Data sources & corrections
Sources
- United States: ONET 31.0 Database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), used under the CC BY 4.0 license (occupation descriptions, job titles, tasks, skills, knowledge, abilities, work activities, work context, education and training). ONET® is a trademark of USDOL/ETA. 仕事ずかん has modified some of this information (translation into scores and summaries); USDOL/ETA has not approved, endorsed, or tested these modifications. Wages and employment: U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics (OEWS) and Employment Projections (public domain).
- Japan: Occupational Information Database (JILPT) published on the MHLW job tag site (https://shigoto.mhlw.go.jp/User/download), and the Basic Survey on Wage Structure, Population Census and Employment Security statistics as shown on job tag, processed by 仕事ずかん.
- Projected pay, outlook scores, AI replacement risk, demand scores and the Japanese pay ranges are estimates by 仕事ずかん. "How AI changes this job", "How to raise your pay", "How to get started" and "Career path" are written with AI (Claude) and edited.
Corrections
If you find an error, please use the contact form (category: correction request).
Last updated Oct 31, 2026