nam 22 uu 4500 10.59704/4f41c03047a50851 DE-Verfassungsblog cr||||| 260717s2026||||xx#|||||o|||| ||| 0|eng|| 10.59704/4f41c03047a50851 doi eng 342 23 Duell-Piening, Philippa Author aut The Limits of Representation - What Disability Data Reveals About Regulating AI Bias Duell-Piening, Philippa Verfassungsblog 2026-07-17 Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier 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. CC BY-SA 4.0 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 (DE-588)4069235-8 gnd Behindertenrecht (DE-588)1124549331 gnd Convention on the Rights of Persons with Disabilities. Fakultativprotokoll | Vereinte Nationen Max Steinbeis Verfassungsblog gGmbH Verfassungsblog 2366-7044 https://verfassungsblog.de/disability-data-ai/ raw object