http://dx.doi.org/10.59704/4f41c03047a50851 https://verfassungsblog.de/disability-data-ai/ The Limits of Representation - What Disability Data Reveals About Regulating AI Bias Duell-Piening, Philippa eng 2026-07-17 electronic resource text/html ddc:342 Behindertenrecht Convention on the Rights of Persons with Disabilities Convention on the Rights of Persons with Disabilities. Fakultativprotokoll | Vereinte Nationen Data Data collection Disability Disability RIghts Discrimination anti-discrimination data protection Behindertenrecht Convention on the Rights of Persons with Disabilities. Fakultativprotokoll | Vereinte Nationen Verfassungsblog Verfassungsblog--2366-7044 CC BY-SA 4.0 Artificial Intelligence can produce biased outputs. In part, this is because unrepresentative data is used to train, validate and test AI. To remedy skewed datasets and train fairer AI, many call for more comprehensive and systematic data production and processing about diverse people’s bodies and lives, including disabled people. Yet this response rests on a number of assumptions. Drawing on disability data, I argue that we should be cautious about these assumptions when regulating AI.