Home / Data
Downloads: jobs.csv (opens in any spreadsheet) and jobs.json. Both hold all 923 jobs and are rebuilt with every data release.
What each column means
- code: the O*NET-SOC job code.
- title, url, industry: the job's official title, its page here and its industry group.
- human, with_ai, ai, robot: estimated hours of a typical 8-hour shift spent on tasks with each label. They always add up to 8. ai means tasks people often hand to AI in real AI chats.
- median_pay: BLS median yearly pay, May 2025.
- employment: U.S. workers in the job, BLS May 2025.
- outlook_2035_pct: BLS projected change in jobs, 2025 to 2035.
Read these limits before quoting
- The hours are estimates of time on tasks where AI or robots have been seen in real use somewhere. They aren't measured hours, and they aren't work replaced in a typical workplace.
- AI use comes from one AI provider's conversations (Anthropic Economic Index). A task with no evidence may just be rare in the data.
- Nothing here predicts job losses or when a job could change. BLS outlook figures are separate projections from BLS.
Releases behind the numbers
- O*NET 30.1 (tasks, titles, skills, preparation).
- Anthropic Economic Index, usage from August and November 2025.
- BLS Occupational Employment and Wage Statistics, May 2025, and Employment Projections 2025 to 2035.
When a release changes the numbers, each job's Clock history logs what moved and why. Monthly changes are in the reports.
How to cite it
Who's on the Clock (2026). AI and robots across the 8-hour shift, by U.S. job. https://whosontheclock.com/data/. Based on O*NET 30.1, the Anthropic Economic Index and BLS data.
Each job page also has a citation you can copy. Time cards can be embedded from any job page.
Press questions
For a custom cut of the numbers or a question about a label, write to desk@whosontheclock.com.
Last updated November 4, 2026.