ISACA Advanced in AI Risk - AAIR Exam Practice Test

Question 1

An organization uses AI to generate procedure documents for operational processes. Which of the following would be of GREATEST concern to a risk practitioner?

A. AI-generated procedure documents do not undergo human review.

B. The AI model is used to generate procedures for high-risk activities.

C. AI-generated procedure manuals include outdated procedures.

D. The procedures are not aligned to organizational policy.

Correct Answer: A

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Question 2

An election oversight body is considering the use of AI to identify irregularities in voting patterns. Which of the following is the MOST important risk to evaluate?

A. Susceptibility to contextual drift

B. Identification of voter locations

C. Amplification of biases in historical data

D. Distrust of AI among political interest groups

Correct Answer: C

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Question 3

Which of the following BEST helps to ensure adherence to data minimization principles when using an AI model whose training dataset contains personal information?

A. Pseudonymization

B. Role-based access control (RBAC)

C. Data encryption

D. Data loss prevention (DLP)

Correct Answer: A

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Question 4

Which of the following is a risk practitioner's BEST justification for embedding AI risk considerations into acceptable use policies?

A. Addressing the potential for shadow AI by defining an allow list for AI tools

B. Assigning AI risk accountability to business unit leadership

C. Maintaining alignment of enterprise tolerance across decision-making systems

D. Applying uniform risk controls across diverse business functions

Correct Answer: C

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Question 5

Which of the following is the BEST course of action to mitigate risk during model selection of supervised or unsupervised algorithms?

A. Require the use of supervised learning for model training projects.

B. Align algorithmic capabilities to intended use cases.

C. Emphasize the generalization capability of algorithms.

D. Prioritize cost reductions related to computational requirements.

Correct Answer: B

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Question 6

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. Alignment with recognized AI control frameworks

B. Ongoing AI security and risk awareness training

C. Periodic regulatory compliance reviews

D. Continuous monitoring for data and performance drift

Correct Answer: D

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Question 7

An organization is integrating AI systems into core business operations and has decided to establish a formal process to align AI initiatives with corporate values. Which of the following is the GREATEST benefit of this decision?

A. Executive support for technical training and upskilling related to AI can be more effectively obtained.

B. Return on investment (ROI) for new AI services can be evaluated more accurately.

C. The transparency and explainability of AI model decisions is enhanced for all stakeholder groups.

D. Ethical principles can be added to AI development and usage after deployment.

Correct Answer: C

Question 8

Which risk treatment is MOST appropriate when an organization's AI system presents residual risk within tolerance and impacts non-critical functions?

A. Enhance monitoring to detect deviations

B. Implement periodic vulnerability scans.

C. Recommend increasing the tolerance threshold.

D. Document a formal risk acceptance.

Correct Answer: D

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Question 9

Which of the following is the PRIMARY benefit of using AI-based data analytic tools to monitor AI system risk?

A. Forecasting industry-specific AI risk trends and projecting future financial and business risk

B. Reduction of human involvement through automation of risk analyses and treatment decisions

C. Comprehensive logging and documentation of unauthorized AI system access attempts

D. Early detection of latent vulnerabilities by identifying anomalous patterns within large datasets

Correct Answer: D

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Question 10

Which of the following is the GREATEST concern when AI risk management operates separately from enterprise risk management (ERM)?

A. Lack of strategic control alignment

B. Inconsistent regulatory reporting

C. Redundant risk documentation and scoring

D. Reduced return on investment (ROI) due to increased model training costs

Correct Answer: A

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ISACA Advanced in AI Risk - AAIR Exam Practice Test

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