ISACA AAIR Q&A - in .pdf

  • Exam Code: AAIR
  • Exam Name: ISACA Advanced in AI Risk
  • Updated: Oct 07, 2026
  • Q & A: 182 Questions and Answers
  • PDF Price: $59.98
  • Printable ISACA AAIR PDF Format. It is an electronic file format regardless of the operating system platform.
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ISACA AAIR Q&A - Testing Engine

  • Exam Code: AAIR
  • Exam Name: ISACA Advanced in AI Risk
  • Updated: Oct 07, 2026
  • Q & A: 182 Questions and Answers
  • Install on multiple computers for self-paced, at-your-convenience training.
  • PC Test Engine Price: $59.98
  • Testing Engine

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ISACA AAIR Exam Syllabus Topics:
SectionObjectives
AI Governance and Strategy- AI governance frameworks and organizational oversight
  • 1. Policy development for AI systems
    • 2. Roles and responsibilities in AI governance
      Regulatory and Compliance Requirements- Global AI regulatory landscape
      • 1. Data protection and privacy regulations
        • 2. Industry standards for AI risk management
          AI Risk Management- Risk identification and assessment for AI systems
          • 1. Operational risk in AI deployment
            • 2. Model risk identification
              Ethics, Privacy, and Responsible AI- Ethical AI principles and compliance
              • 1. Transparency and explainability
                • 2. Bias and fairness mitigation
                  AI Lifecycle Controls- Controls across AI development lifecycle
                  • 1. Model validation and testing
                    • 2. Data quality and preparation controls
                      ISACA Advanced in AI Risk Sample Questions:
                      Question #1

                      Which of the following is the PRIMARY benefit of integrating AI-driven business intelligence into enterprise risk processes?

                      • A. Centralized governance of AI inventory and classification activities
                      • B. Automated production of technical performance reports for AI business tools
                      • C. Reduced costs through elimination of redundant business risk oversight mechanisms
                      • D. Enhanced alignment of analysis outputs with organizational risk thresholds
                      Reveal Solution  Discussion  0

                      Correct Answer: D  🗳️

                      Explanation: Only visible for Test4Engine members. You can sign-up / login (it's free).

                      Question #2

                      Which of the following is the PRIMARY benefit of using AI to assist with risk scenario identification?

                      • A. Simplified risk scoring and prioritization
                      • B. Improved real-time analysis and pattern recognition
                      • C. Enhanced compliance with AI risk management best practices
                      • D. Ability to simulate real-world risk conditions
                      Reveal Solution  Discussion  0

                      Correct Answer: B  🗳️

                      Explanation: Only visible for Test4Engine members. You can sign-up / login (it's free).

                      Question #3

                      A risk practitioner learns that a credit-scoring AI system is exhibiting bias that cannot be eliminated through further training. Which of the following is the risk practitioner ' s BEST recommendation?

                      • A. Take the system out of production to avoid harm and potential legal liability.
                      • B. Apply compensating controls that generate offsetting biases in the opposite direction.
                      • C. Request a risk acceptance from senior management.
                      • D. Source vendors for a new credit-scoring AI solution.
                      Reveal Solution  Discussion  0

                      Correct Answer: A  🗳️

                      Explanation: Only visible for Test4Engine members. You can sign-up / login (it's free).

                      Question #4

                      An organization seeks to improve AI oversight by incorporating external perspectives regarding potential public harms from AI use. Which of the following is MOST important to consider?

                      • A. Formal procedures to solicit and prioritize feedback from affected communities and independent experts
                      • B. Post-deployment analysis and escalation of observed harms from operational logs and user complaints
                      • C. Public policy research checklists that assess potential public impacts
                      • D. Quantitative metrics to measure and report fairness and performance
                      Reveal Solution  Discussion  0

                      Correct Answer: A  🗳️

                      Explanation: Only visible for Test4Engine members. You can sign-up / login (it's free).

                      Question #5

                      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. Implement human-in-the-loop reviews.
                      • C. Provide AI prompt engineering training.
                      • D. Conduct bias and fairness testing.
                      Reveal Solution  Discussion  0

                      Correct Answer: B  🗳️

                      Explanation: Only visible for Test4Engine members. You can sign-up / login (it's free).

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