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Benefits/entitlements loss

AI Risk

"Benefits/entitlements loss - Denial or or loss of access to welfare benefits, pensions, housing, etc due to the malfunction, use or abuse of a technology system."

Overview

A source-backed snapshot of this AI risk.

Techniques0Attack methods connected to this risk.
Mitigations0Defenses that may help with related attacks.
Records2Source records unified into this concept.

Risk profile

How the MIT AI Risk Repository categorizes this risk.

Domain1. Discrimination & Toxicity
SubdomainX.1 > Excluded; 1.1 > Unfair discrimination and misrepresentation
Entity3 - Other
Intent3 - Other
Timing2 - Post-deployment
CategoryHuman rights and civil liberties
SubcategoryBenefits/entitlements loss

Merged risk records

Source records unified into this canonical risk concept.

2 recordsView all →

MITRISK-Abercrombie2024-58.06.01 - Benefits/entitlements loss

"Benefits/entitlements loss - Denial or or loss of access to welfare benefits, pensions, housing, etc due to the malfunction, use or abuse of a technology system."

SubdomainX.1 > ExcludedSourceA Collaborative, Human-Centred Taxonomy of AI, Algorithmic, and Automation HarmsYear2024

MITRISK-Li2025-66.10.02 - Benefits / entitlements loss

"Denial of or loss of access to welfare benefits, pensions, housing, etc due to the malfunction, use or misuse of a technology system"

Domain1. Discrimination & ToxicitySubdomain1.1 > Unfair discrimination and misrepresentationSourceA Closer Look at the Existing Risks of Generative AI: Mapping the Who, What, and How of Real-World IncidentsYear2025

Mitigations

Defenses that may help with related attacks.

No propagated mitigations. No defense is available through the connected attack methods.

Source evidence

Research source for this risk, when available.