Bias

AI models reflecting and amplifying biases present in their training data. If training data underrepresents certain groups or contains historical discrimination, the model may reproduce those patterns. Bias is not unique to AI, but AI applies biased judgments at scale and speed. Bias auditing is especially critical for AI used in hiring, lending, healthcare, or legal contexts.