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Microsoft catalog question

Describe considerations for fairness in an AI solution

Describe considerations for fairness in an AI solution

What is the best way to assess fairness before deploying a loan approval model?

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A Remove all demographic data from evaluation so reviewers cannot see disparities
B Train on the largest dataset available and deploy if the overall approval rate increases

Catalog explanation

Pre-release fairness assessment should combine metrics with context. Decision thresholds can change who benefits and who is harmed, so they should be reviewed deliberately.

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