Alternative data datasets
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Every job posting collected since 2021: who is hiring, for what, where and at what salary. One row per posting with title, full description, location, salary and company; closed postings ship as their own file with the day each one went offline. Companies file included for firmographic joins.
Categorized Roles with Detailed Descriptions, Benefits, and requirements
The job-postings-english-clean dataset, published by 2024-mcm-everitt-ryan, is an English-language corpus of online job postings distributed as a single Parquet train split of roughly 1.76 million rows. It is tagged as US-region data and is intended for text-based machine learning workflows.
The job-postings-raw dataset is a large-scale tabular collection of scraped job postings distributed in Parquet format. It aggregates records across multiple sources and locales, with US coverage indicated in the dataset metadata.
Dataset on job postings and their details and distribution
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
A Comprehensive Snapshot of Modern Employment
A Snapshot Into the Current Job Market
Scraped Jobs from Linkedin. Augmented with Job Skills
Analyzing job market and skills required for data professionals
Scraped linkedin Job Postings with NER via Google Gemini
Scraped linkedin Job Postings with NER via Google Gemini
Real-time data collected over 2 weeks
GenAI-job-postings-Dataset is a small, US-focused text corpus of generative-AI and machine-learning job postings distributed in Parquet format. The dataset is published on the Hugging Face Hub under an unstated license and comprises a single train split of roughly 120 rows.
Scraped Data Science Job Postings with Salaries for ML & Career Analytics (2025)
Indeed Job Postings (2026) is a 1,000-row sample of US Indeed listings joined to company firmographics, published by fact-den on Apify. License terms are not stated, and the publisher directs users to a commercial source actor for fresh or filtered data.
The mintic_linkedin-job-postings dataset aggregates LinkedIn job posting text into a single string column with roughly 124,000 rows. It is published on Hugging Face by user jmparejaz under an unstated license.
Data Scientist job data from USA crawled via JobsPikr
UPDATED DAILY: Google Search Engine Results for Data Analyst Job Postings
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.
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.
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.
Daily Canada-focused Hiring Lab Index from Indeed tracking job posting volumes as a continuous labor-market indicator.
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.
One month cut of international job postings scraped by Techmap.io
19,000 online job postings from 2004 to 2015 from Armenia's CareerCenter
The linkedin-job-postings dataset, published by xanderios on Hugging Face, contains a single CSV table of U.S. LinkedIn job listings with about 33,000 rows. It is tagged with a MIT license on the platform, though the underlying LinkedIn terms of service place restrictions on redistribution and use.
Covering vast data science positions, web scraped as of Nov 20, 2022
The tech-job-postings-salaries-sample dataset is a 500-row public sample of a larger scraping-based feed of technology job postings drawn from public applicant tracking system endpoints such as Greenhouse, Lever, Ashby, Workable and SmartRecruiter. It is published by DataForge (Zalize) for evaluation and preview use.
The Tech Job Postings & Salary Dataset from Zalize Data contains over 449,000 monthly job postings scraped from public applicant tracking systems at US and EU technology companies. It is distributed as parquet files under a CC BY-NC 4.0 license and is part of the DataForge Open Data program.
A sample of organic job postings across US healthcare employers, serving as the entry point to Aspen's healthcare hiring feed.
An aggregated feed that pulls job advertisements from a range of specialized employment websites.
A cleaned, structured repository of job listings from multiple boards, with duplicate removal and records of when posts open and close.