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ISACA AAIR Exam Syllabus Topics:

ISACA Advanced in AI Risk Sample Questions:

1. An organization has identified a moderate AI exposure from potential model inaccuracies that could affect internal reporting. The risk falls within the organization's defined tolerance. Which of the following is the BEST course of action?

A) Take the system offline until the model has been retrained and produces more accurate outputs.
B) Accept the inherent risk and continue to monitor performance against organizational thresholds.
C) Adjust the model temperature to its lowest possible value and conduct comprehensive retesting.
D) Allocate more resources for additional human review cycles to identify accuracy and bias in model outputs.

2. Which of the following poses the GREATEST challenge when performing root cause analysis for incidents involving AI systems and data?

A) Lack of transparency
B) Automation bias
C) Privacy compliance
D) Unclear system objectives

3. Which of the following is the PRIMARY purpose of maintaining comprehensive model cards and documentation?

A) Listing technical specifications
B) Preserving audit trails
C) Providing model transparency
D) Justifying model use cases

4. A risk practitioner learns that an AI system used by a manufacturer for quality control (QC) has produced inaccurate responses that could potentially impact user safety. Which of the following is the risk practitioner's BEST recommendation to mitigate this risk?

A) Augment the model with synthetic data.
B) Provide AI prompt engineering training.
C) Conduct bias and fairness testing.
D) Implement human-in-the-loop reviews.

5. Which of the following BEST mitigates risk associated with evasion attacks on AI models?

A) API rate limiting
B) Feature importance weighting
C) Predictive analytics
D) Anomaly detection

Solutions: