LOOpen data
Everything this site publishes about AI and work, in a shape a spreadsheet, a script or a newsroom can use: every occupation, every task judgement with what it rests on, and every verified evidence record with its source.
Files#
162 rows · 22 KB
One row per occupation: sector, impact index with its confidence and assessment date, the O*NET code it maps to and how well, task counts, page URL.
825 rows · 343 KB
One row per task judgement: direction, basis (evidenced or inferred), weight, technologies, what the judgement does not establish, the evidence behind it, URL.
982 rows · 1137 KB
One row per verified evidence record: what happened and when, its stage, the source and its tier, where it applies, URL.
1969 rows · 1902 KB
All three in one file, with the licence and the usage notes attached.
18 object types · 24 link types · 26 action types · 49 KB
The model behind all of it: what kinds of objects the site recognises, how they link, who may change them and how, and which read-only tools AI agents get. Modelled on Palantir's Ontology.
56766 statements · 3912 KB
The same model with every object and link filled in, as linked data (JSON-LD): occupations, tasks, judgements, evidence, rules, O*NET work activities and the official classifications they map to, with each fit written as a W3C SKOS match.
Regenerated from the site's content whenever a record is added, and checked against it byte for byte before every release. English only; each page carries the full text in six languages.
Embed the map#
The homepage map as a static image, regenerated with the data: every occupation where it stands today, coloured by sector, with the confidence, the assessment dates and the source written into the image itself. Use it in an article or a slide.
To embed it, paste this into your page — the link back is the credit the licence asks for:
<a href="https://flyvolo.ai/en"><img src="https://flyvolo.ai/data/volo-map.svg" alt="How AI is changing 162 occupations, task by task — VOLO" width="1200" height="900" style="max-width:100%;height:auto"></a>Three rules when you use it#
- The impact index is not a probability of losing a job. Quote it only with its confidence and assessment date.
- Task direction, evidence stage and the impact index are separate readings. Do not add or average them into one score.
- Every task carries what its judgement does not establish (does_not_establish). Carry it with the claim.
Licence and how to cite#
CC BY 4.0 — https://creativecommons.org/licenses/by/4.0/
Credit: VOLO (flyvolo.ai) — please credit and link to https://flyvolo.ai/en/data
Cite the page that carries a claim where you can — a task lives at /careers/<occupation>#task-<id>, a record at /changes/<id>; both URLs are stable and are in the files. The O*NET codes come from the U.S. Department of Labor's O*NET 31.0 (CC BY 4.0).
For agents, the same content is a public MCP server at mcp.flyvolo.ai/mcp — no key.