Alternative data datasets
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American labor market information issued by agencies such as the BLS, covering uniform industries and occupations.
Listings from Australia and New Zealand refreshed every day, going back to 2012.
Daily refreshed Canadian vacancy listings dating from 2012 onward.
Vacancy announcements collected from firms and employment sites across forty-one nations, with classification available in eleven languages.
Daily refreshed Singapore job listings dating back to 2012.
A daily-updated feed of United Kingdom employment listings beginning with the year 2012.
A daily-updated feed of United States employment listings covering every state starting from 2010.
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A cleaned, structured repository of job listings from multiple boards, with duplicate removal and records of when posts open and close.
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Signals on corporate workforce shifts, including new hiring, employee departures and internal reorganizations.
UPDATED DAILY: Google Search Engine Results for Data Analyst Job Postings
Dataset of 19,000 online job posts from 2004 to 2015
german-job-postings is a publicly hosted corpus of roughly 70,584 normalized German-language vacancies drawn from the Bundesagentur für Arbeit Jobbörse API, each row tagged with the KldB-2010 occupation code and machine-assigned ESCO occupation and skill labels. The dataset is distributed under CC-BY-4.0 and is intended as an open alternative to the predominantly English/US job-posting resources available to machine-learning practitioners.
Information covering pay packages for senior leaders and board members, makeup of boards of directors, stock option grants, and ratios comparing executive compensation to median employee earnings.
Dataset on job postings and their details and distribution
Explore Open Data from New York City
Global Job Postings – Multi-ATS is a single dated snapshot of 112,816 job listings aggregated from 23 applicant tracking systems and parsed into a 47-column schema by NextGig-Rocks. It is distributed as Parquet via the Hugging Face datasets library and targets labor-market research, not production job boards.
Data science jobs dataset cleaned for data analysis and modelling
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A developer interface supplying individual and organizational profiles, including work history, for talent sourcing and company data enrichment.
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Roughly 30,000 job listings gathered from Indeed, capturing role titles, employers, and geographic locations for labor-market analysis.
This dataset contains 40,000 latest job postings in Europe from eMedCareers.
A Comprehensive Dataset of Job Postings and Companies on LinkedIn
Get a data sample: RampedUp tracks 35K types of Technographics on 38 Million Companies. Our sources are HTML website code, Job Postings, Social Profiles and User Reviews. Updated Monthly. We have a robust category / sub-category / sector schema acknowledging multiple technologies within on company.
Daily employment trends derived from job listings posted by more than sixty-five thousand companies, sourced via LinkUp.
A Comprehensive Job Dataset for Data Science, Research, and Analysis
Daily Canada-focused Hiring Lab Index from Indeed tracking job posting volumes as a continuous labor-market indicator.
Analytical view of staffing patterns and labor movement within individual organizations.
Revelio Labs' workforce dynamics data, hiring, attrition and headcount estimates by company, distributed via BattleFin.
An in-depth overview of a firm's employee structure, hiring patterns, and key human-resources indicators.
Data on unemployment, job postings, skills, and workforce demographics.
Analysis of indian job market
Exploratory Data Analysis of New Hampshire Real Estate Listings
Information on directors of publicly listed firms, including pay, shareholdings, board changes, and biographies.
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An aggregated collection merging LinkedIn and Indeed job listings alongside grouped job categories, supporting cross-platform labor market trend studies.
tech-job-postings-labeled is a small public dataset of labeled technology job postings published on Hugging Face by SuhaibAtef. It comprises roughly 8,000 records tagged with source labels and is distributed in JSON.
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jobpostingsamples is a small sample dataset of US job postings published by talanAI. It is distributed in CSV format and is tagged for use with the Hugging Face datasets, pandas, polars, and mlcroissant libraries.
Research on employment trends, detailing workforce demand, required competencies and pay levels by region.
Market data for the recruitment sector, monitoring the volume of job advertisements and the skills employers seek.
One month cut of international job postings scraped by Techmap.io
A continuously refreshed three-month window of Polish job vacancy data hosted on AWS Data Exchange, delivered through the same ingestion process used for the United States collection.
A rolling three-month US job-postings feed with roughly 29,800 new postings added each day.
Exploring Salaries, Job Types and Locations
An international dataset cataloging employment announcements alongside facility openings, expansions and shutdowns.
19,000 online job postings from 2004 to 2015 from Armenia's CareerCenter
Compensation figures broken out at the 10th, 25th, 50th, 75th, and 90th percentiles, organized by ZIP code, latitude, longitude, and ONET occupation codes.
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