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ISACA AAIR Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| AI Risk Management | - Risk identification and assessment for AI systems
|
| AI Governance and Strategy | - AI governance frameworks and organizational oversight
|
| Ethics, Privacy, and Responsible AI | - Ethical AI principles and compliance
|
| Regulatory and Compliance Requirements | - Global AI regulatory landscape
|
| AI Lifecycle Controls | - Controls across AI development lifecycle
|
ISACA Advanced in AI Risk Sample Questions:
A financial organization is developing an AI model for credit risk assessment. Which of the following is MOST important to ensure the training data supports accurate and unbiased outcomes?
- A. Synthetic data augmentation
- B. Data normalization
- C. Dataset diversity
- D. Supervised learning
Correct Answer: C 🗳️
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An organization has deployed an AI-powered customer service chatbot. Which of the following BEST helps to ensure the chatbot maintains high accuracy in interpreting and answering customer inquiries?
- A. Calculating precision and recall scores and increasing model temperature
- B. Adopting vendor-recommended thresholds and conducting benchmarking
- C. Measuring intent-classification error rates and refining training datasets
- D. Introducing explainable AI techniques and conducting periodic code reviews
Correct Answer: C 🗳️
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Which of the following is the PRIMARY benefit of incorporating new AI-specific controls?
- A. It provides a holistic approach to address conventional governance exposures and emerging AI vulnerabilities.
- B. It identifies and prioritizes compliance reporting requirements that apply to both existing and new controls.
- C. It accelerates deployment timelines by enabling more efficient pre-deployment risk analysis.
- D. It reduces costs by eliminating redundant controls and consolidating control oversight.
Correct Answer: A 🗳️
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Which of the following metrics BEST indicates false positives in an AI model output?
- A. Recall
- B. Accuracy
- C. Precision
- D. F1 score
Correct Answer: C 🗳️
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Which of the following is the PRIMARY reason to include contractual requirements for model updates and disclosures from third-party AI suppliers?
- A. To determine appropriate access to vendor staff for datasets containing sensitive information
- B. To ensure timely detection and mitigation of new system risks that could harm individuals
- C. To guarantee that existing availability targets will be achieved following each update
- D. To ensure internal trust in the model ' s reliability before launching AI-driven innovation efforts
Correct Answer: B 🗳️
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