Algorithmic governance / public servicespublic sector algorithmic accountabilityParticipation documented

AI Failure Cards for Homeless Services

Pittsburgh, United States

Paper and university materials describe failure cards co-developed around homeless-service contexts to surface and mitigate harms from AI systems.

participatory designcommunity governanceproblem formulationevaluationgovernance
Overview
Region
North America
Lead organization
Carnegie Mellon University / grassroots partners
Organization type
university + civic methodology partner
Technology group
algorithmic decision systems in public services
Activity status
active
Start year
2025
Last updated
Mar 25, 2026
Participation documentation
Participation mode
community-led participatory design and governance
Participants
grassroots homeless-services actors; researchers; service workers
Methods
failure-card design; participatory research; workshops
AI lifecycle stages
problem formulation; evaluation; governance
Evidence summary
Paper and university materials describe failure cards co-developed around homeless-service contexts to surface and mitigate harms from AI systems.
Atlas assessment
Cautious · Medium confidence · evidence grade C
Uncertainty
Affected-community orientation is clear, but public documentation focuses on method prototyping rather than long-term institutional adoption.
Project details
Participation group
Community Led
Technology description
algorithmic decision systems in public services
Funding
Not documented
Region of activity
local
Verification status
Indirect Verified

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