Data sources & attributions

O*NET — occupations, skills & work activities

U.S. Department of Labor

Our occupation profiles, skill sets, work activities, interest (RIASEC) profiles, and occupation-adjacency relationships are built on the O*NET Database.

This site incorporates information from the O*NET Database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA). O*NET® is a trademark of USDOL/ETA. Manifest & Match has modified all or some of this information. USDOL/ETA has not approved, endorsed, or tested these modifications. The O*NET Database is published under a Creative Commons Attribution 4.0 license. Source: onetcenter.org.

CareerOneStop — certifications & credentials

U.S. Department of Labor

The certifications page looks up professional credentials live from the CareerOneStop Certification Finder Web API.

Certification data from CareerOneStop, sponsored by the U.S. Department of Labor, Employment & Training Administration. Source: careeronestop.org.

Lightcast Open Skills — skills taxonomy

Lightcast

Portions of our skills taxonomy — including how skills are classified (specialized, common, certification) and additional specialized trade, clinical, and service skills — are derived from the Lightcast Open Skills library.

Includes skills data from Lightcast Open Skills, used under its open-data license.

Course catalog

Coursera · Microsoft Learn

Course recommendations are drawn from publicly listed catalogs (Coursera, Microsoft Learn). Some links may be affiliate links — see our affiliate disclosure.