AAIR exam dumps

ISACA AAIR Value Package

(Include: PDF + Desktop Test Engine + Online Test Engine)

  • Exam Code: AAIR
  • Exam Name: ISACA Advanced in AI Risk
  • No. of Questions: 92 Questions and Answers
  • Updated: Sep 12, 2026

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  • Total Questions: 92
  • Updated on: Sep 12, 2026
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  • Total Questions: 92
  • Updated on: Sep 12, 2026
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  • Total Questions: 92
  • Updated on: Sep 12, 2026
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ISACA AAIR Exam Syllabus Topics:

SectionObjectives
Topic 1: Ethics, Privacy, and Responsible AI- Ethical AI principles and compliance
  • 1. Transparency and explainability
    • 2. Bias and fairness mitigation
      Topic 2: AI Lifecycle Controls- Controls across AI development lifecycle
      • 1. Data quality and preparation controls
        • 2. Model validation and testing
          Topic 3: AI Risk Management- Risk identification and assessment for AI systems
          • 1. Operational risk in AI deployment
            • 2. Model risk identification
              Topic 4: Regulatory and Compliance Requirements- Global AI regulatory landscape
              • 1. Data protection and privacy regulations
                • 2. Industry standards for AI risk management
                  Topic 5: AI Governance and Strategy- AI governance frameworks and organizational oversight
                  • 1. Roles and responsibilities in AI governance
                    • 2. Policy development for AI systems

                      ISACA Advanced in AI Risk Sample Questions:

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

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

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

                      A credit-scoring AI solution exhibits steadily declining accuracy despite unchanged input distributions.
                      Which of the following should a risk practitioner consider to be the GREATEST risk?

                      • A. Concept drift leading to faulty decisions
                      • B. Technical delays affecting credit score updates
                      • C. Underfitting resulting from shortened training cycles
                      • D. Increased model retraining costs
                      Answer: A

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

                      Which of the following is the GREATEST risk when an organization lacks clearly defined accountability mechanisms for AI outputs and decisions?

                      • A. Ineffective model training
                      • B. Reduced availability
                      • C. Legal liability
                      • D. Intellectual property exposure
                      Answer: C

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

                      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. Likelihood of data poisoning attacks
                      • B. Shortage of AI expertise among staff
                      • C. Potential harm to stakeholders
                      • D. Long-term reduction of operational costs
                      Answer: C

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

                      AI tools can BEST help to mitigate supply chain risk by:

                      • A. performing sentiment analysis on supplier reputation and reviews.
                      • B. identifying historical physical and logical security control gaps.
                      • C. enhancing predictive capabilities to identify potential disruptions.
                      • D. automating routine inventory management tasks.
                      Answer: C

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

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