Occupational data attribution This product includes information from the O*NET® 31.0 Database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA). Used under the Creative Commons Attribution 4.0 International license. O*NET® is a trademark of USDOL/ETA. Source: https://www.onetcenter.org/database.html License: https://creativecommons.org/licenses/by/4.0/ Job Finder has modified some of this information. USDOL/ETA has not approved, endorsed, or tested these modifications. Modifications: case, punctuation and word-form normalization; parenthetical alternate-title expansion; compact code indexes; reciprocal primary relationship selection; broad department-prefix rules; distinctive terms from occupation definitions. Local additions cover People Operations, Talent Partner, social/content/digital marketing, supply chain, frontend/backend/AI/DevOps titles, Customer Success/Care/Support, Business Development, Room Attendant, Long Haul Driver, and selected Canadian nursing, personal-support, accounting and education names. These additions are Job Finder's, not official O*NET data. An occupational title match is not a determination of professional licensure, qualifications, hiring eligibility or suitability for every role in that occupation.