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ISACA AAIR Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: AI Risk Governance and Framework Integration | 37% | - AI Models, Frameworks, Strategies, and Use Cases - AI Ownership, Oversight, and Accountability - AI Organizational Processes and Alignment |
| Topic 2: AI Risk Program Management | 42% | - AI risk monitoring and continuous improvement - Enterprise AI risk program design - AI governance communication and reporting - AI risk assessment and treatment strategies |
| Topic 3: AI Life Cycle Risk Management | - AI model and data risk identification - AI bias, drift, transparency, and control evaluation - AI development, deployment, and monitoring risks |
ISACA Advanced in AI Risk Sample Questions:
Which of the following should be the PRIMARY consideration when developing AI risk awareness training?
- A. Encouraging a culture that prioritizes the protection of proprietary information
- B. Tailoring training materials to use cases for industry-standard AI models
- C. Ensuring contents are regularly updated to reflect new AI threats
- D. Providing explanations for model decisions related to critical business objectives
Correct Answer: C 🗳️
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Which of the following should be the PRIMARY consideration when determining the priority for restoration of AI systems following a model exfiltration attack?
- A. Reliance on the AI system for critical business requirements
- B. Availability of externally vetted datasets for AI model retraining
- C. AI-specific expertise among business continuity team members
- D. Cost of AI system vulnerability testing and patch deployment
Correct Answer: A 🗳️
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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. Engage external providers to deliver learning content with periodic updates.
- C. Provide role-tailored education supplemented by scheduled refreshers.
- D. Focus the training curriculum on compliance with AI-specific laws and regulations.
Correct Answer: C 🗳️
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An organization is selecting an AI model for a solution that requires the creation of new content. It is MOST important to consider selecting:
- A. a generative model capable of synthesizing samples from an underlying distribution.
- B. a reinforcement learning model that optimizes sequential actions through reward signals.
- C. an unsupervised clustering model that groups observations by similarity metrics.
- D. a rule-based expert system driven by explicit decision rules and domain knowledge.
Correct Answer: A 🗳️
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Which of the following BEST helps to ensure the success of an AI risk management plan?
- A. Robust structures for governance and ethical oversight
- B. Protection mechanisms for proprietary organizational information and trade secrets
- C. Standardization of risk assessment criteria across relevant use cases
- D. Continuous validation of security controls for AI training datasets
Correct Answer: A 🗳️
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