O*NET® (U.S. Department of Labor)
This site includes information from the O*NET database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), used under the CC BY 4.0 license. O*NET® is a trademark of USDOL/ETA. LLOS.ai has modified and fused this information with other sources; USDOL/ETA has not approved, endorsed, or tested these modifications. License / source ↗
ESCO (European Commission)
This service uses the ESCO classification of the European Union — the European multilingual classification of Skills, Competences and Occupations. The European Commission does not endorse this site. License / source ↗
Wikipedia
Some task facts were derived from Wikipedia articles (each linked from the page that uses them) under the CC BY-SA 4.0 license. We take facts, rephrase and fuse them with other witnesses; we do not republish article text. License / source ↗
U.S. Bureau of Labor Statistics
Wage and employment figures come from the BLS Occupational Employment and Wage Statistics survey — U.S. government work in the public domain. BLS does not endorse this site. License / source ↗
ILOSTAT (International Labour Organization) & India PLFS (MoSPI)
India earnings figures come from ILOSTAT (CC BY 4.0), which aggregates India's own Periodic Labour Force Survey published by the Ministry of Statistics and Programme Implementation under the Government of India's open data license (GODL). License / source ↗
Public job descriptions
Where a real job posting or employer career page witnessed a task, we link to it and state the fact — we never republish its text.
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