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ISACA AAIR exam : ISACA Advanced in AI Risk

AAIR Exam Simulator
  • Exam Code: AAIR
  • Exam Name: ISACA Advanced in AI Risk
  • Updated: Oct 03, 2026
  • Q & A: 182 Questions and Answers
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ISACA AAIR Exam Syllabus Topics:

SectionObjectives
Ethics, Privacy, and Responsible AI- Ethical AI principles and compliance
  • 1. Bias and fairness mitigation
    • 2. Transparency and explainability
      AI Governance and Strategy- AI governance frameworks and organizational oversight
      • 1. Roles and responsibilities in AI governance
        • 2. Policy development for AI systems
          Regulatory and Compliance Requirements- Global AI regulatory landscape
          • 1. Industry standards for AI risk management
            • 2. Data protection and privacy regulations
              AI Risk Management- Risk identification and assessment for AI systems
              • 1. Operational risk in AI deployment
                • 2. Model risk identification
                  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 should be the PRIMARY consideration when determining the priority for restoration of AI systems following a model exfiltration attack?

                      • A. Reliance on the AI system for critical business requirements
                      • B. Cost of AI system vulnerability testing and patch deployment
                      • C. AI-specific expertise among business continuity team members
                      • D. Availability of externally vetted datasets for AI model retraining
                      Reveal Solution  Discussion  0

                      Correct Answer: A  🗳️

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

                      Question #2

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

                      • A. Providing more rapid identification of overfitting during model training
                      • B. Automating data cleaning and metadata tagging for large datasets
                      • C. Justifying the use of synthetic data to augment smaller datasets
                      • D. Reducing the initial impacts of data poisoning and exfiltration attacks
                      Reveal Solution  Discussion  0

                      Correct Answer: B  🗳️

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

                      Question #3

                      Which of the following is the BEST justification for selecting a risk avoidance strategy when considering whether to deploy a high-impact AI system?

                      • A. Long-term reduction of operational costs
                      • B. Shortage of AI expertise among staff
                      • C. Potential harm to stakeholders
                      • D. Likelihood of data poisoning attacks
                      Reveal Solution  Discussion  0

                      Correct Answer: C  🗳️

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

                      Question #4

                      Which of the following is the PRIMARY benefit of implementing a comprehensive data pipeline for AI model training, testing, and validation?

                      • A. Reduced risk of introducing errors into the final AI model
                      • B. Sharing of governance risk with external data and service providers
                      • C. Enhanced auditability of outputs to provide evidence of regulatory compliance
                      • D. Automation of complex tasks in early stages of the data pipeline
                      Reveal Solution  Discussion  0

                      Correct Answer: A  🗳️

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

                      Question #5

                      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. The AI model is used to generate procedures for high-risk activities.
                      • B. AI-generated procedure documents do not undergo human review.
                      • C. The procedures are not aligned to organizational policy.
                      • D. AI-generated procedure manuals include outdated procedures.
                      Reveal Solution  Discussion  0

                      Correct Answer: B  🗳️

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

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