
Workforce data designed for research
Revelio Labs standardizes public employment records into research-ready workforce data: employment, hiring, pay, and sentiment for any company, industry, or labor market, with history to 2008. Built by researchers, every dataset carries common identifiers, so it merges cleanly across datasets.
Cleaned and standardized for faster insights
Every workforce dataset is cleaned, standardized, and mapped, so your analysis stays consistent and reliable.
Download a sample file- Company identifiers (CUSIP, GVKEY, ISIN, Tickers, RCID)
- Standardized locations
- Salary predictions
- Seniority classification
- Role and skill mappings

Flexible market datasets
Every dataset includes the raw data alongside the mapped and enriched format.

Job Postings
Individual job postings from aggregators and company websites, with posting date, company, salary, location, and job requirements, in raw and mapped formats.
See sample file
Individual-Level Resume Data
Global coverage of 1.1 billion+ profiles with full work and education histories, demographics, and skills, in raw and mapped formats.
See sample file
Sentiment
Employee reviews with numerical category ratings and raw text, split into positive and negative. Includes the posting date, company, role, seniority, and geography of each reviewer.
See sample file
Research is in our DNA
We're researchers and scientists at heart, and we like to see the data used for important, policy-relevant work. Two access options are available:
Talk to an Expert- One-Time Research Projects
- Project-specific, one-time data delivery at a discounted price for academic research.
- Academic & Institutional Access
- Institutional licenses through Wharton Research Data Services (WRDS). Universities interested in accessing Revelio Labs on WRDS can email research@reveliolabs.com.

Keep up with our weekly workforce research
Our newsletter is your weekly guide to workforce trends, with expert analysis and breaking news delivered right to your inbox.
We may collect your personal information for the purposes of marketing, business development, and product improvements. For additional information please see our privacy policy.

ai-and-work
Revisionist (Employment) History
Read article →
Our research partners
Hundreds of academic publications use our data, and we work with over 200 institutions worldwide.
- Harvard University
- Federal Reserve
- National University of Singapore
- Yale University
- Massachusetts Institute of Technology
- Stanford University
- The Chinese University of Hong Kong
- ifo Institute
- London Business School
Try Revelio Labs
Start understanding the world's workforce.