ISACA AAIR actual dump : ISACA Advanced in AI Risk

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

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About ISACA AAIR Exam Questions

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ISACA AAIR Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: AI Risk Program Management42%- AI risk monitoring and continuous improvement
- Enterprise AI risk program design
- AI governance communication and reporting
- AI risk assessment and treatment strategies
Topic 2: AI Life Cycle Risk Management- AI development, deployment, and monitoring risks
- AI bias, drift, transparency, and control evaluation
- AI model and data risk identification
Topic 3: AI Risk Governance and Framework Integration37%- AI Organizational Processes and Alignment
- AI Ownership, Oversight, and Accountability
- AI Models, Frameworks, Strategies, and Use Cases

ISACA Advanced in AI Risk Sample Questions:

Question #1

Which of the following is the MOST effective approach to help ensure compliance with AI acceptable use policies?

  • A. Implementing anonymous reporting channels for AI policy violations
  • B. Building trust by embedding AI risk awareness within organizational training
  • C. Requiring use case approval from senior management for AI applications
  • D. Aligning with globally recognized IT policy frameworks and standards
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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Question #2

Which of the following should be the PRIMARY consideration when determining the priority for restoration of AI systems following a model exfiltration attack?

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

Correct Answer: C  🗳️

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Question #3

An organization has developed an AI code of conduct outlining ethical use, data privacy, and transparency principles. Which of the following is the BEST approach to integrate the code of conduct into workforce training?

  • A. Incorporate the code of conduct into onboarding modules for new personnel.
  • B. Provide role-tailored education supplemented by scheduled refreshers.
  • C. Engage external providers to deliver learning content with periodic updates.
  • D. Focus the training curriculum on compliance with AI-specific laws and regulations.
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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Question #4

Which of the following is the MOST suitable key risk indicator (KRI) for model drift resulting in biased or discriminatory outputs?

  • A. Disparate impact ratio
  • B. F1 score
  • C. Output stability
  • D. Population stability index
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #5

Which of the following is the MOST important consideration when managing changes to an AI model in production?

  • A. Expediting rollout of changes in production to ensure service continuity and minimize downtime
  • B. Implementing stringent approval processes for user access to new model functionalities
  • C. Conducting rigorous validation to assess effects on predictive accuracy and model bias
  • D. Allowing operational teams to adjust configuration parameters for real-time performance tuning
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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