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ISACA AAIR Exam Syllabus Topics:

ISACA Advanced in AI Risk Sample Questions:

1. Which of the following is the PRIMARY benefit of tailoring AI governance to an organization's culture and risk tolerance?

A) Improved AI model explainability and regulatory compliance
B) Enhanced AI training programs and staff reskilling initiatives
C) Higher stakeholder acceptance rates and more appropriate AI risk policies
D) Automation of risk assessment processes and clearer AI risk accountability

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

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

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

4. Which of the following is the GREATEST benefit of incorporating AI technology for data asset management?

A) Reducing the initial impacts of data poisoning and exfiltration attacks
B) Automating data cleaning and metadata tagging for large datasets
C) Justifying the use of synthetic data to augment smaller datasets
D) Providing more rapid identification of overfitting during model training

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

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

Solutions: