Try ISACA : AAIR valid & accurate questions and answers

Updated: Sep 28, 2026

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ISACA AAIR Exam Overview:

Certification Vendor:ISACA
Exam Name:ISACA Advanced in AI Risk (AAIR)
Exam Number:AAIR
Exam Format:Multiple choice
Exam Duration:120 minutes
Available Languages:English
Related Certifications:CRISC
CISM
CGEIT
Real Exam Qty:100 (estimated)
Passing Score:Typically 65% (ISACA standard scaled scoring may apply)
Certificate Validity Period:No fixed expiry (continuing professional education required for maintenance)
Exam Price:USD 575 (non-member, estimated ISACA standard pricing range)
Sample Questions:ISACA AAIR Sample Questions
Exam Way:Online and testing center delivery options (computer-based exam)
Pre Condition:Recommended: familiarity with IT governance, risk management, and AI/ML fundamentals; related ISACA certifications beneficial
Official Syllabus URL:https://www.isaca.org

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 Lifecycle Controls- Controls across AI development lifecycle
      • 1. Model validation and testing
        • 2. Data quality and preparation controls
          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
                  Regulatory and Compliance Requirements- Global AI regulatory landscape
                  • 1. Data protection and privacy regulations
                    • 2. Industry standards for AI risk management

                      ISACA Advanced in AI Risk Sample Questions:

                      Question #1

                      A risk practitioner is reviewing the training data collection process for a new AI model. Which practice best reduces the risk of model bias?

                      • A. Prohibit the use of public and open-source datasets for model training.
                      • B. Apply normalization across all quantitative data for accurate scaling.
                      • C. Maximize the number of input samples collected to ensure diversity.
                      • D. Ensure input samples are representative and relevant.
                      Reveal Solution  Discussion  0

                      Correct Answer: D  🗳️

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

                      Question #2

                      Which of the following is the GREATEST risk when AI governance fails to incorporate stakeholder perspectives in policy and design decisions?

                      • A. Inadequate model transparency and explainability
                      • B. Unclear structures for strategic decision-making
                      • C. Inappropriate concentration of authority for approving AI use cases
                      • D. Misalignment of AI behavior and outputs with expected business cases
                      Reveal Solution  Discussion  0

                      Correct Answer: D  🗳️

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

                      Question #3

                      An organization plans to deploy AI for customer service automation. Which of the following governance approaches BEST aligns culture and risk tolerance?

                      • A. Scale controls to AI system impact and involve business stakeholders to obtain buy-in.
                      • B. Emphasize regulatory compliance concerns when vetting AI business cases.
                      • C. Implement continuous monitoring of AI system key risk indicators (KRIs).
                      • D. Focus enterprise AI risk management on projects with the greatest long-term impact.
                      Reveal Solution  Discussion  0

                      Correct Answer: A  🗳️

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

                      Question #4

                      A healthcare organization plans to use synthetic records in medical research to help protect patient privacy.
                      Which of the following is the GREATEST risk associated with using synthetic data to train AI models?

                      • A. Synthetic data may be more susceptible to data poisoning attacks.
                      • B. The use of synthetic data may lead to regulatory noncompliance.
                      • C. Synthetic data may not reflect the diversity of real-world data.
                      • D. The use of synthetic data may result in an increase in false negatives.
                      Reveal Solution  Discussion  0

                      Correct Answer: C  🗳️

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

                      Question #5

                      Which of the following is the GREATEST risk associated with relying on AI-based analytics for continuous monitoring?

                      • A. Model errors caused by inability to understand context
                      • B. Inability to integrate with legacy infrastructure
                      • C. Increased cost due to more frequent model retraining
                      • D. Skill degradation among the security team
                      Reveal Solution  Discussion  0

                      Correct Answer: A  🗳️

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

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