Testing for bias · Question 27 of 60
What must be considered in disparate impact analysis with combinations of sensitive attributes and with unrealistic examples?
2 answers are correct. Medium
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Answer
- B It can be applied to combinations of sensitive attributes to identify hidden bias
- D Counterfactual examples must not be unrealistic, otherwise the model may respond to them rather than to the bias
Explanation
You can also change several sensitive attributes at once and thus find bias that only appears in combination, for example with young women. The counterexamples must remain realistic, though. Otherwise the model may react to what is unrealistic rather than to real bias.