BackPrivacy
Sub-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.
The risk of loss or harm from leakage of personal information via the ML system.(p. 14)
Entity— Who or what caused the harm
Intent— Whether the harm was intentional or accidental
Timing— Whether the risk is pre- or post-deployment
Part of Second-Order Risks
Other risks from Tan, Taeihagh & Baxter (2022) (17)
First-Order Risks
7.0 AI System Safety, Failures & LimitationsOtherOtherOther
First-Order Risks > Application
7.0 AI System Safety, Failures & LimitationsHumanIntentionalPost-deployment
First-Order Risks > Misapplication
7.3 Lack of capability or robustnessHumanIntentionalPost-deployment
First-Order Risks > Algorithm
7.3 Lack of capability or robustnessAI systemUnintentionalPre-deployment
First-Order Risks > Training & validation data
7.0 AI System Safety, Failures & LimitationsHumanOtherPre-deployment
First-Order Risks > Robustness
7.3 Lack of capability or robustnessAI systemUnintentionalPost-deployment