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ISACA AAIR Exam Syllabus Topics:

ISACA Advanced in AI Risk Sample Questions:

1. Which of the following is the PRIMARY benefit of incorporating new AI-specific controls?

A) It accelerates deployment timelines by enabling more efficient pre-deployment risk analysis.
B) It provides a holistic approach to address conventional governance exposures and emerging AI vulnerabilities.
C) It reduces costs by eliminating redundant controls and consolidating control oversight.
D) It identifies and prioritizes compliance reporting requirements that apply to both existing and new controls.

2. An organization uses multiple external data sources to train its AI models. Which of the following is the risk practitioner's BEST recommendation to protect the organization from data poisoning attacks?

A) Enhanced regularization and training techniques to limit the influence of anomalies
B) Stringent controls over model code and deployment artifacts
C) Data integrity reviews in response to indications that significant model drift has occurred
D) Continuous monitoring and anomaly detection for data ingestion pipelines

3. Which of the following is the PRIMARY benefit of implementing a comprehensive data pipeline for AI model training, testing, and validation?

A) Sharing of governance risk with external data and service providers
B) Automation of complex tasks in early stages of the data pipeline
C) Enhanced auditability of outputs to provide evidence of regulatory compliance
D) Reduced risk of introducing errors into the final AI model

4. Which of the following BEST mitigates risk associated with evasion attacks on AI models?

A) Anomaly detection
B) API rate limiting
C) Predictive analytics
D) Feature importance weighting

5. 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) Rapid identification of cyber threats and risks
D) Improved compliance with regulatory requirements

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