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ISACA Advanced in AI Risk Sample Questions:

1. An organization integrates multiple AI services using APIs to enhance a customer support chatbot. Which of the following is the GREATEST risk?

A) Customer dissatisfaction from operational delays
B) Insufficient training datasets due to outdated or limited sample coverage
C) Unauthorized disclosure of sensitive records via insecure external connections
D) Greater likelihood of bias or inaccuracy in chatbot responses

2. An organization uses an AI model that learns from live data streams. Which of the following is the BEST course of action to manage the risk of an adaptive model?

A) Restrict data sources and perform periodic data quality inspections.
B) Implement automated monitoring to detect data drift and data poisoning.
C) Apply dynamic performance thresholds and conduct scheduled recalibrations.
D) Utilize a defense-in-depth control approach for model access.

3. An organization plans to deploy a generative AI system that processes sensitive personal data across multiple countries with varying privacy laws. Which of the following is the BEST course of action to manage legal and regulatory exposure?

A) Adopt uniform global policies and implement strong encryption of personal data for all cross-border transfers.
B) Remediate regulatory gaps in each jurisdiction through iterative post-deployment updates and model retraining.
C) Tailor organizational controls to relevant statutory requirements and preserve audit trails to prove adherence.
D) Prioritize protection of intellectual property and restrict disclosure of model operations to safeguard assets.

4. A healthcare organization plans to use synthetic records in medical research to help protect patient privacy.
Which of the following is the GREATEST risk associated with using synthetic data to train AI models?

A) The use of synthetic data may result in an increase in false negatives.
B) The use of synthetic data may lead to regulatory noncompliance.
C) Synthetic data may not reflect the diversity of real-world data.
D) Synthetic data may be more susceptible to data poisoning attacks.

5. Which of the following information is MOST important to add to an organizational business continuity plan (BCP) when adopting a customer-facing AI solution?

A) Criteria for initiation of automated breach containment measures
B) Secure access to alternate resources, multi-region failover, and sufficient load balancing
C) Post-incident audits of AI system recovery times and accuracy metrics
D) Centralization of AI system failover mechanisms under a single cloud service provider

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