AAIR exam dumps

ISACA AAIR Value Package

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  • Exam Code: AAIR
  • Exam Name: ISACA Advanced in AI Risk
  • No. of Questions: 182 Questions and Answers
  • Updated: Sep 22, 2026

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ISACA AAIR Exam Syllabus Topics:

SectionObjectives
AI Lifecycle Controls- Controls across AI development lifecycle
  • 1. Model validation and testing
    • 2. Data quality and preparation controls
      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
              AI Governance and Strategy- AI governance frameworks and organizational oversight
              • 1. Roles and responsibilities in AI governance
                • 2. Policy development for AI systems
                  Ethics, Privacy, and Responsible AI- Ethical AI principles and compliance
                  • 1. Bias and fairness mitigation
                    • 2. Transparency and explainability

                      ISACA Advanced in AI Risk Sample Questions:

                      An organization integrates multiple AI services using APIs to enhance a customer support chatbot. Which of the following is the GREATEST risk?

                      • A. Customer dissatisfaction from operational delays
                      • B. Unauthorized disclosure of sensitive records via insecure external connections
                      • C. Greater likelihood of bias or inaccuracy in chatbot responses
                      • D. Insufficient training datasets due to outdated or limited sample coverage
                      Reveal Solution  Discussion  0

                      Correct Answer: B  🗳️

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                      A risk practitioner reviews an AI model that ingests diverse external feeds and determines that their reliability is not consistent. Which of the following BEST mitigates this risk?

                      • A. Updating to the latest model version to accurately reflect real-world data changes
                      • B. Reducing the diversity of the external feeds and the number of classes
                      • C. Weighting historical records over recent samples to limit induced variance
                      • D. Establishing data provenance and implementing stage gate quality reviews
                      Reveal Solution  Discussion  0

                      Correct Answer: D  🗳️

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                      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. Continuous monitoring for data and performance drift
                      • B. Periodic regulatory compliance reviews
                      • C. Alignment with recognized AI control frameworks
                      • D. Ongoing AI security and risk awareness training
                      Reveal Solution  Discussion  0

                      Correct Answer: A  🗳️

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                      Which of the following is the MOST effective way to ensure identified AI risk is considered in business strategy decisions?

                      • A. Periodically report vulnerabilities and emerging risk scenarios.
                      • B. Map AI risk to organizational objectives.
                      • C. Conduct AI risk identification workshops.
                      • D. Emphasize transparency and explainability in AI system design.
                      Reveal Solution  Discussion  0

                      Correct Answer: B  🗳️

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                      An organization seeks to implement a new AI system that uses customer information to create targeted product recommendations. Which of the following is the MOST important consideration to ensure the system complies with regulatory requirements?

                      • A. Legally sourced data with appropriate consent
                      • B. Use of supervised learning during model training
                      • C. Human review of system recommendations
                      • D. Backup and storage protocols for sensitive data
                      Reveal Solution  Discussion  0

                      Correct Answer: A  🗳️

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

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