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ISACA AAIR Exam Syllabus Topics:

ISACA Advanced in AI Risk Sample Questions:

1. Which of the following is the GREATEST risk when an organization lacks clearly defined accountability mechanisms for AI outputs and decisions?

A) Intellectual property exposure
B) Reduced availability
C) Ineffective model training
D) Legal liability

2. A risk practitioner learns that an organization's AI inventory includes separate listings of AI systems, models, and datasets. Which of the following is the risk practitioner's BEST recommendation to improve AI governance?

A) Include information about model training frequency.
B) Assign inventory oversight to the AI risk committee.
C) Map interdependencies between AI assets continuously.
D) Automate inventory reconciliation steps.

3. Which of the following is the MOST important benefit of deploying continuous monitoring and automated anomaly detection for AI models in production?

A) Timely identification of adversarial intrusions and unauthorized parameter changes
B) Automated risk register and vulnerability database updates
C) Improved alignment of model outputs and behavior with organizational strategic goals
D) Enhanced interpretability and transparency of model decisions

4. 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) Centralized governance task force for model decision authority
C) Regular reviews of resource allocation for AI projects
D) Formal documented role assignments with named owners

5. A risk practitioner assesses a new AI system and determines that the risk is within the organization's risk tolerance. Which of the following is the BEST recommendation to ensure system controls remain effective over time?

A) Periodic regulatory compliance reviews
B) Continuous monitoring for data and performance drift
C) Alignment with recognized AI control frameworks
D) Ongoing AI security and risk awareness training

Solutions: