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Bias and Fairness in AI
Grade Level
Computer Science
HSCS.231 Bias and Fairness in AI
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A performance model uses manager ratings as labels. An audit finds some managers give high ratings rarely and others give them often for similar work. Which source is most likely?
A
Feature-choice bias because tenure is included
B
Optimization bias because the model output is a risk score
C
Labeling bias because the target labels depend on inconsistent manager standards
D
Sampling bias because employees work in departments
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