Download the index, cite it, build on it
Every occupation score is free to download and reuse under CC BY 4.0. Cite the release, because the numbers move every quarter by design.
Files for release v2026.Q3
| File | What it holds | Format |
|---|---|---|
| occupations.csv | 923 occupations: exposed, assisted and untouched shares, rank, band, US pay and headcount, and the ISCO-08 code for 904 of them | CSV |
| occupations.json | The same, with definitions and release metadata | JSON |
| reality-check.csv | What people doing each job report about AI in it, per task (0 tasks so far with 10 or more answers) | CSV, JSON |
| datapackage.json | Frictionless Data descriptor: field types, sources, licence | JSON |
| CITATION.cff | Citation metadata that GitHub, Zotero and reference managers read | CFF |
The Reality Check
The index rates what AI systems can produce. Under every task on every job page, people who do that job answer a different question: does AI already do this in your job? Those answers are published here as their own dataset, because no one else collects them task by task and no model can make them up. A task enters the file once it has 10 answers. Answers are self reported, counted once per network per day, and no personal data is kept. Where they disagree with the index is on the disputed page, which we read before every re-rating.
Answer for your own job: open it from the rankings and use the three buttons under each task.
Outside the United States
The ratings are made against O*NET, the US task catalogue, because it is the only public one that goes down to single tasks. 904 of 923 occupations are matched to ISCO-08, the International Labour Organization’s classification, and to their names in the 28 languages of the European Commission’s ESCO classification. Search works in those languages too: try Rechtsanwalt, infirmière or programador.
How to cite
Task Exposure Index, release v2026.Q3. A.I.T. Multiverse Consulting Ltd, Nicosia. https://taskexposure.org
Every job page also has a ready citation and BibTeX entry under “Cite it or put it on your site”.
Other ways in
- MCP server, JSON API and A2A endpoint, no key and no sign up
- RSS feed of new analysis and releases
- Embeds and badges for your own site, on every job page
- Task level ratings and the quarterly series, under licence
- Press kit with the headline findings