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An employment assistant is evaluated only on aggregate correctness. What additional evaluation is needed to investigate unequal behavior across demographic groups?
Published
- Assume equal aggregate accuracy proves all groups receive equal treatment.
- Choose the largest model and skip all further measurement.
- Remove every complaint before the evaluation.
- Assess relevant subgroup outcomes and error rates with suitable privacy protections.
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