BackUnintentional bias amplification
Unintentional bias amplification
Risk Domain
Unequal treatment of individuals or groups by AI, often based on race, gender, or other sensitive characteristics, resulting in unfair outcomes and unfair representation of those groups.
"Dataset bias may be unintentionally amplified [60] where the outputs of the AI model trained on a dataset are more biased than the dataset itself."(p. 52)
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 Gipiškis2024 (144)
Direct Harm Domains (content safety harms)
1.2 Exposure to toxic contentNot codedNot codedNot coded
Direct Harm Domains (content safety harms) > Violence and extremism
1.2 Exposure to toxic contentNot codedNot codedNot coded
Direct Harm Domains (content safety harms) > Hate and toxicity
1.2 Exposure to toxic contentNot codedNot codedNot coded
Direct Harm Domains (content safety harms) > Sexual content
1.2 Exposure to toxic contentNot codedNot codedNot coded
Direct Harm Domains (content safety harms) > Child harm
1.2 Exposure to toxic contentNot codedNot codedNot coded
Direct Harm Domains (content safety harms) > Self-harm
1.2 Exposure to toxic contentNot codedNot codedNot coded