Free Access ISACA.AAIA.v2026-01-20.q29 Practice Test (Page 7)

Question 26

Which of the following BEST ensures that an AI system complies with user data ownership rights under privacy regulations?

A.Regularly conducting AI system performance testing for accuracy

B.Implementing a transparent data consent management process

C.Enforcing strict data retention policies to limit storage duration

D.Applying data clustering techniques to anonymize data sets

Question 27

Which of the following BEST detects model drift or unexpected changes in AI model outputs?

A.Anomaly monitoring

B.Standardization of AI configurations

C.AI model retraining

D.AI model documentation reviews

Question 28

For a sales promotion, an AI system sorts customer attributes into several categories by analyzing transaction history. Verifying which of the following would BEST validate the effectiveness of this process?

A.The applied methodology adequately reflects business objectives.

B.Stress tests are regularly conducted to maintain consistent AI performance.

C.Sensitive attributes are converted to other data types prior to input.

D.Sampling of AI output is conducted to identify unusual decisions.

Question 29

A car manufacturer uses an AI model to predict maintenance needs for its vehicles. Which of the following techniques can an IS auditor apply to MOST effectively verify the AI model's decisions to stakeholders?

A.Using local interpretable model-agnostic explanation (LIME) to analyze how specific features contribute to predictions

B.Utilizing support vector machines (SVM) to classify vehicles based on maintenance urgency

C.Using K-means algorithms to group vehicles based on mileage or engine temperature for maintenance patterns

D.Using neural network visualization to show how the AI model processes data through its layers

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Question 26

Question 27

Question 28

Question 29

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