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Latest AAIA Exam Practice Questions

The practice questions for AAIA exam was last updated on 2025-09-15 .

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Question#1

A retail organization uses an AI model to analyze customers' purchase history in order to offer personalized discounts.
Which of the following practices represents the MOST ethical use of customer data?

A. Utilizing customer purchase data only after obtaining explicit consent and allowing customers to opt out

B. Retaining and analyzing all available customer data to ensure unbiased recommendations

C. Providing the public with access to review and audit the data set of collected customer information

D. Sharing customer purchase data with third-party vendors to improve advertising and communication

Question#2

Which of the following controls MOST effectively helps to ensure an AI model is resilient against external threats?

A. AI data set anonymization

B. Monitoring of AI model developers

C. Monitoring of AI access logs

D. AI model configuration testing

Question#3

An organization deploys an AI recruitment platform to screen job applicants. The IS auditor identifies that the platform's decisions may be influenced by model bias.
Which of the following risk mitigation strategies is BEST for the auditor to recommend?

A. Implement a process to periodically test the AI system for biases and adjust parameters as needed.

B. Suspend the use of the AI system until the training data can be verified for fairness and compliance.

C. Retrain the AI model using an external data set certified for inclusivity and fairness.

D. Require manual reviews of all AI-generated recruitment decisions before hiring is finalized.

Question#4

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

B. The applied methodology adequately reflects business objectives.

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

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

Question#5

Which of the following is MOST important to have in place when initially populating data into a data frame for an AI model?

A. The box charts, histograms, scatterplots, and Venn diagrams that identify correlations and outliers

B. The code for separating data into training and testing data sets

C. An analysis of exploratory data that checks for incorrect data types, null values, and duplicate entries

D. An approved risk assessment for including, excluding, or subsequently dropping data attributes from the model

Exam Code: AAIAQ & A: 90 Q&AsUpdated: 2025-09-15

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