Explain how model bias can emerge from data selection, labels, objectives, and deployment feedback loops.
Sam S Hiring manager 1 Pattern 2 Structure 3 Control The pattern 20 sec Resume screen Across 30 test resumes, candidates from lesser-known universities rank lower even when the skill evidence is similar. A repeated pattern in a people decision needs system inspection, not reassurance. 30 test resumes hiring funnel affected 4
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