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ISACA AAIR Exam Syllabus Topics:

ISACA Advanced in AI Risk Sample Questions:

1. A risk practitioner discovers that autonomous agents have been creating temporary HR system identities.
Which of the following poses the GREATEST risk?

A) Identities are not incorporated into the federated system
B) Delays in breach identification and response
C) Increased staffing needs for human validation
D) Ineffective credential management

2. Which of the following AI capabilities would BEST enable a forecasting system to accurately predict the point at which specific equipment components are likely to fail?

A) Real-time analysis of sensor monitoring data
B) Dynamic inventories of spare equipment parts
C) Post-defect identification of complex root causes
D) Recommendation of replacement products

3. Which of the following would be of GREATEST concern to a risk practitioner reviewing the testing and validation of an AI-driven technical support system?

A) Insufficient encryption of data at rest and in transit
B) Infrequent incorporation of updated training datasets
C) Excessive dependence on manual sampling
D) Inaccurate outputs resulting from model drift

4. Which of the following is the PRIMARY reason to lower AI model temperature?

A) To reduce energy consumption and environmental impact
B) To enhance consistency and accuracy of model outputs
C) To diversify ideas and recommendations generated by the model
D) To mitigate the risk of persistent bias in responses to users

5. A credit-scoring AI solution exhibits steadily declining accuracy despite unchanged input distributions.
Which of the following should a risk practitioner consider to be the GREATEST risk?

A) Concept drift leading to faulty decisions
B) Underfitting resulting from shortened training cycles
C) Increased model retraining costs
D) Technical delays affecting credit score updates

Solutions: