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| Section | Objectives |
|---|---|
| Topic 1: Ethics, Privacy, and Responsible AI | - Ethical AI principles and compliance
|
| Topic 2: Regulatory and Compliance Requirements | - Global AI regulatory landscape
|
| Topic 3: AI Governance and Strategy | - AI governance frameworks and organizational oversight
|
| Topic 4: AI Lifecycle Controls | - Controls across AI development lifecycle
|
| Topic 5: AI Risk Management | - Risk identification and assessment for AI systems
|
1. An organization uses AI to generate procedure documents for operational processes. Which of the following would be of GREATEST concern to a risk practitioner?
A) AI-generated procedure manuals include outdated procedures.
B) AI-generated procedure documents do not undergo human review.
C) The AI model is used to generate procedures for high-risk activities.
D) The procedures are not aligned to organizational policy.
2. Which of the following is the PRIMARY benefit of integrating AI risk processes into an enterprise risk framework?
A) More accurate benchmarking of AI key performance indicators (KPIs)
B) Organization-level oversight and strategic alignment
C) Improved compliance with regulatory requirements
D) Rapid identification of cyber threats and risks
3. Which of the following is the MOST important benefit of deploying continuous monitoring and automated anomaly detection for AI models in production?
A) Automated risk register and vulnerability database updates
B) Enhanced interpretability and transparency of model decisions
C) Timely identification of adversarial intrusions and unauthorized parameter changes
D) Improved alignment of model outputs and behavior with organizational strategic goals
4. Which of the following AI system considerations BEST mitigates risk associated with model drift?
A) Maintaining existing levels of variance within datasets during preprocessing
B) Restricting the use of automated data validation to low-risk models
C) Implementing strong access controls based on roles and responsibilities
D) Conducting regular retraining with new relevant datasets
5. Which AI security by design option BEST mitigates targeted model poisoning and supply chain tampering?
A) Adversarial resilience and data integrity controls
B) Frequent model retraining and bias monitoring
C) Use data tokenization for sensitive fields
D) Frequent data refreshes with checksums
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: B | Question # 3 Answer: C | Question # 4 Answer: D | Question # 5 Answer: A |
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