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ISACA Advanced in AI Audit Sample Questions (Q59-Q64):
NEW QUESTION # 59
Which of the following BEST detects model drift or unexpected changes in AI model outputs?
- A. Anomaly monitoring
- B. AI model retraining
- C. AI model documentation reviews
- D. Standardization of AI configurations
Answer: A
NEW QUESTION # 60
An IS auditor is interviewing management about implemented controls around machine learning (ML) models deployed in the production environment. Which of the following schedules for reviewing the performance of a deployed model would be of GREATEST concern to the auditor?
- A. After functionality changes
- B. On an annual recurring basis
- C. One time prior to migrating to production
- D. After changes to hardware and software platforms
Answer: C
NEW QUESTION # 61
To confirm the fairness of AI model decisions, the BEST way to collect reliable evidence during an AI audit is by:
- A. Analyzing system metadata.
- B. Testing the model with a curated sample data set.
- C. Interviewing developers.
- D. Observing the system's interactions with end users.
Answer: B
NEW QUESTION # 62
When an IS auditor is reviewing results from an AI system, which of the following would cause the GREATEST risk?
- A. Difficulty of documenting AI algorithm processes
- B. System output not being checked for inconsistencies
- C. Cascading failures of AI system outputs
- D. Inability to identify where an AI system is housed
Answer: B
NEW QUESTION # 63
A retail organization uses an AI model to forecast inventory based on customer purchasing trends and updates the model quarterly. The model recently failed to recognize a surge in demand during a popular shopping season. Which of the following issues does this situation BEST demonstrate?
- A. Limited data set diversity impacting model training
- B. Overfitting issues due to a small training data set
- C. Lack of outlier checks in data affecting forecast accuracy
- D. Data drift impacting system forecasting
Answer: D
NEW QUESTION # 64
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