BackLoss of privacy
Category
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.
"AI offers the temptation to abuse someone's personal data, for instance to build a profile of them to target advertisements more effectively."(p. 7)
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 Hogenhout (2021) (12)
Incompetence
7.3 Lack of capability or robustnessAI systemUnintentionalPost-deployment
Discrimination
1.1 Unfair discrimination and misrepresentationAI systemUnintentionalPost-deployment
Bias
1.1 Unfair discrimination and misrepresentationAI systemUnintentionalPre-deployment
Erosion of Society
3.2 Pollution of information ecosystem and loss of consensus realityAI systemUnintentionalPost-deployment
Lack of transparency
7.4 Lack of transparency or interpretabilityAI systemUnintentionalOther
Deception
4.3 Fraud, scams, and targeted manipulationAI systemOtherPost-deployment