ISACA Advanced in AI Risk : AAIR

  • Exam Code: ISACA
  • Exam Name: ISACA Advanced in AI Risk
  • Updated: Aug 06, 2026
  • Q & A: 92 Questions and Answers

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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
      AI Risk Management- Risk identification and assessment for AI systems
      • 1. Model risk identification
        • 2. Operational risk in AI deployment
          Ethics, Privacy, and Responsible AI- Ethical AI principles and compliance
          • 1. Transparency and explainability
            • 2. Bias and fairness mitigation
              Regulatory and Compliance Requirements- Global AI regulatory landscape
              • 1. Data protection and privacy regulations
                • 2. Industry standards for AI risk management
                  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:

                      1. An organization is integrating AI systems into core business operations and has decided to establish a formal process to align AI initiatives with corporate values. Which of the following is the GREATEST benefit of this decision?

                      A) Ethical principles can be added to AI development and usage after deployment.
                      B) Return on investment (ROI) for new AI services can be evaluated more accurately.
                      C) The transparency and explainability of AI model decisions is enhanced for all stakeholder groups.
                      D) Executive support for technical training and upskilling related to AI can be more effectively obtained.


                      2. An organization plans to deploy a generative AI system that processes sensitive personal data across multiple countries with varying privacy laws. Which of the following is the BEST course of action to manage legal and regulatory exposure?

                      A) Adopt uniform global policies and implement strong encryption of personal data for all cross-border transfers.
                      B) Prioritize protection of intellectual property and restrict disclosure of model operations to safeguard assets.
                      C) Remediate regulatory gaps in each jurisdiction through iterative post-deployment updates and model retraining.
                      D) Tailor organizational controls to relevant statutory requirements and preserve audit trails to prove adherence.


                      3. 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) Automation of risk assessment processes and clearer AI risk accountability
                      C) Higher stakeholder acceptance rates and more appropriate AI risk policies
                      D) Enhanced AI training programs and staff reskilling initiatives


                      4. Which of the following would be of GREATEST concern to a risk practitioner reviewing the testing and validation of an AI-driven technical support system?

                      A) Insufficient encryption of data at rest and in transit
                      B) Excessive dependence on manual sampling
                      C) Infrequent incorporation of updated training datasets
                      D) Inaccurate outputs resulting from model drift


                      5. 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) Potential harm to stakeholders
                      C) Shortage of AI expertise among staff
                      D) Likelihood of data poisoning attacks


                      Solutions:

                      Question # 1
                      Answer: C
                      Question # 2
                      Answer: D
                      Question # 3
                      Answer: C
                      Question # 4
                      Answer: D
                      Question # 5
                      Answer: B

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