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| Section | Weight | Objectives |
|---|---|---|
| AI Life Cycle Risk Management | - AI model and data risk identification - AI development, deployment, and monitoring risks - AI bias, drift, transparency, and control evaluation | |
| AI Risk Program Management | 42% | - Enterprise AI risk program design - AI governance communication and reporting - AI risk assessment and treatment strategies - AI risk monitoring and continuous improvement |
| AI Risk Governance and Framework Integration | 37% | - AI Organizational Processes and Alignment - AI Models, Frameworks, Strategies, and Use Cases - AI Ownership, Oversight, and Accountability |
1. Which of the following is the GREATEST organizational risk when AI performance alerts are not escalated to decision-makers for review and decisioning?
A) Business disruption due to delayed remediation of unstable AI behavior
B) Excessive cost and resource allocation due to redundant mitigation activities
C) Loss of traceability from insufficient model decision logging
D) Inadequate representation of AI operational risk in governance reporting
2. 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) Introducing explainable AI techniques and conducting periodic code reviews
D) Measuring intent-classification error rates and refining training datasets
3. An organization integrates multiple AI services using APIs to enhance a customer support chatbot. Which of the following is the GREATEST risk?
A) Insufficient training datasets due to outdated or limited sample coverage
B) Unauthorized disclosure of sensitive records via insecure external connections
C) Customer dissatisfaction from operational delays
D) Greater likelihood of bias or inaccuracy in chatbot responses
4. Which of the following is the BEST justification for selecting a risk avoidance strategy when considering whether to deploy a high-impact AI system?
A) Shortage of AI expertise among staff
B) Likelihood of data poisoning attacks
C) Long-term reduction of operational costs
D) Potential harm to stakeholders
5. Which of the following BEST mitigates risk associated with evasion attacks on AI models?
A) API rate limiting
B) Predictive analytics
C) Anomaly detection
D) Feature importance weighting
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: D | Question # 3 Answer: B | Question # 4 Answer: D | Question # 5 Answer: C |
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