Which of the following is the GREATEST risk of using AI to generate audit reports?

• A.The AI system uses inconsistent formatting across audit reports.
• B.The AI system misrepresents control effectiveness.
• C.The AI system cannot integrate with management dashboard tools.
• D.The AI system is not able to include historical audit findings.

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Which of the following is the BEST use of AI to audit relationships for conflicts of interest or collusion?

• A.Correlation matrix
• B.Time series analysis
• C.Graph analytics
• D.Monte Carlo simulation

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Which of the following is the MOST important consideration when auditing the data used for training an AI model?

• A.Understandability
• B.Predictability
• C.Timeliness
• D.Representativeness

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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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An IS auditor notes the combined number of records utilized within the training, validation, and testing data sets exceeds the total number of records in the original data set. Which of the following is MOST important for the auditor to determine?

• A.Whether the validation data set utilized the same number of records as the training data sets
• B.Whether a sufficient number of records were utilized in the training data set
• C.Whether the training, validation, and testing data sets were created in the correct order
• D.Whether data leakage occurred from utilizing overlapping records in the data sets

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