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ISACA Advanced in AI Audit Sample Questions (Q68-Q73):

NEW QUESTION # 68
An organization deploys an AI recruitment platform to screen job applicants. The IS auditor identifies that the platform's decisions may be influenced by model bias. Which of the following risk mitigation strategies is BEST for the auditor to recommend?

A. Suspend the use of the AI system until the training data can be verified for fairness and compliance.
B. Retrain the AI model using an external data set certified for inclusivity and fairness.
C. Require manual reviews of all AI-generated recruitment decisions before hiring is finalized.
D. Implement a process to periodically test the AI system for biases and adjust parameters as needed.

Answer: D

NEW QUESTION # 69
Which of the following is the MOST important task when gathering data during the AI system development process?

A. Isolating the system
B. Training the system
C. Stratifying the data
D. Cleaning the data

Answer: D

NEW QUESTION # 70
When auditing a research agency's use of generative AI models for analyzing scientific data, which of the following is MOST critical to evaluate in order to prevent hallucinatory results and ensure the accuracy of outputs?

A. The measures in place to ensure the appropriateness and relevance of input data for generative AI models
B. The algorithms for generative AI models designed to detect and correct data bias before processing
C. The frequency of data audits verifying the integrity and accuracy of inputs
D. The effectiveness of data anonymization processes that help preserve data quality

Answer: A

NEW QUESTION # 71
Which of the following BEST ensures that an AI system complies with user data ownership rights under privacy regulations?

A. Enforcing strict data retention policies to limit storage duration
B. Applying data clustering techniques to anonymize data sets
C. Implementing a transparent data consent management process
D. Regularly conducting AI system performance testing for accuracy

Answer: C

NEW QUESTION # 72
When converting data categories before training an AI model, which of the following scenarios represents the GREATEST risk?

A. Creating dummy variables for the data attribute product flavor for the options vanilla, chocolate, strawberry, banana
B. One-hot encoding the data attribute car colors for the options red, blue, green, black, white
C. Creating dummy variables for the data attribute dog breed for the options labrador, terrier, beagle
D. One-hot encoding the data attribute customer rewards category for the options economy, business, first class

Answer: D

NEW QUESTION # 73
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