Definition
AI bias is a systematic tendency in data, models, objectives, or processes that skews outputs, errors, or impacts.
Distinguish it from nearby terms
Statistical bias has technical meanings; social harm and unfairness require domain, group, and consequence analysis beyond one numeric bias measure.
Check your understanding
Identify the reference population, mechanism, affected groups, and consequence rather than calling any difference bias.