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ISACA AAIR Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| AI Life Cycle Risk Management | 21% | - AI Model Training, Testing, and Validation - AI Design, Development/Procurement, and Documentation - AI Implementation, Maintenance, and Decommissioning - AI Data and Asset Management |
| AI Risk Program Management | 42% | - AI Risk Assurance and Continuous Improvement - AI Risk Monitoring and Reporting - AI Risk Identification and Assessment - AI Risk Response and Mitigation |
| AI Risk Governance and Framework Integration | 37% | - AI Trustworthiness, Ethical and Societal Implications - AI Regulatory Compliance and Legal Considerations - AI Policies, Procedures, and Organizational Training - AI Organizational Processes and Alignment - AI Ownership, Oversight, and Accountability - AI Models, Frameworks, Strategies, and Use Cases |
ISACA Advanced in AI Risk Sample Questions:
Which of the following BEST mitigates the risk of misaligned return on investment (ROI) in AI initiatives?
- A. Creating separate metrics for AI-aligned workforce development
- B. Mapping AI project outcomes to enterprise performance metrics
- C. Establishing a comprehensive inventory of AI systems and services
- D. Prioritizing quantifiable outcomes in ROI calculations
Correct Answer: B 🗳️
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Which of the following is the MOST important consideration for a risk practitioner assessing the reproducibility of model outputs?
- A. Identification of process dependencies with AI model development
- B. Reliance on proprietary algorithms for AI model outputs and decisions
- C. Automated end-to-end capture of metadata and data lineage
- D. Key performance indicators (KPIs) for model accuracy
Correct Answer: C 🗳️
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An organization seeks to improve AI oversight by incorporating external perspectives regarding potential public harms from AI use. Which of the following is MOST important to consider?
- A. Public policy research checklists that assess potential public impacts
- B. Quantitative metrics to measure and report fairness and performance
- C. Formal procedures to solicit and prioritize feedback from affected communities and independent experts
- D. Post-deployment analysis and escalation of observed harms from operational logs and user complaints
Correct Answer: C 🗳️
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Which of the following BEST helps to ensure an AI system ' s potential human rights harms are managed?
- A. Monitoring system output metrics periodically
- B. Engaging stakeholders in recurring risk treatment processes
- C. Classifying personal information according to sensitivity and criticality
- D. Aligning AI policies to global privacy and security frameworks
Correct Answer: B 🗳️
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Which of the following BEST helps to ensure a deep learning model with a large volume of relevant data meets an organization ' s needs?
- A. Hyperparameter fine-tuning
- B. Unsupervised learning
- C. Data augmentation
- D. Federated accountability model
Correct Answer: A 🗳️
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