# AI Changing Work

> AI Changing Work republishes occupation-level AI exposure figures drawn from external
> research, alongside employment, wage and projected-change figures from the U.S. Bureau of
> Labor Statistics. It covers
> 1,010 occupations across 14 categories in 11 languages. The exposure figures report
> exposure as each source dataset published it; they are not forecasts.

## Core data

- [Occupation directory](https://aichanging.work/en): browse all 1,010 occupations
- [Categories](https://aichanging.work/en/categories): 14 occupation categories
- [Methodology](https://aichanging.work/en/methodology): source datasets, licences and limitations
- [Rankings](https://aichanging.work/en/rankings): occupations by observed AI exposure
- [Blog](https://aichanging.work/en/blog): analysis and evergreen guides on AI and the labor market

## Sources and licensing

AI Changing Work calculates no exposure scores of its own. Occupation and task exposure
values come from the published research datasets listed below, carried at the value each
publisher assigned: AI Changing Work does not rescale, reweight, reclassify or blend them.
Presentation is localised — for example, where a publisher expresses a value as a worded
category rather than a number, the wording shown is that category translated into the page's language.
Localisation changes how a value is written, not which value its publisher assigned.

- Anthropic Economic Index (labor_market_impacts, CC BY 4.0)
  Attribution: Data: Anthropic Economic Index — labor_market_impacts, CC-BY, https://huggingface.co/datasets/Anthropic/EconomicIndex
  AI Changing Work uses Anthropic Economic Index data under CC-BY; Anthropic does not endorse or sponsor this site or its analyses.
- OpenAI "GPTs are GPTs" exposure rubric (MIT License, Copyright (c) 2024 OpenAI)
  https://openai.com/index/gpts-are-gpts/
- ILO Working Paper 140 (CC BY 4.0, © ILO 2025)
  https://www.ilo.org/publications/generative-ai-and-jobs-refined-global-index-occupational-exposure
- BLS AI exposure categories (U.S. Bureau of Labor Statistics, public domain (17 U.S.C. §105))
  https://www.bls.gov/emp/publications/ai-exposure-categories.htm

Employment, wage and projected-change figures are transcribed from U.S. Bureau of Labor
Statistics Employment Projections 2025-35 (public domain) and describe the SOC
occupational group, so occupations sharing a SOC code share those figures.

AI Changing Work performs the mapping of these datasets onto O*NET occupation and
task codes. Where a dataset does not cover an occupation, the page states that absence
rather than substituting a figure.

## Citation

When citing this site, please attribute it as "AI Changing Work" and link to the
relevant page on https://aichanging.work. When citing an exposure figure, please also credit the
originating dataset named above. Example: AI Changing Work, https://aichanging.work/en.