok Panglima Garang)"
## [759] "SAP ABAP Consultant (Based in Putrajaya)"
## [760] "Senior Engineer, Manufacturing Engineering"
## [761] "Management Associate (Fresh Graduate Program)"
## [762] "Software Test Engineer - Experienced"
## [763] "SAP Techno Functional Analyst (MM, SD) - (Based in Putrajaya)"
## [764] "Atlassian Developer"
## [765] "IT Infrastructure Manager Asia"
## [766] "Asst. Manager/Manager, Global Markets Risk Surveillance"
## [767] "Human Resources Manager"
## [768] "Digital Marketing Specialist/Manager"
## [769] "IT Programmers/Developers"
## [770] "Security Guard/ Auxiliary Police (Sunway Pyramid Mall, Sunway Giza Mall)"
## [771] "Web Technology Executive"
## [772] "IT Technical Support Executive"
## [773] "MYS Citibank Berhad Campaign Analyst, C11 - (22471691)"
## [774] "Business Relations Manager (PSI KPI marketing) (ID: 547851)"
## [775] "Software Programmer"
## [776] "Sales Manager"
## [777] "Manager, Research and Learning Services, Financial Services Library (1-year contract)"
## [778] "Software Developer (Junior/Senior)"
## [779] "Senior Specialist, Security & Compliance"
## [780] "SQE Engineer (Penang)"
## [781] "Automation Engineer"
## [782] "Lab Q/A Q/C Chemist 5k to 8k working in Johor"
## [783] "Senior/ Equipment Engineer - Lithography/ Plating"
## [784] "Actuarial Manager"
## [785] "Senior Executive - Sales and Business Development (SBD)"
## [786] "Operations Lead (Junior)"
## [787] "Product Developer (IoT)"
## [788] "Material Planner"
## [789] "Regulatory Affairs Associate Researcher"
## [790] "Product Planner"
## [791] "IT Administrator/Manager"
## [792] "Backend developer"
## [793] "Assistant Manager (QA)"
## [794] "Incoming/Outgoing Quality Technician Specialist"
## [795] "Clinical Research Associate"
## [796] "AUTOMATION SOFTWARE SENIOR ENGINEER"
## [797] "Sales & Marketing Executive (Junior)"
## [798] "Junior IT Admin - for KL Main Office"
## [799] "RPA Developer"
## [800] "Lead Content Analyst"
## [801] "Digital Product Designer"
## [802] "Quality Technician"
## [803] "Senior Lead Quality Control Engineer"
## [804] "IT & Admin Executive"
## [805] "Technical Service Desk Support"
## [806] "Education Counsellor - Student Recruitment & Experience (UG)"
## [807] "CIM (Computer Integrated Manufacturing) Engineer"
## [808] "Assistant Safety and Health Officer (Contract)"
## [809] "Back End Developer / Software Engineer"
## [810] "Inventory Analyst"
## [811] "Assistant Manager - IT Solutions"
## [812] "Water Treatment Engineer"
## [813] "System Administrator (Wintel) - Contract"
## [814] "Technical Support Engineer - Network / System (Entry Level)"
## [815] "Software Developer (Python)"
## [816] "IT Senior Engineer/ Engineer (CIM/ SEMI SECS /GEM / Equipment Integration)"
## [817] "Bioinformatics Executive"
## [818] "Solution Architect (FCI)"
## [819] "Site Reliability Engineer"
## [820] "Technical Services Engineer"
## [821] "Lead, Site Reliability Engineer"
## [822] "Account Manager - Service Business - (310923)"
## [823] "Developer"
## [824] "Senior Manager – Risk Management"
## [825] "Senior Software Engineer (.Net + Angular)"
## [826] "Network Specialist"
## [827] "Senior Engineer Process Integration (Discrete Product Matrix-2)"
## [828] "Application Consultant"
## [829] "PHP <U+8F6F><U+4EF6><U+5DE5><U+7A0B><U+5E08> | PHP Programmer"
## [830] "Senior Engineer / Project Engineer (Geotechnical N Ground) Investigation"
## [831] "Software Engineer (Fresh Graduates Only)"
## [832] "Payroll & Admin Executive"
## [833] "Medical Representative"
## [834] "Senior IT Engineer - Based in Penang"
## [835] "QUALITY CONTROL EXECUTIVE"
## [836] "HSE Executive – Rawang, Selangor"
## [837] "PHP DEVELOPER"
## [838] "Associate Developer (C#.NET) - Open for Fresh Graduates"
## [839] "Automation Tester (Software)"
## [840] "Senior Executive, ID Management & Desktop"
## [841] "Network Operations Engineer #JobsThatMatter"
## [842] "Software Developer (React Native) J36292"
## [843] "ServiceNow Analyst"
## [844] "Manufacturing - Future Leaders Programme, Malaysia, 2022 (Consumer Healthcare)"
## [845] "IT Helpdesk Analyst"
## [846] "Senior Staff Engineer Process Integration"
## [847] "Senior Manager, Application Development"
## [848] "Senior Software Development Engineer"
## [849] "Test Development Engineer (Production Diagnostic)"
## [850] "Team Assistant & Logistic Support (Contract) - (310636)"
## [851] "Information System Specialist"
## [852] "Geologist - Mining Industry"
## [853] "Senior Fullstack Developer"
## [854] "Test Assistant Manager - (WD137289)"
## [855] "Scrum Master"
## [856] "Terminal Claims Senior Executive"
## [857] "Senior Python Software Engineer"
## [858] "Manager, Operations Support (Business Analyst)"
## [859] "IT Programmer (RM10,000 / Masjid Tanah)"
## [860] "IT Assistant Manager / IT Manager (ERP)"
## [861] "DevOps Engineer"
## [862] "IT Operations Team Lead"
## [863] "Software Engineer (Junior/Senior Java Developer)"
## [864] "Manufacturing Engineering Engineer (Based in Kulim)"
## [865] "Automation Software Manager"
## [866] "Semiconductor Industry Analyst Engineer"
## [867] "Software Consultant"
## [868] "Information Security Audit (Contract)"
## [869] "Embedded Software Development Engineer (Entry Level)"
## [870] "Staff / Senior Engineer- Embedded Software Development"
## [871] "Senior Staff / Senior Engineer - Embedded Software Development"
## [872] "Programmer (51408) (JL)"
## [873] "PRODUCT QUALITY STAFF ENGINEER"
## [874] "IT Infrastructure Engineer"
## [875] "Senior/ Process Control System Engineer (Electrical)"
## [876] "Senior Executive, Strategic Marketing & Analytics (Real Estate) - KL"
## [877] "Senior Staff / Senior Engineer- Embedded Software Development (Linux)"
## [878] "Senior Staff / Senior Engineer - Embedded Software Development (Linux)"
## [879] "Accounts and Administration Executive"
## [880] "Sales Executive"
## [881] "C++ Software Engineer (Senior or Mid-level)"
## [882] "SENIOR TELECOM ENGINEER (EXPAT RATE IN QATAR)"
## [883] "System Engineer (Application Software)"
## [884] "Contracts & Procurement Executive"
## [885] "Senior Technical Support Engineer"
## [886] "Project Manager (Product Development)"
## [887] "Senior Software Engineer (JAVA)"
## [888] "Senior Quality Engineering"
## [889] "Associate Engineer III (PD Department)"
## [890] "Senior Product Manager (Kuala Lumpur (RedQ))"
## [891] "Software Engineer (NodeJS, Angular JS)"
## [892] "Reporting Analyst"
## [893] "Logistics Analyst"
## [894] "Manager, Test Solutions Engineering"
## [895] "Senior Systems Engineer (MES)"
## [896] "Product Specialist"
## [897] "Test Technician"
## [898] "QC Manager"
## [899] "Product Specialist Associate"
## [900] "Integration Engineer (Based in Kulim)"
## [901] "IT Graduate Trainee Program"
## [902] "ERP System Analyst"
## [903] "Senior / Software Developer (up to $7000) Singapore"
## [904] "Process Development Engineer (NPI) - Fresh Graduates"
## [905] "Senior R&D Characterization Engineer"
## [906] "Quality Control Executive"
## [907] "IT Infrastructure Specialist"
## [908] "Manager, IT Service Delivery (Supply Chain)"
## [909] "Supplier Quality Engineer"
## [910] "Engineer"
## [911] "Sr. IT Executive - Compliance"
## [912] "Enterprise Architect, Senior Engineer"
## [913] "Snr Executive, System Integration (IT Support) @ Bukit Jalil (ID:547563)"
## [914] "Senior IT Security"
## [915] "React.js Developer (J37111)"
## [916] "Junior Communications Executive(Protégé) - (310138)"
## [917] "Manufacturing Engineering Technicians (MET) SCO / Finishing / Deposition & Thermal"
## [918] "IT Application Support Analyst"
## [919] "Automation Test Engineer"
## [920] "Operations Manager"
## [921] "Key Account Manager (semiconductor encapsulation materials) (ID:541036)"
## [922] "Senior Executive/Executive, System Applications"
## [923] "Wire Bond Engineer"
## [924] "QA Engineer"
## [925] "Embedded Software Project Leader"
## [926] "System Analyst ( MS SQL/ .net / CSS )"
## [927] "Business Analyst (51475) (JL)"
## [928] "DevOps Engineer / Software Integrator"
## [929] "Application/Software Engineer/Programmer (MNC/In-house/Up to $4.9k)"
## [930] "Senior Information Security Analyst"
## [931] "Software Engineer II, Information Security"
## [932] "IT MANAGER"
## [933] "Quality Process Engineer"
## [934] "GroupAsia Developer, Assistant Manager"
## [935] "Programmers"
## [936] "Engineer Process Integration Integrated Circuit"
## [937] "Front-End Software Engineer (Flutter)"
## [938] "MANAGER (RISK & COMPLIANCE)"
## [939] "LifeAsia Developer, Manager"
## [940] "EHS Engineer"
## [941] "Primary National School Science and Mathematics Teacher"
## [942] "Manager, IT (Operations)"
## [943] "SAP ABAP Senior Analyst"
## [944] "HR Executive, Recruitment"
## [945] "Software Developer (ERP)"
## [946] "Test development engineer"
## [947] "Senior IT Executive"
## [948] "Systems Engineer"
## [949] "QA Analyst @Cyberjaya (ID: 547146)"
## [950] "Executive, Digital Marketing"
## [951] "Application Developer – Earn up to MYR 10K"
## [952] "Senior Product Manager"
## [953] "APPLICATION SUPPORT EXECUTIVE"
## [954] "Software Engineer II"
## [955] "Software Engineer - Mobile"
## [956] "Technical Manager"
## [957] "Senior Buyer - (WD135737)"
## [958] "Technical Support Engineer"
## [959] "Senior Software Engineer - ReactNative"
## [960] "Solution Sales Manager (DWDM) - MRO MSSD"
## [961] "Senior Software Engineer - Javascripts"
## [962] "Executive, Actuarial Reserving"
## [963] "Senior Engineer Process Integration (Integrated Circuits)"
## [964] "Penang Advanced Packaging Wafer Level Assembly (WLA) Process Engineer"
## [965] "DevOps Engineer/SRE (Working Location: Taiwan)"
## [966] "Head of Applied Research"
## [967] "Certified Safety Officer(Petaling Jaya/Setapak)"
## [968] "Software Engineer (PowerBuilder)"
## [969] "Internship - Primary Intelligence (Healthcare)"
## [970] "Project Manager - IT"
## [971] "Field Service Engineer"
## [972] "Senior Professional Medical Executive - Respi (Melaka)"
## [973] "Head of Maintenance"
## [974] "Plating Process Engineer"
## [975] "Production Planning Executive / Senior Executive"
## [976] "CHIEF INFORMATION OFFICER"
## [977] "Business System Analyst (ERP, Regional Implementation)"
## [978] "Production Control – Site Reliability, Analyst"
## [979] "Software Engineer I"
## [980] "Digital Account Servicing Manager (Contract)"
## [981] "EXECUTIVE ASSISTANT to the CEO"
## [982] "QA cum RA Executive"
## [983] "SAP Functional Analyst @ PJ (ID: 544872)"
## [984] "Digital Marketer"
## [985] "Executive - Quality, Environmental, Safety & Health (QESH)"
## [986] "Research Analyst"
## [987] "Application Specialist (DX) - (308991)"
## [988] "Junior Software Engineer"
## [989] "HR & Admin Assistant Manager"
## [990] "Software Engineer II (Flutter)"
## [991] "Software Engineer I (Flutter)"
## [992] "R&D Executive (Few Vacancies)"
## [993] "CRM Specialist"
## [994] "Incoming / Product Quality Engineer (Graduate Trainee)"
## [995] "Mobile Application Platform Manager"
## [996] "Protege Trainee"
## [997] "IT Support Executive/Assistant Manager"
## [998] "Senior Executive, QESH (Real Estate) - KL"
## [999] "Senior EHS Engineer @ Bukit Mertajam (RM 4,000 - RM 6,500) (ID: 547141)"
## [1000] "MIS Executive"
## [1001] "Lab Engineer (Contract 12 months)"
## [1002] "Group HR Program Manager"
## [1003] "BUSINESS ANALYST (Junior to Senior)"
## [1004] "Quality Technologist"
## [1005] "Quality Inspector"
## [1006] "Automation Specialist"
## [1007] "Senior Continuous Improvement Engineer"
## [1008] "Project Engineer (Medical Plastic Molding)- Based in Batu Kawan"
## [1009] "Quality Assurance Analyst/Business Analyst"
## [1010] "Manager, Information Technology (Network & Security)"
## [1011] "IT And Admin Support"
## [1012] "R&D Senior Executive"
## [1013] "Assistant General Manager - Procurement & Logistics (IT, Sales & Marketing)"
## [1014] "Senior Incoming Quality Engineer - MNC in Kulim"
## [1015] "Technical Manager- Grocery Food"
## [1016] "Engineer Process Integration"
## [1017] "Senior R&D Engineer (Die Attach/Sawing/Glue Dispensing/WB)"
## [1018] "JAVA Web Backend Developer – Project Lead (Mandarin Speaking)"
## [1019] "Executive, Risk Management & Integrity"
## [1020] "R&D PROCESS EXECUTIVE"
## [1021] "Tech Risk Governance & Control, Consultant (2 years contract)"
## [1022] "Certified Safety Officer (Cheras/Puchong)"
## [1023] "Database Administrator – Section Manager"
## [1024] "Senior / QAE Engineer"
## [1025] "System Engineer (Base in Philippines)"
## [1026] "Graduate Engineer"
## [1027] "ESG Engineer"
## [1028] "Cyber Emergency Respond Team Lead"
## [1029] "Internship"
## [1030] "Solutions Architecture Engineer(Dell Technology Services)"
## [1031] "Specialist Controls"
## [1032] "SEA Cyber Cloud Security Consultant/Senior Consultant"
## [1033] "SEA Internal Audit Manager (SEA Risk Advisory)"
## [1034] "Technical Packaging Manager (18 Months Fixed Term Contract)"
## [1035] "IT Assistant"
## [1036] "UX Designer"
## [1037] "Intern, Business Process, Managing Director's Office"
## [1038] "Internship Production"
## [1039] "Smart Manufacturing Data Scientist"
## [1040] "Data Scientist / Data Analyst"
## [1041] "Executive, IT (Data Scientist)"
## [1042] "Manager, Advanced Analytics"
## [1043] "Azure Data Engineer"
## [1044] "AI/Machine Learning Engineer"
## [1045] "Sap MM Data Engineer"
## [1046] "IT Support Engineer – Etl/ Data Engineer"
## [1047] "IT Support Engineer – ETL/ Data Engineer"
## [1048] "BI and AI Engineer"
## [1049] "Asst Mgr Data Modeling Design"
## [1050] "Big Data Engineer"
## [1051] "Computer Vision Engineer"
## [1052] "IT Engineering Data And Online Analytics"
## [1053] "Deployment Lead"
## [1054] "Manager – Data Migration"
## [1055] "Asst Mgr Data Operation Outboud 3"
## [1056] "Senior Datawarehouse Consultants"
## [1057] "Senior Product Engineer"
## [1058] "Data Processing Specialist - Stat Ops (Australia Market)"
## [1059] "Junior Specialist"
## [1060] "Executive Data Analytics"
## [1061] "Solutions Architect (Malaysia)"
## [1062] "Asst Mgr Application Support 1"
## [1063] "Gis Assistant"
## [1064] "Internship for Business Data Science/Computer Science"
## [1065] "Data Architect Consultant"
## [1066] "DATA PROCESSOR"
## [1067] "Researcher"
## [1068] "BUSINESS ANALYST"
## [1069] "Transaction Banking Data Scientist"
## [1070] "Enterprise Data Warehouse (ETL) Tester"
## [1071] "Professor/Associate Professor/Assistant Professor, Information and Communication Technology"
## [1072] "Planner 2, Production Planning"
## [1073] "Data Manager"
## [1074] "Data Associate"
## [1075] "Machine Learning Intern"
## [1076] "Data Processor"
## [1077] "Senior Specialist, Data Analytics"
## [1078] "BIG DATA Developer /architect"
## [1079] "Etl Engineer"
## [1080] "Associate Professor; School of Computer Science"
## [1081] "Lecturer, Life Sciences"
## [1082] "Remote Pilot"
## [1083] "Forecasting Analyst"
## [1084] "Digital Growth Associate"
## [1085] "Sales Engineer (Data Analytics)"
## [1086] "Senior Lecturer, Life Sciences"
## [1087] "ESG Layer 7 Expert"
## [1088] "DATA ENTRY"
## [1089] "YOODO DATA SCIENCE & ENGINEERING"
## [1090] "IT Senior Specialist - HR Data Analytics / DBA (HRIS)"
## [1091] "Data Ingestion / BI Consultant"
## [1092] "GSI ENGINEER"
## [1093] "Data Imaging Trainee"
## [1094] "Oracle SOA Consultant"
## [1095] "Project Manager"
## [1096] "Market Research Analyst (Asia Pacific, Japan & Middle East)"
## [1097] "Machine Programming Specialist"
## [1098] "Data Science"
## [1099] "Quantitative Analyst"
## [1100] "JR0218568 - Machine Learning Engineer"
## [1101] "INFORMATICS ARCHITECT"
## [1102] "Principal Information Security Engineer – Data Analytics"
## [1103] "Data Engineering Consultant"
## [1104] "Cnc Grinding Programming Specialist"
## [1105] "Head of Data & Advanced Analytics"
## [1106] "JR0217752 - Assembly Corrective Maintenance Analyst"
## [1107] "APACHE SPARK DEVELOPER"
## [1108] "IM Data Engineer"
## [1109] "Technology Lead"
## [1110] "MODERATOR / DATA ENTRY"
## [1111] "Internship, IT"
## [1112] "Programming Instructor"
## [1113] "Executive / Senior Executive - Data Engineer"
## [1114] "Personal Driver to Chairman"
## [1115] "Lead Data Analyst (Ops), IMO"
## [1116] "Officer, Data & Report"
## [1117] "Cikgu Matematik Online (Bekerja di Pejabat)"
## [1118] "Senior/ Principal Consultant - Growth Analytics"
## [1119] "CP Excellence Lead, I&I"
## [1120] "Tech Prof-Completions Tech Prof-Completions Kuala Lumpur, 14, MY, 50400 Apr 28, 2022 0.00 mi"
## [1121] "Senior Model Developer"
## [1122] "YOODO ANALYTICS"
## [1123] "JR0217978 - IOTG Graduate Trainee Platform Application Engineer"
## [1124] "EC Co-Ordinator II"
## [1125] "Staff Analyst Factory Integration"
## [1126] "Senior Demand Planner"
## [1127] "Data Analyst (Insurance Domain)"
## [1128] "Specialist, Data Engineering"
## [1129] "Informatica Developer"
## [1130] "Technical Support Engineering-Big Data Database"
## [1131] "JR0219439 - SOC design engineer"
## [1132] "Data Processing Specialist"
## [1133] "Data Quality Engineer - SAP BODS"
## [1134] "STaRship Research Fellow"
## [1135] "Informatica Developer- AIA ADC"
## [1136] "JR0218636 - PSG Division Planning Analyst"
## [1137] "JR0217790 - Undergrad Tech Intern"
## [1138] "Data Analytics Executive"
## [1139] "Senior Project Leader Factory Integration"
## [1140] "JR0220941 - IOTG Product Line Manager"
## [1141] "Data Processing Specialist (Hong Kong/Taiwan Markets)"
## [1142] "Senior Lecturer (business Analytics)"
## [1143] "Senior Engineer, Data Analytics Engineering"
## [1144] "EDW (ETL Tester)"
## [1145] "Data Labeler - Machine Learning"
## [1146] "Data Science tools Specialist"
## [1147] "Product Support Representative - Converis"
## [1148] "Enterprise Data Warehouse (etl) Tester"
## [1149] "Advanced Analytics & Insights Practice Lead"
## [1150] "Pre-Sales for Data Management Solution"
## [1151] "Murex Consultant"
## [1152] "Edw (etl Tester)"
## [1153] "Network Engineer(Data Science)"
## [1154] "Principal Consultant - AI & Automation"
## [1155] "Intern, Data Operations (DPS)"
## [1156] "Data Engineer - NoSQL development"
## [1157] "Sap Data Migration Developer"
## [1158] "Machine Learning Engineer Trainee"
## [1159] "Data Migration Analyst"
## [1160] "GFCII Data Intelligence Data Science Senior Analyst"
## [1161] "DATA ENTRY CLERK"
## [1162] "Model/Anlys/Valid Intmd Anlyst - C11"
## [1163] "SENIOR DATA ANALYTICS MODELLER"
## [1164] "AI & Blockchain Developer"
## [1165] "Staff Engineer, Manufacturing Equipment Engineering"
## [1166] "Data Engineering for SWE"
## [1167] "Executive LMS"
## [1168] "Senior FX Artist"
## [1169] "ETL Data Modeler"
## [1170] "Support Engineer"
## [1171] "Payroll Deployment Lead"
## [1172] "Automation QA"
## [1173] "INTERNSHIP: JOURNALIST"
## [1174] "ASSISTANT MANAGER, MARKETING DATA ANALYTICS"
## [1175] "DATA ANALYST"
## [1176] "Digital Marketing Specialist"
## [1177] "FRESH FOOD EXECUTIVE"
## [1178] "Journalist"
## [1179] "FULL STACK DEVELOPER"
## [1180] "Remote Pilot (UAS )"
## [1181] "SIEM Detection Engineer"
## [1182] "Seismic Imaging Geophysicist"
## [1183] "Head of Growth"
## [1184] "Data Transformation Associate"
## [1185] "Assurance Advisor"
## [1186] "SAM License Administrator"
## [1187] "Commercial Account Manager (Japanese)"
## [1188] "Ui/ux Designer Internship"
## [1189] "UI/UX Designer Internship"
## [1190] "Unity Developer"
## [1191] "National Key Account Manager"
## [1192] "Fresh Graduate"
## [1193] "Project Analyst"
## [1194] "Mandarin Speaking Corporate Sales Executive"
## [1195] "Data Engineer Lead"
## [1196] "Finance General Manager (Based in Penang)"
## [1197] "JR0219193 - Lead Software Developer for Cloud Data Solutions"
## [1198] "Customer Success Account Manager - App Developer"
## [1199] "GroupM | Executive, Buying (Team Xaxis) Kuala Lumpur, Malaysia"
## [1200] "Environmental Scientist"
## [1201] "Datamigration Specialist"
## [1202] "Master Data IT Analyst"
## [1203] "Graduate Environmental Scientist"
## [1204] "ETL Developer"
## [1205] "Gis Technician"
## [1206] "CRM Manager - dUCk"
## [1207] "Scientist"
## [1208] "Customer Engineer, Data Analytics, Google Cloud"
## [1209] "Business Analytics Consultant"
## [1210] "Data Entry"
## [1211] "Data Center Operations Sr Engineer"
## [1212] "Internship For Technical"
## [1213] "Section Head - Data Centre Facilities"
## [1214] "System Analyst, Elt"
## [1215] "Manager Data and Analytics"
## [1216] "System Analyst Manager"
## [1217] "JR0219808 - Business Analyst"
## [1218] "FORENSIC SCIENCE TECHNICIAN"
## [1219] "BI Developer"
## [1220] "Internship Networking"
## [1221] "Junior Payroll Executive"
## [1222] "Business Intelligence Analyst (HR)"
## [1223] "Application /Customer Support"
## [1224] "PHP Backend Developer"
## [1225] "Internship Computer/ IT Students"
## [1226] "Technical Product Manager/Product Owner"
## [1227] "Automated Software Tester"
## [1228] "ETL Engineer"
## [1229] "[up to Rm7000] Technical Engineer (network-l2) @ PJ |"
## [1230] "Senior Java Developer (Malaysian only)"
## [1231] "Junior Business Intelligence Analyst"
## [1232] "Software Development Senior Analyst"
## [1233] "Site Reliability Engineer / DevOps"
## [1234] "Technician Engineer"
## [1235] "SHIFT SUPPORT ENGINEER"
## [1236] "MINE PLANNING SOFTWARE ENGINEER"
## [1237] "IT Manager ( KL)"
## [1238] "Information Technology Executive"
## [1239] "PHP Web Developer"
## [1240] "Assistant Manager Software Engineer"
## [1241] "Structural Design Analyst Specialist"
## [1242] "QA Inspector"
## [1243] "ADMIN & OPERATION EXECUTIVE"
## [1244] "Product Planner (kl)"
## [1245] "Senior Mechanical Engineer (Motors)"
## [1246] "Programmer/Developer (.Net)"
## [1247] "Product Planner (KL)"
## [1248] "SAS Programmer"
## [1249] "Internship for Food Science/Food Technology Students"
## [1250] "Application / BI Developer"
## [1251] "STRUCTURAL DESIGN ANALYST SPECIALIST"
## [1252] "Digital, Data & IT Manager"
## [1253] "MIS Clerk (Various Location)"
## [1254] "Firmware Engineer ( Automation )"
## [1255] "Front End Developer"
## [1256] "IT Security Manager"
## [1257] "Indoor Sales Coordinator"
## [1258] "Senior Software Engineer (MOS)"
## [1259] "Developer III - Software Engineering"
## [1260] "Internship for Social Science Psychology"
## [1261] "Engineer (Lab)"
## [1262] "Human Resource and Admin Officer"
## [1263] "R&D Manager"
## [1264] "Senior Software Developer"
## [1265] "Production Operator-Scanning & Packing (MRT KAJANG)"
## [1266] "DX System Engineer"
## [1267] "Medical Science Liaison (Metabolic)"
## [1268] "Title Implementation Consultant"
## [1269] "Surveyor"
## [1270] "Senior Database Administrator SAP HANA"
## [1271] "Professor/Associate Professor/Assistant Professor/Lecturer, Lee Kong Chian FES"
## [1272] "SAP HANA Platform Lead"
## [1273] "Senior DevOps Engineer (MOS)"
## [1274] "Associate Specialist, Vendor Master Data (Korean Speaker)"
## [1275] "Project Lead – SEA Supply Chain"
## [1276] "Analyst Programmer/Developer"
## [1277] "Microsoft.Net Developer"
## [1278] "IT Analyst 2"
## [1279] "INTERNSHIP TRAINEE"
## [1280] "Drive Test Analyst (dta)"
## [1281] "IT Business Analyst- Logistics Services & Transport"
## [1282] "Internship for IT(Software Development)"
## [1283] "JR0219055 - EDA Tools Software Engineer"
## [1284] "Business Intelligence & Analytics Lead"
## [1285] "JR0218788 - S2P APPLICATION DEVELOPER ENGINEER"
## [1286] "Food Technologist"
## [1287] "Internship For Software Tester"
## [1288] "HR Operations Analyst"
## [1289] "VMWare Engineer"
## [1290] "Business Intelligence Specialist, Service Asia Pacific"
## [1291] "Senior Software Engineer (mos)"
## [1292] "Senior Android Developer"
## [1293] "Junior Software Programmer"
## [1294] "Senior HTA Analyst"
## [1295] "Oracle EPM Solution Specialist - Financial & Supply Chain Planning"
## [1296] "Head of Product"
## [1297] "Backend Developer - Node.js"
## [1298] "Map Operations Specialist"
## [1299] "Front End/UI Developer/Web Developer (12 months contract)"
## [1300] "Junior Epm Consultant"
## [1301] "Requisition Title Technical Consultant (Risk/Fraud)"
## [1302] "Senior DevOps Engineer (mos)"
## [1303] "ETL/ELT Consultant"
## [1304] "DevOps Engineer (Immediately Available)"
## [1305] "Data Modeler"
## [1306] "Chemist - R&D"
## [1307] "Requisition Title Sr Technical Consultant - Risk/Fraud"
## [1308] "Technician And Admin Assistant"
## [1309] "Optics Process Technical Specialist"
## [1310] "Technical Consulting Engineer"
## [1311] "Production Chemist"
## [1312] "Business Solution Analyst"
## [1313] "Entry Level Field Engineer - MWD/LWD"
## [1314] "Assistant Professor - Business"
## [1315] "OPTICS PROCESS TECHNICAL SPECIALIST"
## [1316] "Financial Data Analyst"
## [1317] "Geoscientist II"
## [1318] "Geoscientist II Geoscientist II Kuala Lumpur, 14, MY, 50400 May 6, 2022 0.00 mi"
## [1319] "Internship - Junior Developer (Intern)"
## [1320] "Staff Engineer, Firmware Engineering"
## [1321] "Tester III - Software Testing"
## [1322] "Intern for Human Resources Management"
## [1323] "Project Management Analyst"
## [1324] "C/C++ Developer"
## [1325] "MYS Citibank Berhad Campaign Analyst, C11"
## [1326] "Senior Backend Developer"
## [1327] "Senior Cloud Architect"
## [1328] "IS Support (Sarawak)"
## [1329] "Marketing Campaigns Team Lead"
## [1330] "Senior Engineer, Firmware Engineering"
## [1331] "Sustainability Analyst (Life Cycle Assessment)"
## [1332] "Cloud Support Engineer"
## [1333] "Principal Engineer, Firmware Engineering"
## [1334] "Staff Engineer (Linux)"
## [1335] "Cloud Engineer"
## [1336] "Lead I - Software Testing"
## [1337] "Internship for Food Science/Culinary Arts Students"
## [1338] "Senior Database Administrator (Oracle EBS)"
## [1339] "Senior Associate, Application Support (Level 3)"
## [1340] "GIS EXECUTIVE"
## [1341] "Junior Enterprise Architect - Infrastructure modernization"
## [1342] "JR0218571 - Cloud Solutions Architect - Network and Communications Sales Team"
## [1343] "Healthcare Operations Executive"
## [1344] "Senior Risk Manager"
## [1345] "Project Assistant"
## [1346] "Material Ledger Accounts Assistant"
## [1347] "FA Technician"
## [1348] "Low Code Developer"
## [1349] "RM 7000 .Net C# Software Developer (Remote)"
## [1350] "Assoc Integration Program Manager"
## [1351] "Entry Level Field Engineer - MWD/LWD Entry Level Field Engineer - MWD/LWD Kuala Lumpur, 14, MY, 50400 Apr 28, 2022 0.00 mi"
## [1352] "Specialist 2, Facilities"
## [1353] "Production Engineer"
## [1354] "Chemist"
## [1355] "Test & Debug Technical Advisor"
## [1356] "Corporate Sustainability Officer, Corporate Affairs"
## [1357] "[CONTRACT FOR SERVICE] Senior Consultant (Project Delivery Digitalization)"
## [1358] "Technology Development (Mechatronics) Internships - Malaysia"
## [1359] "Functional Consultant / Erp Consultant"
## [1360] "Lead I - Software Engineering"
## [1361] "QA Automation"
## [1362] "Service Owner"
## [1363] "Analyst"
## [1364] "Medical Advisor - Oncology"
## [1365] "Procurement Intern"
## [1366] "JR0221229 - MIT Infrastructure System Engineer"
## [1367] "TEST & DEBUG TECHNICAL ADVISOR"
## [1368] "Digital Project Manager - Marketing Technology COE"
## [1369] "HR Customer Support Analyst"
## [1370] "Risk Program Manager"
## [1371] "Technology Operation Engineer"
## [1372] "Infrastructure & Technology, Team Lead"
## [1373] "F&A Business Analyst, Sr"
## [1374] "Intern"
## [1375] "VoIP Engineer"
## [1376] "Halal & Quality Control Executives"
## [1377] "Executive Java Developer"
## [1378] "Accounts cum Admin Assistant"
## [1379] "Sales & Marketing Executive"
## [1380] "Senior Executive Java Developer"
## [1381] "Senior Engineer, Lean Manufacturing"
## [1382] "Regional Senior Application Specialist, Laboratory Diagnostics"
## [1383] "CT Clinical Education Specialist"
## [1384] "Network & Infrastructure Engineer"
## [1385] "Senior / Research Manager"
## [1386] "Automation Technician"
## [1387] "SAP Specialist (Production Planning)"
## [1388] "OH Nurse Lead Downstream Malaysia"
## [1389] "Sr. Quality Engineer"
## [1390] "Project Engineer"
## [1391] "Equipment/ Maintenance Engineer"
## [1392] "Senior Cloud Solution Engineer 3"
## [1393] "WAREHOUSE ASSISTANT"
## [1394] "IT Administrative Assistant (Fresh Grduate)"
## [1395] "JR0220823 - MPE HVE Product Development Engineer"
## [1396] "Purchaser"
## [1397] "Junior Software Developer - Java"
## [1398] "Sap Hana Platform Lead"
## [1399] "Sputtering Process Staff Engineer"
## [1400] "SHIPPING ASSISTANT"
## [1401] "Senior Specialist - Record to Report (R2R) Statutory"
## [1402] "Service Business Contract Executive (12 Months Contract)"
## [1403] "Quality & Reliability Assurance Senior Engineer (NAND Flash)"
## [1404] "Reporting Analyst, Mobile Product & Services"
## [1405] "Solution Consultant"
## [1406] "Head of Humanities"
## [1407] "Legal Counsel 3"
## [1408] "IT Business Analyst"
## [1409] "IQB Bidder"
## [1410] "Legal Counsel"
## [1411] "Electronic/Mechatronic Engineer Internship"
## [1412] "Global Procurement Manager - Laboratory Equipment, Services and Supplies"
## [1413] "PHP Developer (Immediately Available)"
## [1414] "system specialist"
## [1415] "Sr. Professional Medical Representative"
## [1416] "Marketing And Sales Executive"
## [1417] "Backend Developer - Node.JS (Immediately Available)"
## [1418] "Intern, Cybersecurity Analyst"
## [1419] "Java Developer (Immediately Available)"
## [1420] "Frontend Developer - ReactJS (Immediately Available)"
## [1421] "Senior Consultant - Technical, Risk & Safety (Mid-Senior Level)"
## [1422] "Legal Counsel 2"
## [1423] "LABORATORY TECHNICIAN"
## [1424] "Mobile App Developer – (Non-Executive)"
## [1425] "Junior Database Administrator"
## [1426] "PCB Layout Engineer (R&D)"
## [1427] "SENIOR PRODUCT ASSOCIATES"
## [1428] "Global Graduate - Information & Digital Technology (IDT)"
## [1429] "Python Developer (Immediately Available)"
## [1430] "Junior Communications Executive(Protégé)"
## [1431] "System Infrastructure Engineer (Junior)"
## [1432] "Pre-Sales Executive"
## [1433] "Mobile Developer (Android/ iOS)"
## [1434] "IT Intern"
## [1435] "PRODUCTION TECHNICIAN"
## [1436] "Engineer Information Technology - SAP BW Developer"
## [1437] "Senior Strategic Proposal Writer"
## [1438] "Senior Database Administrator Sap Hana"
## [1439] "Operator Gudang (Lelaki)"
## [1440] "Sales Manager (Nutraceutical)"
## [1441] "Sr Process Engineer"
## [1442] "DotNet Developer - Based in MLK"
## [1443] "Software Engineer - Cloud"
## [1444] "Consulting Practice Engineer (IT Security Domain)"
## [1445] "Purchasing Officer"
## [1446] "Specialist Reliability Product Testing"
## [1447] "Product Development Specialist"
## [1448] "National Project Coordinator, Young Futuremakers Malaysia"
## [1449] "PQE Staff Engineer"
## [1450] "Web Application Developer"
## [1451] "IPQC INSPECTOR"
## [1452] "Assistant IT Manager"
## [1453] "PDE CEM Engineer"
## [1454] "University Internships - Digital Technology (Malaysia) 2022 Opportunities"
## [1455] "Regulatory & Start Up Specialist"
## [1456] "English Speaking IT Programmer @ KL (cgpa: 3.0+)"
## [1457] "IT Programmer (Cgpa: 3.0+) KL - RM 5,000"
## [1458] "Team Assistant & Logistic Support (Contract)"
## [1459] "Construction Scheduler"
## [1460] "Customer Experience Planning & Engineering - Workforce Management Advisor"
## [1461] "IT Executive / Programmer"
## [1462] "QA Software Engineer"
## [1463] "Erp Consultant"
## [1464] "Programmer – Web Developer"
## [1465] "Software Test Engineer"
## [1466] "Junior IT Executive"
## [1467] "MARKETING AND SALES EXECUTIVE"
## [1468] "Lead II - Software Testing"
## [1469] "Senior Sales Specialist"
## [1470] "Associate, Underwriting"
## [1471] "Solution Architect - Network and Unified Communications"
## [1472] "Senior Back-End Developer (4 – 7 Years of overall IT experience)"
## [1473] "Assistant Technical Manager"
## [1474] "Senior Engine Programmer"
## [1475] "Graduate Planner"
## [1476] "Synthomer’s Asian Graduate Programme - Procurement"
## [1477] "Internship For Certification and Regulatory"
## [1478] "Campaign Analyst"
## [1479] "Intern - Marketing"
## [1480] "Consulting Practise Engineer (IT Infrastructure Domain)"
## [1481] "Application Support Executive"
## [1482] "Rehabilitation Assistant"
## [1483] "Service Reliability Lead"
## [1484] "Senior Scripter"
## [1485] "ERP CONSULTANT"
## [1486] "Senior Analyst"
## [1487] "Embedded Software - Senior Engineer / Assistant Manager"
## [1488] "Project Engineer, Electrical"
## [1489] "Senior Key Account Executive (Specialty Care - Penang)"
## [1490] "Junior/Senior Desktop Developer"
## [1491] "Back-End Developer"
## [1492] "TM PROTEGE RTW (Ready-To-Work) - May 2022"
## [1493] "Account Manager - Service Business"
## [1494] "Incoming Quality Assurance Technician"
## [1495] "Senior Backend Developer (Node.js)"
## [1496] "Senior Frontend Developer React.JS"
## [1497] "Technical Engineer"
## [1498] "F&A Business Analyst, Sr F&A Business Analyst, Sr Kuala Lumpur, 10, MY, 50400 Apr 13, 2022 0.00 mi"
## [1499] "ID Management - Administrator"
## [1500] "Tech Prof-Completions, Sr"
## [1501] "Android Application Engineer"
## [1502] "ENGR STAFF, TEST_TL"
## [1503] "Tech Prof-Completions, Sr Tech Prof-Completions, Sr Kemaman, 11, MY, 24007 Apr 13, 2022 0.00 mi"
## [1504] "SAP MM Procurement Systems, Central Key User, APAC"
## [1505] "Assistant Accountant"
## [1506] "Tech Prof-Completions, Sr Tech Prof-Completions, Sr Kuala Lumpur, 14, MY, 50400 Apr 27, 2022 0.00 mi"
## [1507] "Senior Staff Process Engineer"
## [1508] "Tech Prof-Completions"
## [1509] "Senior Unity Developer"
## [1510] "SENIOR DATA INTEGRATION ANALYST"
## [1511] "Tech Prof-Completions Tech Prof-Completions Kemaman, 11, MY, 24007 Apr 13, 2022 0.00 mi"
## [1512] "Sap MM Procurement Systems, Central Key User, Apac"
## [1513] "Tech QA"
## [1514] "DotNet Developer - Based in Mlk"
## [1515] "FT Freight PU and Delivery Driver"
## [1516] "HALAL CHINESE CUISINE - SOUS CHEF"
## [1517] "PROJECT ENGINEER"
## [1518] "Senior QA"
## [1519] "Commercial Management Trainee Program (Sales & Marketing) 1"
## [1520] "Technical Risk and Safety Consultant (Entry Level)"
## [1521] "Internship for Quality Assurance"
## [1522] "Asst Mgr BSS Delivery 16"
## [1523] "R&d Engineer"
## [1524] "<U+200B>Business Analysis Specialist II"
## [1525] "JR0217745 - Revenue Product Manager"
## [1526] "Senior Staff Engineer Development Die Attach"
## [1527] "Product Test Engineer/Project Test Engineer"
## [1528] "SAFETY & HEALTH SUPERVISOR"
## [1529] "Senior/ Database Engineer (Oracle)"
## [1530] "Software Support Consultant - Japanese"
## [1531] "Digital Marketing Manager"
## [1532] "NPI Engineer"
## [1533] "Technology Development (Haircare) Internships - Malaysia"
## [1534] "Senior Key Account Executive (Specialty Care - Central)"
## [1535] "R&D Engineer"
## [1536] "E Commerce Assistant"
## [1537] "Oracle Siebel Administrator"
## [1538] "JR0218565 - Product Quality and Reliability Engineer"
## [1539] "Regulatory Affairs Executive"
## [1540] "IAM Governance, Risk and Compliance Manager"
## [1541] "Senior Executive - Customer Engagement"
## [1542] "P2P Service Delivery & Innovation Lead"
## [1543] "PHP Developer"
## [1544] "Pricing Executive (Non-Apparel)"
## [1545] "Manufacturing Production Supervisor"
## [1546] "Regulatory Affairs & Quality Assurance Specialist (ASEAN)"
## [1547] "Patient Access Programme (PAP) Operations, Executive"
## [1548] "STORE ASSISTANT"
## [1549] "Specialist (Record to Report) - Inventory"
## [1550] "Safety & Health Supervisor"
## [1551] "Associate Professor - Business"
## [1552] "Senior Software Engineer (Frontend)"
## [1553] "Lead Software Engineer (Frontend)"
## [1554] "Indoor Sales Engineer"
## [1555] "JUNIOR BACKEND DEVELOPER"
## [1556] "Regional Product Manager, Joint Replacement (Singapore & Malaysia)"
## [1557] "Remote Technical Support Executive"
## [1558] "JR0221380 - Chief Engineer"
## [1559] "Marketing Manager"
## [1560] "SupplyChain Analyst"
## [1561] "Digital Marketing Associate"
## [1562] "Tester Iii - Software Testing"
## [1563] "Technical Architect"
## [1564] "JR0219053 - Manufacturing Operator (ICE)"
## [1565] "SAP Basis Engineer"
## [1566] "Junior Automation Tester (Python)"
## [1567] "Teradata Developer"
## [1568] "Consulting Analyst - Healthcare"
## [1569] "Internship on Labour Market Research in Asia and the Pacific"
## [1570] "Product Support Representative"
## [1571] "Senior Medical Manager Glp1"
## [1572] "Cyber Security Project Manager"
## [1573] "Intern, Solutions Engineer (Presales Engineer)"
## [1574] "Oracle Siebel Developer"
## [1575] "JR0219367 - Automation Engineer"
## [1576] "Sap Basis Engineer"
## [1577] "Quality Assurance Engineer"
## [1578] "Executive, Claims Management"
## [1579] "Full-Stack Developer"
## [1580] "Digital Account Servicing Specialist"
## [1581] "QA"
## [1582] "Senior Soc Engineer"
## [1583] "Requisition Title Enterprise Software Project Manager"
## [1584] "HR Officer - Recruitment"
## [1585] "Process Mechanical Engineer, Entry (Contract)"
## [1586] "PEGA Developer"
## [1587] "Graduate Trainee - Microsoft Support"
## [1588] "Ict Teacher Cum Technician"
## [1589] "Senior Test Engineer"
## [1590] "Sales Executive Ethicon - Central"
## [1591] "Regional Market Manager"
## [1592] "Deployment Engineer"
## [1593] "RPA UiPath Developer - Senior Associate (Digital Solutions)"
## [1594] "Senior UI / UX Designer"
## [1595] "Lead Tech QA"
## [1596] "Domain Support Specialist"
## [1597] "IT Lead – Sales & Ownership Solutions APAC & MEA"
## [1598] "Medical Scientific Liaison"
## [1599] "Key Account Manager, Haematology"
## [1600] "Marketing Assistant (Student Recruitment)"
## [1601] "Human Resource & Admin Executive"
## [1602] "Senior Manager, Consumer Insights - Client Service"
## [1603] "Site HR Lead"
## [1604] "Engineer, Manufacturing Engineering"
## [1605] "Operation Maintenance Senior Engineer"
## [1606] "Producer"
## [1607] "LAB TECHNICIAN"
## [1608] "JR0217456 - Revenue Product Manager"
## [1609] "Escalation Engineer / Technical Advisot"
## [1610] "JR0219612 - IT Middleware Automation Engineer"
## [1611] "Internship - Data Analyst"
## [1612] "Pega Developer"
## [1613] "Hybris Developer"
## [1614] "Executive II, IT (PMO, SAP ABAP)"
## [1615] "Internship - Firmware Engineering"
## [1616] "Post Doctoral Fellow For 2022"
## [1617] "JR0218098 - IT Software Development Engineer"
## [1618] "BIM System Manager"
## [1619] "Cyber Defense Project Manager"
## [1620] "IT Security Specialist"
## [1621] "IT Consultant"
## [1622] "JR0220822 - MPE HVE Product Development Engineer"
## [1623] "[Up to RM7000] TECHNICAL ENGINEER (Network-L2) @ PJ"
## [1624] "Senior Medical Manager, GLP-1"
## [1625] "Senior Manager"
## [1626] "ACCOUNTANT"
## [1627] "JR0220389 - Penang Advanced Packaging Industrial Engineer"
## [1628] "Senior.NET developer"
## [1629] "Front-end Junior Software Developer"
## [1630] "Technician 2, Information Technology"
## [1631] "Principal Application Support Specialist (SAP FICO)"
## [1632] "Application Engineer"
## [1633] "JR0220047 - Manufacturing IT Decision Support Team Manager"
## [1634] "JR0219047 - EHS Engineer - Safety"
## [1635] "JR0217750 - Industrial Engineer"
## [1636] "Product Engineer, Intermediate"
## [1637] "JR0219048 - EHS Engineer - Industrial Hygiene"
## [1638] "Quality Assurance (QA) Engineer"
## [1639] "JR0219563 - Manufacturing Engineer Intern"
## [1640] "Officer, Research & Development"
## [1641] "Manager Test Solutions Engineering"
## [1642] "JR0217576 - Lead Software Application Development Engineer"
## [1643] "Pest Control Assistant (Based at Pasir Gudang)"
## [1644] "JR0211178 - Product Enablement Solution Software Engineer - Gr"
## [1645] "System Support Executive, Leasing"
## [1646] "JR0218021 - Industrial Engineer"
## [1647] "Consultant - Operations Transformation (Semiconductor) - MY"
## [1648] "TM Protege Rtw (Ready-To-Work) - May 2022"
## [1649] "Website Product Coordinator"
## [1650] "Developer II - Software Engineering"
## [1651] "Junior Business Analyst"
## [1652] "Api 570"
## [1653] "Environmental Engineer"
## [1654] "Key Account Executive (HIV)"
## [1655] "HR People Operations Specialist"
## [1656] "Sr R&D Software Engineer (Wafer Test Solutions )"
## [1657] "Legal Operations Specialist"
## [1658] "Product Supply Specialist"
## [1659] "Software Engineer (Java Developer)"
## [1660] "Measurement Engineer For Measurement Campaigns (Metocean)"
## [1661] "Mgr Corporate Mobile Services"
## [1662] "Supervisor, Research & Development"
## [1663] "JR0218448 - Director - Product Development Engineering"
## [1664] "Associate Professor - Business Statistics & Econometrics"
## [1665] "Sustainability Senior Analyst"
## [1666] "Internship, Laboratory (Based at Pasir Gudang)"
## [1667] "Measurement Engineer for measurement campaigns (Metocean)"
## [1668] "Manager - BU Information Security Coverage"
## [1669] "IT Project Officer"
## [1670] "Consultant / Senior Consultant – SAP S/4 HANA - FICO"
## [1671] "Cyber Security Analyst (Incident Response)"
## [1672] "SENIOR MANAGER, PRE-SALES"
## [1673] "SEA IT Security Manager"
## [1674] "Programmer/ System Analyst"
## [1675] "Consultant / Senior Consultant – Sap S/4 Hana - Fico"
## [1676] "Technical Authority Expert Job stage 6"
## [1677] "Senior Services Solution Engineer"
## [1678] "BDOps Consultant"
## [1679] "Security Solution Architect"
## [1680] "Legal Counsel (COE)"
## [1681] "Senior Executive Group Compliance OFFICE-Monitoring IT Ops"
## [1682] "Product Consultant"
## [1683] "Graduate Mechatronics Engineer - Malaysia"
## [1684] "AWS DevOps Engineer"
## [1685] "Testing Specialist (2 Years Contract)"
## [1686] "Java Technical Lead"
## [1687] "Senior Staff Specialist Product Test Engineering"
## [1688] "Business analytic analyst - BI Expert"
## [1689] "Senior Engineer, Process Engineering"
## [1690] "Business Process Specialist"
## [1691] "Onboarding Specialist"
## [1692] "Senior Delivery Manager"
## [1693] "Associate Professor, Fam"
## [1694] "Senior Clinical Research Associate"
## [1695] "Senior Cyber Security Analyst (Digital Forensics and Incident Response)"
## [1696] "Information Systems Engineer"
## [1697] "Mfg Proc Eng III"
## [1698] "Pre sales Consultant"
## [1699] "Business Analyst - Development Support (HK)"
## [1700] "Engineer Process Control"
## [1701] "Solutions Architect - Cloud Sales Centre"
## [1702] "Solutions Architect, Software"
## [1703] "Senior Staff Engineer Unit Process Development Molding"
## [1704] "Principal Engineer Product Test Engineering"
## [1705] "Analyst 4, Business Application"
## [1706] "HR Specialist - MENAT Team"
## [1707] "Application Support Engineer"
## [1708] "QC Shift Engineer"
## [1709] "Information Technology (i.t)"
## [1710] "HR Onboarding Specialist - EU, ME, NAM, SSA, and APAC"
## [1711] "Information Technology (I.T)"
## [1712] "Lecturer/Assistant Professor (Mathematic), LKC FES"
## [1713] "Manufacturing Engineer - 45083"
## [1714] "IT Manager II"
## [1715] "Professional Medical Representative (Sabah)"
## [1716] "SENIOR DATABASE ADMINISTRATOR"
## [1717] "Experienced Associate - System Support Engineer (Digital Solutions)"
## [1718] "Experienced Associate - Infrastructure Engineer (Digital Solutions)"
## [1719] "Electronics Specialty Gases (esg) Engineer"
## [1720] "Scrum Master- Product IT"
## [1721] "Senior Finance Analyst (1 Year Fixed Term Contract)"
## [1722] "Wintel Engineer/Consultant"
## [1723] "Manager 2, Commodity"
## [1724] "NPI Procurement - Commodity Manager"
## [1725] "Solution Specialist - Azure Infrastructure"
## [1726] "Medical Underwriter (SG)"
## [1727] "Senior Automation Test Engineer"
## [1728] "Legal Executive"
## [1729] "In-Process Controller"
## [1730] "Software Developer (PHP)"
## [1731] "HEAD - IDENTITY & ACCESS MANAGEMENT"
## [1732] "Service Manager - Marketing B2B"
## [1733] "Senior Staff Engineer Development Plating"3.5 Salary ranges in the job postings
We are interested in the salary range as that would be helpful for regression models. It seems like the job postings with Malaysian Ringgit as salary currency is RM600 - RM180,000. As the salary information provided in the platform is usually monthly salary, RM600 or RM180,000 seems to be error and would be dealt with in the data cleaning process. It is also seem that the column job_salary_max…8 is the same as job_salary_max…9 which we would be dropping one of them in the data cleaning process.
job_postings_results %>%
group_by(job_salary_currency) %>%
summarize(min_salary = min(job_salary_max...8,na.rm=TRUE))## Warning in min(job_salary_max...8, na.rm = TRUE): no non-missing arguments to
## min; returning Inf
## Warning in min(job_salary_max...8, na.rm = TRUE): no non-missing arguments to
## min; returning Inf## # A tibble: 8 x 2
## job_salary_currency min_salary
## <chr> <dbl>
## 1 CNY 39000
## 2 HKD Inf
## 3 IDR 9000
## 4 MYR 600
## 5 SGD 3200
## 6 THB 224000
## 7 USD 1400
## 8 <NA> Infjob_postings_results %>%
group_by(job_salary_currency) %>%
summarize(max_salary = max(job_salary_max...8,na.rm=TRUE))## Warning in max(job_salary_max...8, na.rm = TRUE): no non-missing arguments to
## max; returning -Inf
## Warning in max(job_salary_max...8, na.rm = TRUE): no non-missing arguments to
## max; returning -Inf## # A tibble: 8 x 2
## job_salary_currency max_salary
## <chr> <dbl>
## 1 CNY 39000
## 2 HKD -Inf
## 3 IDR 9000
## 4 MYR 180000
## 5 SGD 13300
## 6 THB 224000
## 7 USD 1400
## 8 <NA> -Infall(na.omit(job_postings_results$job_salary_max...8 == job_postings_results$job_salary_max...9))## [1] TRUE4. Data Cleaning
Based on the data observation part 3, we have identified the type of data cleaning process to be carried out.
4.1 Choosing the relevant columns
From our process in part 3, we will be taking these columns moving forward as they would be relevant for our regression and classification problems. Again, we would drop one of the job salary column as they are identical. That job salary column will then be renamed to job_salary
filter_df <- select(job_postings_results, job_title,job_salary_max...8,
job_post_date,job_salary_currency,
job_requirement_career_level,
job_requirement_qualification, job_location,
job_country)
head(filter_df)## # A tibble: 6 x 8
## job_title job_salary_max.~ job_post_date job_salary_curr~ job_requirement~
## <chr> <dbl> <chr> <chr> <chr>
## 1 Artificial I~ NA 4 hours ago MYR Entry Level
## 2 Data Scienti~ NA 13 hours ago MYR Senior Manager
## 3 Data Engineer NA 6 hours ago MYR Senior Executive
## 4 DATA SCIENTI~ 10000 4-May-22 MYR Senior Executive
## 5 Business Int~ 9000 5-May-22 MYR Senior Executive
## 6 Senior Data ~ NA 7-May-22 MYR Senior Executive
## # ... with 3 more variables: job_requirement_qualification <chr>,
## # job_location <chr>, job_country <chr>colnames(filter_df)[which(names(filter_df) == "job_salary_max...8")] <- "job_salary"
colnames(filter_df)## [1] "job_title" "job_salary"
## [3] "job_post_date" "job_salary_currency"
## [5] "job_requirement_career_level" "job_requirement_qualification"
## [7] "job_location" "job_country"4.2 Remove all nomination of currencies other than MYR
As we have observed that there are more than one nomination of currencies based on the “Currency_Type” variable, including MYR, SGD, USD, CNY, we have decided to remove currencies other than MYR. We have 1,999 rows after removing the other nomination of currencies.
filter_df <- filter_df %>%
filter(job_salary_currency == "MYR")
unique(filter_df$job_salary_currency)## [1] "MYR"glimpse(filter_df)## Rows: 1,999
## Columns: 8
## $ job_title <chr> "Artificial Intelligence (AI) Technologi~
## $ job_salary <dbl> NA, NA, NA, 10000, 9000, NA, NA, 10000, ~
## $ job_post_date <chr> "4 hours ago", "13 hours ago", "6 hours ~
## $ job_salary_currency <chr> "MYR", "MYR", "MYR", "MYR", "MYR", "MYR"~
## $ job_requirement_career_level <chr> "Entry Level", "Senior Manager", "Senior~
## $ job_requirement_qualification <chr> "Bachelor's Degree, Post Graduate Diplom~
## $ job_location <chr> "Selangor", "George Town", "Kuala Lumpur~
## $ job_country <chr> "my", "sg", "my", "my", "my", "my", "sg"~4.3 Removing irrelevant job titles
We observed that the 1,733 unique job titles could be too broad. We will filter the data for job titles that includes the keyword “Data”. This would narrow down to relevant jobs for Data Scientist or any other relevant data jobs.
clean_df <- filter(filter_df,grepl("Data", job_title, fixed = TRUE))
unique(clean_df$job_title)## [1] "Data Scientist - Market Data analytics and Modelling"
## [2] "Data Engineer"
## [3] "Business Intelligence / Data Scientist - Based in JB / KL #Up to RM10000"
## [4] "Senior Data Scientist"
## [5] "Market Forecaster - Market Data Analytics and Modelling"
## [6] "Data Engineer (51641) (RC)"
## [7] "Senior Data Engineer"
## [8] "Junior Technical Consultant / Data Engineer [ID 4703]"
## [9] "Data Warehouse and Big Data Analysis Lead"
## [10] "Big Data Engineer (Hadoop/Spark/Kafka)"
## [11] "Data Engineer Specialist"
## [12] "Staff Engineer - Data (Operational Technology)"
## [13] "Data Scientist"
## [14] "Data Engineer (Power BI)"
## [15] "Manager, Data Scientist"
## [16] "Data Engineer (IT)"
## [17] "Data Analyst - Malaysia MSSC"
## [18] "Senior Data Analyst"
## [19] "Data Engineer / Senior Data Engineer"
## [20] "ETL / Data Engineer (BO/BOBJ)"
## [21] "Data Scientist (Analytics)"
## [22] "Data Engineer - Python / Airflow"
## [23] "Digital Data Reviewer - Japanese Speaking"
## [24] "Data Science Manager"
## [25] "Data Annotator - Three months Contract (Penang/Johor Bahru)"
## [26] "Head of AI & Data Science"
## [27] "Senior Data Loss Prevention Specialist"
## [28] "IT Data Analytics"
## [29] "Data Engineer Manager"
## [30] "Data Architect"
## [31] "Data Warehouse Manager"
## [32] "Data Engineer - Permanent Full Time role"
## [33] "Head of Data and Analytics"
## [34] "Data Scientist AI Engineer"
## [35] "Data Visualisation Analyst"
## [36] "Data Specialist (Johor Bahru or Penang)"
## [37] "Drone Operator and Data Processor"
## [38] "Data Management Associate @ Global MNC (YC51)"
## [39] "Staff / Principal Engineer, Data Analytics Engineering"
## [40] "Systems and Data Engineer (Data Scientist)"
## [41] "Data Science, Information Technology"
## [42] "Data Analyst"
## [43] "Product Manager, Reference Data"
## [44] "Service Solution Specialist (Data Center and Delivery) – MRO MSSD - Outsource"
## [45] "Data Warehouse Engineer - KL"
## [46] "Data Science (Procurement) Internship - 6 months"
## [47] "Procurement Data Analyst"
## [48] "Digital Data Reviewer (KL Sentral) - Supporting Hong Kong Market"
## [49] "Snr/ Data Mapping Engineer"
## [50] "Data Scientist (Fresher can apply)"
## [51] "Data & Analytics, Solution Consultant"
## [52] "Senior Principal Data Centre, Mobile Edge & CDN"
## [53] "Digital Data Reviewer (Russian Speaker)"
## [54] "Data Engineer / Power BI Expert"
## [55] "Senior Data Analyst (Juniors are Welcomed)"
## [56] "Data Analyst / Marketing Data Specialist"
## [57] "Data Science (Big Data Analytics)"
## [58] "Data Research & Statistic Specialist"
## [59] "Metrics/ Reports Analyst (Data Analytics)"
## [60] "Solution Architect (Data Centre Facility)"
## [61] "Data Analyst Engineer"
## [62] "Senior Lecturer/ Lecturer (Data Science/ Cybersecurity)"
## [63] "Specialist/Assistant Manager, Data Analytics @ US MNC - DO 42"
## [64] "Engineer, Data Engineering"
## [65] "Principal Specialist (Data & Analytics - Finance)"
## [66] "Database Specialist (Big Data)"
## [67] "Big Data Leading Talent | Salary Negotiable | CN | JC"
## [68] "Talend BigData Developer"
## [69] "Lead Data Analyst"
## [70] "Digital Data Reviewer (KL Sentral) - Supporting China Market"
## [71] "BigData Developer"
## [72] "Manager - Enterprise Data Warehouse (SAP SAC)"
## [73] "Senior Automation Engineer (Data Engineering)"
## [74] "Solutions Architect (Data Engineering)"
## [75] "Data Analyst (Product Development)"
## [76] "Data Scientist II"
## [77] "Lead Data Scientist"
## [78] "Principal Data Scientist (ML, AI, CI) (for Customer Intelligence & Artificial Intelligence Team)"
## [79] "Data Survey Analyst - Cyberjaya (Fast Hiring)"
## [80] ".Net Application Developer (Focus on SQL Data)"
## [81] "Assistant Manager, Data Management"
## [82] "Technical Product Specialist (Technical Marketing and Data Analytics)"
## [83] "Data Centre Presales Engineer - Malaysia MSSC"
## [84] "Data Process & Transformation Analyst"
## [85] "Senior Manager Data Engineering and Business Intelligence"
## [86] "Risk Data Analyst (Penang Office)"
## [87] "Data Analytics Engineer"
## [88] "SAP Support / Data Executive"
## [89] "Manager Data Engineering"
## [90] "SEA Client Data Insights (CDI) Senior Executive / Assistant Manager"
## [91] "Staff Engineer - Project Manager (IT Data Platform)"
## [92] "Full-Stack Data Engineer"
## [93] "Section Head - Data Center Facilities"
## [94] "Functional System Analyst for Market Data"
## [95] "Principal Data Software Engineer (for Customer Intelligence & Artificial Intelligence Team)"
## [96] "Data Quality Specialist"
## [97] "Senior Executive, Data Analytics Front-End Developer (Power BI)"
## [98] "Semiconductor SDE Database Admin (1-year Contract). Fresh Graduates Encouraged to Apply"
## [99] "Senior Data Analyst - Business Intelligence"
## [100] "IT Executive & Data Analyst"
## [101] "Database Administrator"
## [102] "Sales Data Analyst"
## [103] "Data Migration Engineer (12 Months Contract)"
## [104] "Senior Database Administrator – maxDB/ SAP HANA"
## [105] "System Support Executive (Database & Security)"
## [106] "Senior Manager, Risk & Fraud Data Science"
## [107] "Senior Full Stack, Data Software Engineer"
## [108] "Senior Operations Analyst (Data Centre)"
## [109] "Database Administrator (Credit Bureau Malaysia)"
## [110] "Senior Database Administrator"
## [111] "Executive, Data Analyst (Power BI)"
## [112] "BI Data Analysis Developer_APAC IT"
## [113] "Database Administrator Cum Report Writer"
## [114] "Data Engineering Analyst ( 1 Year Contract )"
## [115] "IT Data & Analytics Analyst"
## [116] "Technical Project Manager (Data & Cloud)"
## [117] "IT Engineer, Database Administrator"
## [118] "System and Database Administrator (DBA)"
## [119] "Social Media Data Analyst – Power Bi"
## [120] "Research Analyst (Global Asia Database Division)"
## [121] "Database Administrator – Section Manager"
## [122] "Smart Manufacturing Data Scientist"
## [123] "Data Scientist / Data Analyst"
## [124] "Executive, IT (Data Scientist)"
## [125] "Azure Data Engineer"
## [126] "Sap MM Data Engineer"
## [127] "IT Support Engineer – Etl/ Data Engineer"
## [128] "IT Support Engineer – ETL/ Data Engineer"
## [129] "Asst Mgr Data Modeling Design"
## [130] "Big Data Engineer"
## [131] "IT Engineering Data And Online Analytics"
## [132] "Manager – Data Migration"
## [133] "Asst Mgr Data Operation Outboud 3"
## [134] "Senior Datawarehouse Consultants"
## [135] "Data Processing Specialist - Stat Ops (Australia Market)"
## [136] "Executive Data Analytics"
## [137] "Internship for Business Data Science/Computer Science"
## [138] "Data Architect Consultant"
## [139] "Transaction Banking Data Scientist"
## [140] "Enterprise Data Warehouse (ETL) Tester"
## [141] "Data Manager"
## [142] "Data Associate"
## [143] "Data Processor"
## [144] "Senior Specialist, Data Analytics"
## [145] "Sales Engineer (Data Analytics)"
## [146] "IT Senior Specialist - HR Data Analytics / DBA (HRIS)"
## [147] "Data Ingestion / BI Consultant"
## [148] "Data Imaging Trainee"
## [149] "Data Science"
## [150] "Principal Information Security Engineer – Data Analytics"
## [151] "Data Engineering Consultant"
## [152] "Head of Data & Advanced Analytics"
## [153] "IM Data Engineer"
## [154] "Executive / Senior Executive - Data Engineer"
## [155] "Lead Data Analyst (Ops), IMO"
## [156] "Officer, Data & Report"
## [157] "Data Analyst (Insurance Domain)"
## [158] "Specialist, Data Engineering"
## [159] "Technical Support Engineering-Big Data Database"
## [160] "Data Processing Specialist"
## [161] "Data Quality Engineer - SAP BODS"
## [162] "Data Analytics Executive"
## [163] "Data Processing Specialist (Hong Kong/Taiwan Markets)"
## [164] "Senior Engineer, Data Analytics Engineering"
## [165] "Data Labeler - Machine Learning"
## [166] "Data Science tools Specialist"
## [167] "Enterprise Data Warehouse (etl) Tester"
## [168] "Pre-Sales for Data Management Solution"
## [169] "Network Engineer(Data Science)"
## [170] "Intern, Data Operations (DPS)"
## [171] "Data Engineer - NoSQL development"
## [172] "Sap Data Migration Developer"
## [173] "Data Migration Analyst"
## [174] "GFCII Data Intelligence Data Science Senior Analyst"
## [175] "SEA Data Protection Consultant/Senior Consultant (VAPT) (SEA Risk Advisory)"
## [176] "Data Engineering for SWE"
## [177] "ETL Data Modeler"
## [178] "Data Transformation Associate"
## [179] "Data Engineer Lead"
## [180] "JR0219193 - Lead Software Developer for Cloud Data Solutions"
## [181] "Datamigration Specialist"
## [182] "Master Data IT Analyst"
## [183] "Customer Engineer, Data Analytics, Google Cloud"
## [184] "Data Entry"
## [185] "Data Center Operations Sr Engineer"
## [186] "Section Head - Data Centre Facilities"
## [187] "Manager Data and Analytics"
## [188] "Digital, Data & IT Manager"
## [189] "Senior Database Administrator SAP HANA"
## [190] "Associate Specialist, Vendor Master Data (Korean Speaker)"
## [191] "Data Modeler"
## [192] "Financial Data Analyst"
## [193] "Senior Database Administrator (Oracle EBS)"
## [194] "Junior Database Administrator"
## [195] "Senior Database Administrator Sap Hana"
## [196] "Senior/ Database Engineer (Oracle)"
## [197] "Internship - Data Analyst"It seems like there are 197 unique job titles within the 285 job postings with the keyword “Data” in the job title and they all seem to have relevance to Data Scientist.
glimpse(clean_df)## Rows: 285
## Columns: 8
## $ job_title <chr> "Data Scientist - Market Data analytics ~
## $ job_salary <dbl> NA, NA, 9000, NA, NA, 10000, NA, 15000, ~
## $ job_post_date <chr> "13 hours ago", "6 hours ago", "5-May-22~
## $ job_salary_currency <chr> "MYR", "MYR", "MYR", "MYR", "MYR", "MYR"~
## $ job_requirement_career_level <chr> "Senior Manager", "Senior Executive", "S~
## $ job_requirement_qualification <chr> "Bachelor's Degree, Post Graduate Diplom~
## $ job_location <chr> "George Town", "Kuala Lumpur", "Johor", ~
## $ job_country <chr> "sg", "my", "my", "my", "sg", "my", "my"~5. Data Processing
5.1 Classification
To allow meaningful analysis, the job titles will be categorized into 4 categories, which are “Data Analyst”, “Data Engineer”, “Data Scientist” and “Others”. Classification will be done based on keyword search on the job title. A new column will be created to classify each row
clean_df$contains_engineer <- ifelse(grepl("Engineer|Engineering",clean_df$job_title),1,0)
clean_df$contains_analyst <- ifelse(grepl("Analyst|Analytics",clean_df$job_title),1,0)
clean_df$contains_scientist <- ifelse(grepl("Scientist|Science",clean_df$job_title),1,0)
clean_df$sum_contains <- clean_df$contains_engineer + clean_df$contains_analyst + clean_df$contains_scientist
clean_df$job_category <- ifelse(clean_df$sum_contains==1,ifelse(grepl("Engineer|Engineering",clean_df$job_title),"Data Engineer",ifelse(grepl("Analyst|Analytics",clean_df$job_title),"Data Analyst","Data Scientist")),ifelse(clean_df$sum_contains==0,"Others","Hybrid"))The most in demand job title would be Data Engineer followed by Data Analyst and then Data Scientist.
clean_df %>%
group_by(job_category) %>%
count() ## # A tibble: 5 x 2
## # Groups: job_category [5]
## job_category n
## <chr> <int>
## 1 Data Analyst 68
## 2 Data Engineer 77
## 3 Data Scientist 41
## 4 Hybrid 18
## 5 Others 81The frequency of each Job Category can be visualized using pie chart and bar chart as follows.
# Simple Pie Chart
slices <- c(68,77,41,18,81)
lbls <- c("Data Analyst", "Data Engineer", "Data Scientist", "Hybrid", "Others")
pie(slices, labels = lbls, main="Job Category")
# Pie Chart with Percentages
slices <- c(68,77,41,18,81)
lbls <- c("Data Analyst", "Data Engineer", "Data Scientist", "Hybrid", "Others")
pct <- round(slices/sum(slices)*100)
lbls <- paste(lbls, pct) # add percents to labels
lbls <- paste(lbls,"%",sep="") # ad % to labels
pie(slices,labels = lbls, col=rainbow(length(lbls)),
main="Job Category by Percentage")
#barplot
counts <- table(clean_df$job_category)
x = sort(counts, decreasing = T)
barplot(x, main="Job Category", col = rainbow(5) )
5.3 Salary Range for each of the Job categories
From section 5.1, we have identified 5 categories, we would then like to find out what are the salary ranges of each of the job titles to identify which job categories has the most attractive salary. Before we get the salary ranges, we would remove the job postings that did not provide salary information. After removing NAs, there are 55 job postings with salary ranges that would be used for the box plot that would show us the salary ranges for each job categories.
# Plot the box plot with the ofcus on the three main job categories "Data Analyst", "Data Engineer", "Data Scientist"
boxplot(job_salary ~ job_category, data = clean_df,na.action = NULL,xlim = c(0.5,3.4),xlab = "Job Categories",
ylab = "Salary (MYR)", main = "Salary Ranges based on Job Categories")
As we can observe from the box plot (while ignoring the few outliers),
it seems like Data Engineer has the highest median salary, followed by
Data Scientist, and finally Data Analysts. While Data Engineer has the
highest median, it seems like Data Scientist has the highest range with
it’s maximum monthly salary at RM15,000.
We would assume that lowest salary offered in the job posting reflects to entry level for the job category and Data Scientist has the most lucrative entry level salary with the minimum salary offered at RM 7,000. On the other hand, we observed that Data Engineer has the highest median salary offered at RM10,000 and the highest maximum salary offered by the job posting is at RM 15,000 for both Data Engineer and Data Scientist job categories. We can conclude that Data Engineer and Data Scientist would be the more attractive job categories in the data set.
The salary range for the three main job categories are as following:
Data Analyst: RM2,300 - RM11,200 (omitting the two outliers) Data Engineer: RM6,000 - RM15,000 Data Scientist: RM7,000 - RM15,000 (omitting one outlier job posting at RM1,500)
# Salary range for Data Analyst
clean_df %>%
filter(job_category == "Data Analyst") %>%
summary()## job_title job_salary job_post_date job_salary_currency
## Length:68 Min. : 2300 Length:68 Length:68
## Class :character 1st Qu.: 5230 Class :character Class :character
## Mode :character Median : 5500 Mode :character Mode :character
## Mean : 8571
## 3rd Qu.: 9350
## Max. :30000
## NA's :53
## job_requirement_career_level job_requirement_qualification job_location
## Length:68 Length:68 Length:68
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
##
## job_country contains_engineer contains_analyst contains_scientist
## Length:68 Min. :0 Min. :1 Min. :0
## Class :character 1st Qu.:0 1st Qu.:1 1st Qu.:0
## Mode :character Median :0 Median :1 Median :0
## Mean :0 Mean :1 Mean :0
## 3rd Qu.:0 3rd Qu.:1 3rd Qu.:0
## Max. :0 Max. :1 Max. :0
##
## sum_contains job_category
## Min. :1 Length:68
## 1st Qu.:1 Class :character
## Median :1 Mode :character
## Mean :1
## 3rd Qu.:1
## Max. :1
## # Salary range for Data Engineer
clean_df %>%
filter(job_category == "Data Engineer") %>%
summary()## job_title job_salary job_post_date job_salary_currency
## Length:77 Min. : 6000 Length:77 Length:77
## Class :character 1st Qu.: 8500 Class :character Class :character
## Mode :character Median :10000 Mode :character Mode :character
## Mean :10267
## 3rd Qu.:10000
## Max. :15000
## NA's :62
## job_requirement_career_level job_requirement_qualification job_location
## Length:77 Length:77 Length:77
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
##
## job_country contains_engineer contains_analyst contains_scientist
## Length:77 Min. :1 Min. :0 Min. :0
## Class :character 1st Qu.:1 1st Qu.:0 1st Qu.:0
## Mode :character Median :1 Median :0 Median :0
## Mean :1 Mean :0 Mean :0
## 3rd Qu.:1 3rd Qu.:0 3rd Qu.:0
## Max. :1 Max. :0 Max. :0
##
## sum_contains job_category
## Min. :1 Length:77
## 1st Qu.:1 Class :character
## Median :1 Mode :character
## Mean :1
## 3rd Qu.:1
## Max. :1
## # Salary range for Data Scientist
clean_df %>%
filter(job_category == "Data Scientist") %>%
summary()## job_title job_salary job_post_date job_salary_currency
## Length:41 Min. : 1500 Length:41 Length:41
## Class :character 1st Qu.: 7375 Class :character Class :character
## Mode :character Median : 8750 Mode :character Mode :character
## Mean : 9167
## 3rd Qu.:12750
## Max. :15000
## NA's :35
## job_requirement_career_level job_requirement_qualification job_location
## Length:41 Length:41 Length:41
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
##
## job_country contains_engineer contains_analyst contains_scientist
## Length:41 Min. :0 Min. :0 Min. :1
## Class :character 1st Qu.:0 1st Qu.:0 1st Qu.:1
## Mode :character Median :0 Median :0 Median :1
## Mean :0 Mean :0 Mean :1
## 3rd Qu.:0 3rd Qu.:0 3rd Qu.:1
## Max. :0 Max. :0 Max. :1
##
## sum_contains job_category
## Min. :1 Length:41
## 1st Qu.:1 Class :character
## Median :1 Mode :character
## Mean :1
## 3rd Qu.:1
## Max. :1
##