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ISACA AAIR Exam Syllabus Topics:

ISACA Advanced in AI Risk Sample Questions:

1. An organization is selecting an AI model for a solution that requires the creation of new content. It is MOST important to consider selecting:

A) a generative model capable of synthesizing samples from an underlying distribution.
B) an unsupervised clustering model that groups observations by similarity metrics.
C) a reinforcement learning model that optimizes sequential actions through reward signals.
D) a rule-based expert system driven by explicit decision rules and domain knowledge.

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) Privacy compliance
C) Automation bias
D) Unclear system objectives

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

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

4. Which of the following is the PRIMARY benefit of aligning AI risk management with existing organizational governance frameworks?

A) It emphasizes the development of specialized functional roles and clarifies AI risk responsibility boundaries.
B) It standardizes AI acquisition processes across organizational business units.
C) It promotes consistent enterprise-level oversight of AI activities and aligns decisioning with strategic objectives.
D) It expedites approval processes for compliance with AI laws and regulations.

5. Which of the following is the GREATEST risk when an organization relies only on adversarial training to protect a private AI model in a testing environment?

A) Increased likelihood of exposing proprietary algorithms
B) Inefficient model training cycles
C) Presence of unaddressed system vulnerabilities
D) Overfitting to limited datasets

Solutions: