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ISACA Advanced in AI Risk - AAIR Exam Practice Test

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Total 92 questions

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Question 1

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

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

Correct Answer: C

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Question 2

An organization is designing an enterprise dashboard to support governance of its AI program. Which of the following is the risk practitioner's BEST recommendation?

A. Designate AI system uptime, availability, and infrastructure health metrics as primary performance indicators. B. Aggregate diverse metrics from all AI life cycle stages to deliver a unified and actionable enterprise view. C. Assign dashboard responsibility to the IT function and require the inclusion of AI system availability metrics. D. Develop AI-specific risk heat maps based on the degree of variance from predicted model training outcomes.

Correct Answer: B

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Question 3

An organization embeds AI into existing processes without integrating AI risk practices into enterprise governance. Which of the following should a risk practitioner regard as the GREATEST organizational risk?

A. Unclear ownership leading to divergent controls and conflicting objectives B. Difficulty in obtaining business executive approval for AI innovation initiatives C. Overly technical focus that is not aligned with business goals D. Inadequate regulatory compliance documentation

Correct Answer: A

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Question 4

Which of the following poses the GREATEST challenge when performing root cause analysis for incidents involving AI systems and data?

A. Lack of transparency B. Automation bias C. Privacy compliance D. Unclear system objectives

Correct Answer: A

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Question 5

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

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

Correct Answer: D

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Question 6

An organization deploys an AI credit scoring model trained on historical financial data that underrepresents certain demographic groups. Which of the following is the risk practitioner's BEST recommendation to mitigate this risk?

A. Use unsupervised learning to identify hidden or complex discriminatory patterns in the dataset. B. Define specific inclusivity goals and expand data to a broader range of sources. C. Implement reporting for model drift and anomalous model decisions. D. Notify stakeholders that the model may not always reflect standard loan approval thresholds.

Correct Answer: B

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Question 7

Which of the following is the PRIMARY reason to lower AI model temperature?

A. To reduce energy consumption and environmental impact B. To enhance consistency and accuracy of model outputs C. To diversify ideas and recommendations generated by the model D. To mitigate the risk of persistent bias in responses to users

Correct Answer: B

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Question 8

An organization has deployed an AI-powered customer service chatbot. Which of the following BEST helps to ensure the chatbot maintains high accuracy in interpreting and answering customer inquiries?

A. Introducing explainable AI techniques and conducting periodic code reviews B. Adopting vendor-recommended thresholds and conducting benchmarking C. Measuring intent-classification error rates and refining training datasets D. Calculating precision and recall scores and increasing model temperature

Correct Answer: C

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Question 9

AI tools can BEST help to mitigate supply chain risk by:

A. enhancing predictive capabilities to identify potential disruptions. B. identifying historical physical and logical security control gaps. C. automating routine inventory management tasks. D. performing sentiment analysis on supplier reputation and reviews.

Correct Answer: A

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Question 10

An organization has deployed an AI system to automate critical data analysis functions. Which of the following is the MOST appropriate way for the risk practitioner to assess the multiple sources of risk associated with this situation?

A. Document the exploitable technical limitations of all AI system components. B. Quantify the financial impact of competitors' realized risk events on AI initiatives. C. Rate each risk factor independently as a basis for ordering mitigation actions. D. Prioritize the risk factors most likely to generate substantial harm.

Correct Answer: D

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Total 92 questions

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