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ISACA AAIA Exam Syllabus Topics:
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Reference: https://www.isaca.org/credentialing/aaia
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ISACA Advanced in AI Audit Sample Questions:
In order to streamline operations, a bank has deployed an AI application to automatically detect and prevent further fraud on accounts. However, customers have voiced concerns that their usual transactions are being rejected. Which of the following is the MOST likely cause of the false positives?
- A. Data versioning controls were not developed.
- B. Consent is not properly managed.
- C. Compute scale training was not performed.
- D. The hyperparameters are not optimized.
Correct Answer: D 🗳️
Explanation: Only visible for TestPassed members. You can sign-up / login (it's free).
Which of the following key performance indicators (KPIs) are MOST important when evaluating whether an AI model meets business objectives?
- A. AI model accuracy in predicting actual outcomes
- B. Number of users interacting with the AI model
- C. Frequency of AI model retraining
- D. Cost of resources required for AI model training
Correct Answer: A 🗳️
Explanation: Only visible for TestPassed members. You can sign-up / login (it's free).
Which of the following would provide the BEST evidence to an IS auditor that an AI model's outputs are effectively controlled for bias?
- A. Technical details of model development processes are transparent.
- B. Accuracy ranges for various demographic groups are similar.
- C. The organization's AI policies include a clear definition of fairness.
- D. Model training is restricted to data containing real-world human decisions.
Correct Answer: B 🗳️
Explanation: Only visible for TestPassed members. You can sign-up / login (it's free).
Which of the following is the MOST important consideration for change management related to the organization-wide adoption of AI systems and tools?
- A. Implementation of AI-powered systems with shorter user training cycles
- B. Phased implementation and stringent project stage gates
- C. Direct involvement from organization senior leadership
- D. Establishment of organization data governance and infrastructure readiness
Correct Answer: D 🗳️
Explanation: Only visible for TestPassed members. You can sign-up / login (it's free).
Which of the following is the GREATEST benefit of using AI to evaluate data quality during an audit?
- A. Identifying outliers indicating data errors affecting model predictions
- B. Efficiency of reviewing procedures for compliance with regulations
- C. Ability to utilize sample data population for model predictions
- D. Processing cost associated with data analytics
Correct Answer: A 🗳️
Explanation: Only visible for TestPassed members. You can sign-up / login (it's free).
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