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 are republished without modification from two external datasets: the Anthropic Economic Index and the OpenAI "GPTs are GPTs" exposure rubric. Employment, wage and projected-change figures are transcribed from U.S. Bureau of Labor Statistics Employment Projections and describe the SOC occupational group. The work AI Changing Work performs is the mapping of those datasets onto O*NET occupation and task codes, which is done with AI assistance and reviewed by the editorial team. 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.
  • U.S. Bureau of Labor Statistics Employment Projections 2024-34 - work of the U.S. federal government, public domain (17 U.S.C. 105).

2. Blog Content

Articles are generated with AI assistance, then reviewed and fact-checked by the editorial team before publication.

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]