National Industry-Occupation Employment Matrix (10-year, current/projected)
Occupational Employment Statistics (OES)
Occupational Education and Training Projections
Employment and Training Administration (ETA)
Characteristics of the Insured Unemployed (CIU)
National O*NET Consortium, O*NET Production Database
Wage and Hour Division
Minimum Wage Laws in the United States
U.S. Department of Education
National Center for Education Statistics
Integrated Postsecondary Education Data System (IPEDS)
Office of Educational Research and Improvement for the CIP – SOC crosswalk, Classification of Instructional Programs Crosswalk to Standard Occupational Classification
Common Core of Data
U.S. Department of Health and Human Services
National Center for Health Statistics
Health, United States
U.S. Postal Service
Address Information Systems (AIS) Products, Delivery Statistics
In addition to our federal sources, we use state-level industry projections produced by all 50 states.
Job Postings
Our job postings are scraped from the web, aggregated, and restructured into a single dataset. We scrape tens of thousands of sites to compile our job posting data. In a given month, this consists of scraping between 6 and 8 million unique active postings from more than 90,000 companies.
Social Profiles
Profiles are scraped from publicly available information from the web, third-party resume databases and job boards, the recruiting industry, opt-in data from employers and applicant tracking systems, sales and marketing CRM databases, and various consumer/identity databases.
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