Exam Name: ISACA Advanced in AI Audit
Certification Provider: ISACA
Corresponding Certification: Advanced in AI Audit
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Updated: Oct 23, 2026
No. of Questions: 328 Questions & Answers with Testing Engine
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ISACA AAIA Exam Syllabus Topics:
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Reference: https://www.isaca.org/credentialing/aaia
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ISACA Advanced in AI Audit Sample Questions:
From a data appropriateness and bias perspective, which of the following should be of GREATEST concern when reviewing an AI model used in a credit scoring system?
- A. The model utilizes historical credit data to predict future credit behavior.
- B. The model uses postal codes as a primary factor in determining creditworthiness.
- C. The model incorporates the applicant's loan history to assess spending habits.
- D. The model considers the applicant's income level as a key factor in the credit decision.
Correct Answer: B 🗳️
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Which of the following is MOST effective in analyzing unlabeled datasets to identify anomalies?
- A. Isolation forest
- B. Z-score analysis
- C. Supervised learning
- D. Principal component analysis
Correct Answer: A 🗳️
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Which of the following is the BEST way to ensure data fed into an AI model aligns with business objectives?
- A. Document the data input requirements
- B. Define new data attributes
- C. Change to new data sources
- D. Normalize the data within expected tolerances
Correct Answer: A 🗳️
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Which of the following is the PRIMARY objective of performing adversarial testing on AI models?
- A. Fostering security awareness
- B. Identifying control gaps
- C. Validating AI incident response plans
- D. Determining key risk indicators (KRIs)
Correct Answer: B 🗳️
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An AI developer notices that the labeling guidelines changed during the project and asks an IS auditor for advice. Which of the following is the auditor's BEST recommendation to perform prior to retraining?
- A. Increase class weights on recently labeled data only.
- B. Train a larger model to absorb guideline variance.
- C. Augment the model with additional layers to capture old and new labeling policies.
- D. Relabel stratified samples to estimate shift and adjust data sets accordingly.
Correct Answer: D 🗳️
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