Free Isaca AAIA Exam Questions

Become Isaca Certified with updated AAIA exam questions and correct answers

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Total 182 Questions | Updated On: Apr 02, 2026

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Question 1

Which of the following is the MOST important step in an AI incident management process to ensurecontinuous improvement?

A : Define ownership

B : Root cause analysis

C : Archive logs

D : Assess severity

Answer: B

Question 2

An IS auditor for a veterinary clinic was informed that the dog breed categorical variable is necessary for thepredictive model. Which of the following introduces the MOST risk?

A : Data scaling was not utilized.

B : Clustering was not utilized.

C : Ordinal label encoding was utilized.

D : One-hot encoding was utilized.

Answer: C

Question 3

An IS auditor is planning an audit of an AI medical prognosis system. Which of the following is the BESTway to test model transparency?

A : Document diagnostic tools for stress tests

B : Build clinical integration workflows

C : Design output assessments for recognized healthcare standards

D : Use the SHapley Additive exPlanations (SHAP) method

Answer: D

Question 4

Which of the following is MOST important for an IS auditor to review during an AI system audit in order to determine compliance with intellectual property and data rights?

A : Data performance metrics

B : Data usage agreements

C : Use of open-source intellectual property

D : Model runtime efficiency logs

Answer: B

Question 5

Which of the following will provide the BEST evidence to support the alignment of an AI model with an organization's business objectives?

A : AI model vulnerability assessment

B : AI change management requests

C : AI model inventory

D : AI acceptable use policy

Answer: C

Page: 1 / 37

Total 182 Questions | Updated On: Apr 02, 2026

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