The Limits of Representation - What Disability Data Reveals About Regulating AI Bias
Duell-Piening, Philippa
Author
aut
Text
xx#
2026
Verfassungsblog
2026-07-17
eng
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
Duell-Piening, Philippa
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
342
https://verfassungsblog.de/disability-data-ai/
Verfassungsblog
2366-7044
Max Steinbeis Verfassungsblog gGmbH
10.59704/4f41c03047a50851
260717
10.59704/4f41c03047a50851
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