Free ISACA AAIA Exam Dumps Questions & Answers

Which of the following should be an IS auditor ' s GREATEST concern if class imbalance is identified in training data for an AI model?

• A.Data quality
• B.Model bias
• C.Data drift
• D.Model overfitting

An IS auditor reviewed an AI-enabled software for processing a bank ' s financial information and discovered errors in the training data. Which of the following would BEST mitigate this risk?

• A.User interface testing
• B.Data quality testing
• C.Model validation on benchmark data
• D.Functional testing of the application

An organization ' s AI model used in the recruitment screening process was found to favor one gender of candidates over others. It was noted that the AI model was trained on recruitment records where the majority of new hires were male. Which bias would this BEST demonstrate?

• A.Confirmation
• B.Label
• C.Geographic
• D.Historical

Which of the following do supervised AI learning models PRIMARILY use to train algorithms?

• A.Randomized data sets
• B.Clustered data sets
• C.Unlabeled data sets
• D.Labeled data sets

When an auditor is using AI to test controls, what would be the HIGHEST risk to the audit ' s integrity?

• A.AI generating test output in a confusing format
• B.AI returning only medium-risk observations from the test
• C.AI testing failing to include all relevant transactions in its analysis
• D.AI tests reviewed by an auditor relying solely on AI output