Free Isaca AAIA Exam Questions

Question 1

Which of the following is the MOST important reason to perform regular ethical reviews of AI systems?

A : To improve the accuracy and performance of the systems

B : To align AI system development with organizational values and principles

C : To ensure the systems align with the preservation of individual rights

D : To identify and mitigate potential data drift within models

Answer: C

Question 2

A healthcare organization uses data clustering to group patients by medical history for personalized treatment recommendations. Which of the following is the GREATEST privacy risk associated with this practice?

A : The clustering requires more data, increasing the risk of a privacy breach.

B : Clustering increases the complexity of the model, making data harder to anonymize.

C : Irrelevant features in the data may result in inaccurate or biased treatments.

D : Clusters can reveal sensitive personal information depending on how the information is presented.

Answer: D

Question 3

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 prioritize high-value entries.

C : The AI will reject the data set and not analyze the data.

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

Answer: D

Question 4

A healthcare organization uses data clustering to group patients by medical history for personalized treatment recommendations. Which of the following is the GREATEST privacy risk associated with this practice?

A : The clustering requires more data, increasing the risk of a privacy breach.

B : Clustering increases the complexity of the model, making data harder to anonymize.

C : Irrelevant features in the data may result in inaccurate or biased treatments.

D : Clusters can reveal sensitive personal information depending on how the information is presented.

Answer: D

Question 5

A healthcare organization uses patient data to train an AI model for early disease detection. Which of the following practices provides the BEST assurance that personal data is secure and its integrity is maintained?

A : Encrypting stored data to reduce exposure and log access

B : Updating the AI model with new data and tracking changes

C : Implementing strict data access controls and conducting security tests

D : Anonymizing patient data and performing regular quality checks

Answer: D