Online Access Free ISACA.AAIA.v2025-10-31.q32 Practice Test (Page 6)

AAIA Exam Question 21

An IS auditor is auditing a financial system in which a generative AI tool is used to identify trends in batches of 4,000 rows, while the generative AI tool has a limit of 3,000 tokens. Which of the following is the GREATEST concern?

A.The AI will process only a portion of the data set.

B.The AI will reject the data set and not analyze the data.

C.The AI output will be biased toward the first 3,000 tokens.

D.The AI will prioritize high-value entries.

AAIA Exam Question 22

Which of the following is MOST important for an IS auditor to consider when identifying AI risk in a know your customer (KYC) application within a banking organization?

A.Benchmarking against peer organizations

B.Business disruption and financial impact

C.Intellectual property leakage and invalidation

D.Incident response plan

AAIA Exam Question 23

For a sales promotion, an AI system sorts customer attributes into several categories by analyzing transaction history. Verifying which of the following would BEST validate the effectiveness of this process?

A.The applied methodology adequately reflects business objectives.

B.Sensitive attributes are converted to other data types prior to input.

C.Stress tests are regularly conducted to maintain consistent AI performance.

D.Sampling of AI output is conducted to identify unusual decisions.

AAIA Exam Question 24

Which of the following controls helps mitigate the risk of competitors poisoning data utilized by a machine learning (ML) model performing sentiment analysis of product reviews?

A.Hiring a marketing firm to text links to customers requesting product reviews for monetary compensation

B.Augmenting the unbalanced product review data set with the use of oversampling by the model developer

C.Peer reviewing code that acquires product reviews from social media posts

D.Requiring customers to authenticate access to their accounts prior to writing product reviews

AAIA Exam Question 25

A car manufacturer uses an AI model to predict maintenance needs for its vehicles. Which of the following techniques can an IS auditor apply to MOST effectively verify the AI model's decisions to stakeholders?

A.Utilizing support vector machines (SVM) to classify vehicles based on maintenance urgency

B.Using neural network visualization to show how the AI model processes data through its layers

C.Using K-means algorithms to group vehicles based on mileage or engine temperature for maintenance patterns

D.Using local interpretable model-agnostic explanation (LIME) to analyze how specific features contribute to predictions

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AAIA Exam Question 21

AAIA Exam Question 22

AAIA Exam Question 23

AAIA Exam Question 24

AAIA Exam Question 25

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