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ISACA Advanced in AI Risk - AAIR Exam Questions

Page: 1 / 19
Total 182 questions

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QUESTION NO: 1
Which of the following is the PRIMARY benefit of implementing a formal data disposition process for AI training and operational datasets?

A. Consolidating storage under a single platform with broad access and centralized management B. Reducing exposure to breaches and regulatory penalties C. Accelerating deployment by eliminating redundant validation and governance activities D. Maximizing retention of historical records to support future retraining

Correct Answer: B

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QUESTION NO: 2
Which of the following is the PRIMARY benefit of aligning AI risk management with existing organizational governance frameworks?

A. It standardizes AI acquisition processes across organizational business units. B. It promotes consistent enterprise-level oversight of AI activities and aligns decisioning with strategic objectives. C. It emphasizes the development of specialized functional roles and clarifies AI risk responsibility boundaries. D. It expedites approval processes for compliance with AI laws and regulations.

Correct Answer: B

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QUESTION NO: 3
A risk practitioner assesses a new AI system and determines that the risk is within the organization ' s risk tolerance. Which of the following is the BEST recommendation to ensure system controls remain effective over time?

A. Continuous monitoring for data and performance drift B. Periodic regulatory compliance reviews C. Ongoing AI security and risk awareness training D. Alignment with recognized AI control frameworks

Correct Answer: A

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QUESTION NO: 4
Which of the following is the BEST course of action to mitigate risk during model selection of supervised or unsupervised algorithms?

A. Align algorithmic capabilities to intended use cases. B. Emphasize the generalization capability of algorithms. C. Require the use of supervised learning for model training projects. D. Prioritize cost reductions related to computational requirements.

Correct Answer: A

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QUESTION NO: 5
Which of the following is the PRIMARY benefit of adopting an AI governance framework?

A. Improved allocation of AI solution implementation resources B. Centralized ownership and technical standardization of AI solutions C. Consistent configuration across business units and platforms leveraging AI D. Structured enterprise AI risk oversight and compliance

Correct Answer: D

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QUESTION NO: 6
An aviation operator is integrating AI into flight operations and maps existing controls to identified AI risk.
Which of the following is the risk practitioner ' s BEST course of action?

A. Perform a control gap assessment between current and desired AI control environments. B. Integrate flight operation risk scenarios into the organizational risk register. C. Establish AI system targets for latency and throughput capacity. D. Prioritize available upgrades to existing controls over new control implementation.

Correct Answer: A

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QUESTION NO: 7
Which of the following is the GREATEST concern when an organization cannot clearly explain an AI system
' s decision-making process and the origin of its inputs?

A. Heightened reliance on manual review resulting in approval bottlenecks and slower response times B. Increased dependence on external AI service providers for managing AI system risk throughout its life cycle C. Decrease in AI adoption rates within business units who are regularly responsible for critical decisions D. Inability to detect discriminatory or inaccurate outputs that expose the organization to regulatory and reputational risk

Correct Answer: D

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QUESTION NO: 8
Which of the following is a risk practitioner ' s BEST recommendation to establish accountability for AI system outputs and decisions?

A. Formal documented role assignments with named owners B. Continuous monitoring and key performance indicators (KPIs) C. Centralized governance task force for model decision authority D. Regular reviews of resource allocation for AI projects

Correct Answer: A

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QUESTION NO: 9
Which of the following is the GREATEST risk when an organization relies only on adversarial training to protect a private AI model in a testing environment?

A. Overfitting to limited datasets B. Presence of unaddressed system vulnerabilities C. Increased likelihood of exposing proprietary algorithms D. Inefficient model training cycles

Correct Answer: B

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QUESTION NO: 10
Which of the following is the GREATEST risk when an AI system requires a specific safeguard that cannot be put in place because of technical constraints?

A. Increased operational inefficiency and reliance on manual processes B. Elevated residual exposure due to lack of effective controls C. Deterioration of model accuracy due to restrictions on training datasets D. Degraded user experience resulting from reduced system performance

Correct Answer: B

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Page: 1 / 19
Total 182 questions

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