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ISACA AAIR Exam Syllabus Topics:

ISACA Advanced in AI Risk Sample Questions:

1. An organization uses AI to generate procedure documents for operational processes. Which of the following would be of GREATEST concern to a risk practitioner?

A) AI-generated procedure documents do not undergo human review.
B) The AI model is used to generate procedures for high-risk activities.
C) AI-generated procedure manuals include outdated procedures.
D) The procedures are not aligned to organizational policy.

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

3. Which of the following is a risk practitioner's BEST recommendation to establish accountability for AI system outputs and decisions?

A) Continuous monitoring and key performance indicators (KPIs)
B) Regular reviews of resource allocation for AI projects
C) Formal documented role assignments with named owners
D) Centralized governance task force for model decision authority

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

5. Which of the following is the PRIMARY benefit of using AI-based data analytic tools to monitor AI system risk?

A) Reduction of human involvement through automation of risk analyses and treatment decisions
B) Early detection of latent vulnerabilities by identifying anomalous patterns within large datasets
C) Comprehensive logging and documentation of unauthorized AI system access attempts
D) Forecasting industry-specific AI risk trends and projecting future financial and business risk

Solutions: