Job Market Datasets
Research-grade data products built for labor market intelligence. From raw postings to enriched company profiles, salary predictions, and skills extraction.
1B+
Unique Postings
100+
Fields Per Record
40,000+
Skills Taxonomy
Near-real-time
Data acquisition
Every Dataset Includes
NLP Enrichment
SOC classification, salary prediction (44,000+ benchmark cells, 95% CI), 40,000+ skills extraction, seniority, work mode, and more.
Semantic Deduplication
Vector similarity, MinHash/Jaccard, and graph-based transitive matching resolve duplicate postings at a 40-60% average rate.
Flexible Delivery
CSV or Parquet via S3, GCS, Snowflake, SFTP, Google Drive, or Dropbox. One-off, monthly, or annual delivery.
Browse Our Data Products
Job Postings Data
1B+ deduplicated job postings from Indeed, LinkedIn, ATS, and 15+ sources
View detailsCompany Profiles
28.5M company profiles with firmographics, hiring signals, and industry classification
View detailsSalary Data
AI-predicted salaries with three-source fusion (posted, reported, BLS OES) plus parsed posted salaries and ~11M Glassdoor reports
View detailsSkills & Occupation Taxonomy
40,000+ skills, 3,400+ certifications, SOC codes, and normalized titles
View detailsGoogle Maps Business Data
52M detailed + 193M basic business records with ratings, reviews, and geocoordinates
View detailsNeed a custom extract?
Tell us your industry, geography, date range, or specific job titles and we'll prepare a free sample of 5,000 enriched records for you.