The evidence behind the guides

Sources

Find a study, check what it supports, and follow it back to a concern.

TopicCollection

Sources for Benefits eligibility AI

2 sources

Guide citations are still under editorial review.

Dutch Data Protection Authority Regulator report

AI and Algorithmic Risks Report Netherlands, Summer 2024 (original source, new tab)

Discusses discriminatory benefits-fraud processing and other algorithmic risks; cases are not all generative AI.

US Government Accountability Office Audit report

Pandemic Unemployment Assistance: States' Controls to Address Fraud (original source, new tab)

2024 review of fraud controls and administrative challenges; distinguishes control flags from proven fraud.

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