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ISACA Advanced in AI Risk Sample Questions:

1. Which of the following is the MOST important consideration when determining mitigation controls for an AI system?

A) Evaluating control effectiveness and costs against potential business losses from unmitigated AI risk
B) Determining control performance baselines and reporting requirements for regulatory compliance
C) Providing comprehensive AI risk awareness training to security and technical personnel
D) Prioritizing controls based on the complexity and computational requirements of the AI system

2. Which of the following is the PRIMARY benefit of integrating AI-driven business intelligence into enterprise risk processes?

A) Centralized governance of AI inventory and classification activities
B) Enhanced alignment of analysis outputs with organizational risk thresholds
C) Automated production of technical performance reports for AI business tools
D) Reduced costs through elimination of redundant business risk oversight mechanisms

3. An organization intends to implement an AI system that poses significant societal risk and interfaces with critical infrastructure and public services. Which of the following is the BEST course of action?

A) Conduct parallel model evaluation to quantify the impact of system operations.
B) Restrict disclosure of model internal operations to safeguard proprietary algorithms and protect trade secrets.
C) Engage external consultants with expertise on measuring broad societal impacts.
D) Conduct a comprehensive pre-launch evaluation of potential adverse impacts and compliance obligations.

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

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

5. Which of the following should be the MOST important area of focus during the development of data security risk scenarios specific to AI?

A) Attack vectors enabled by techniques for malicious alteration of AI system outputs
B) Quantum encryption methods for the protection of proprietary organizational data assets
C) Development and communication of need-based access policies for the use of AI applications
D) Documentation of business unit readiness for secure adoption of AI for general operations

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