AI Content Disclosure

AI Changing Work uses artificial intelligence in the following ways:

1. Data and Figures

AI exposure figures are not produced by AI Changing Work. They come from external research datasets — Anthropic Economic Index, OpenAI "GPTs are GPTs" exposure rubric, ILO Working Paper 140, and BLS AI exposure categories — carried at the value each publisher assigned: AI Changing Work does not rescale, reweight, reclassify or blend them. Employment, wage and projected-change figures are transcribed from U.S. Bureau of Labor Statistics Employment Projections and describe the SOC occupational group. AI Changing Work performs the mapping of those datasets onto O*NET occupation and task codes, which is done with AI assistance, under the editorial responsibility of Heechang Han. 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. We calculate no exposure or risk scores of our own, and where a dataset does not cover an occupation we show that absence rather than a substitute figure.

Source datasets and licences

  • Anthropic Economic Index — labor_market_impacts - licensed 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 — Generative AI and Jobs: A Refined Global Index of Occupational Exposure - CC BY 4.0, © ILO 2025. https://www.ilo.org/publications/generative-ai-and-jobs-refined-global-index-occupational-exposure
  • U.S. Bureau of Labor Statistics, Employment Projections — 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
  • U.S. Bureau of Labor Statistics Employment Projections 2025-35 - work of the U.S. federal government, public domain (17 U.S.C. 105).

2. Blog Content

Articles are generated with AI assistance. Heechang Han holds editorial responsibility for them. We do not keep a per-article fact-checking record, so we do not claim that every statement has been independently re-verified before publication; sources are cited inline so readers can check them.

3. Translations

Content is available in 11 languages. Translations from English to other languages are produced using AI translation technology. The English version is the authoritative source.

4. Occupation Summaries

Descriptive summaries for each occupation are generated with AI assistance. They are not transcribed from an external research dataset.

We believe in transparency about how content is created. If you find errors in any AI-generated content, please contact us at [email protected]