Unit 1: Sampling Bias
Scenario: An HR team uses an AI resume screener.
Risk: It favors applicants with traditionally male names.
Fixes:
Bias audit
Blind resume fields
Human review before decisions
Staff training on AI outputs
✅ Outcome: Fairer, trusted process
