BackPrivacy
Privacy
Risk Domain
AI systems that memorize and leak sensitive personal data or infer private information about individuals without their consent. Unexpected or unauthorized sharing of data and information can compromise user expectation of privacy, assist identity theft, or cause loss of confidential intellectual property.
"The potential for the AI system to infringe upon individuals' rights to privacy, through the data it collects, how it processes that data, or the conclusions it draws."(p. 23048)
Entity— Who or what caused the harm
Intent— Whether the harm was intentional or accidental
Timing— Whether the risk is pre- or post-deployment
Other risks from Sherman & Eisenberg (2023) (8)
Abuse & Misuse
4.2 Cyberattacks, weapon development or use, and mass harmHumanIntentionalPost-deployment
Compliance
6.5 Governance failureAI systemOtherPost-deployment
Environmental & Societal Impact
6.0 Socioeconomic & EnvironmentalOtherOtherPost-deployment
Explainability & Transparency
7.4 Lack of transparency or interpretabilityAI systemOtherOther
Fairness & Bias
1.1 Unfair discrimination and misrepresentationAI systemUnintentionalOther
Long-term & Existential Risk
7.1 AI pursuing its own goals in conflict with human goals or valuesOtherOtherPost-deployment