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Practice multiple choice certification questions for EXIN Artificial Intelligence Compliance Professional - AICP and review the explanation after each answer.

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Flashcard Practice EXIN Artificial Intelligence Compliance Professional - AICP Multiple Choice

A fraud team proposes adding household composition and relationship-network data to an existing model. Early tests show a small aggregate lift, but the fields proxy protected traits and mostly duplicate current signals. Which decision process best applies minimization?

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Approve every field that improves cross-validation, because statistical lift establishes necessity even when the signal duplicates existing features and increases subgroup risk Reject the proposal solely because the fields are sensitive in context, without testing whether a narrower representation is necessary for a material fraud-control gap under a documented risk waiver Compare incremental and subgroup performance against the existing baseline, test less intrusive features, assess added privacy and discrimination risk, and approve only data whose necessary benefit is justified Deploy all proposed fields under restricted access, then use twelve months of production feature importance to decide whether the original collection was necessary

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