Latest ISACA AAIA Exam Dumps (V8.02) for Your ISACA Advanced in AI Audit (AAIA) Certification Exam Preparation

1. Which of the following is MOST important to consider when auditing an organization's AI procedures?

2. When auditing the transparency of an AI system, which of the following would be the MOST effective way to understand the model's decision-making process?

3. The PRIMARY purpose of maintaining an audit trail in AI systems is to:

4. A digital bank utilizes an AI system to generate credit scores.

Which of the following would BEST mitigate the risk of sudden and unexplained changes in a borrower’s credit score?

5. Which of the following AI system characteristics would BEST help an IS auditor evaluate the system's algorithm?

6. An IS auditor is auditing an organization’s data governance framework. The primary objective is to provide assurance that data management practices are standardized to support a trustworthy AI system.

Which of the following should be the auditor's MOST important consideration?

7. Which of the following is an IS auditor's MOST important course of action when determining whether source data should be entered into approved generative AI tools to assist with an audit?

8. Which of the following is an IS auditor MOST likely to use in order to ensure an AI model has the ability to make correct predictions?

9. Which of the following is the BEST way to support the development and design of high-risk AI systems?

10. 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?

11. Which of the following should be done FIRST when an attacker exfiltrates sensitive information from an AI model?

12. Which of the following is the MOST important purpose of conducting a risk assessment for AI models within an organization?

13. An organization is adopting AI for its procurement and inventory teams, raising concern from stakeholders that they will lose their jobs due to AI.

Which of the following is the BEST way for the IS auditor to assess whether the potential negative impacts were minimized?

14. An IS auditor is looking to expedite reporting for an audit with complex issues.

Which of the following would be the MOST effective way for the auditor to use generative AI?

15. Which of the following is the PRIMARY purpose of an AI acceptable use policy?

16. While evaluating a complex machine learning (ML) model used for regulatory compliance in a financial institution, which of the following should the IS auditor do to BEST ensure transparency?

17. Which of the following is the GREATEST challenge facing IS auditors evaluating the explainability of generative AI models?

18. 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?

19. A bank uses a video-based know your customer (KYC) verification process. Cybercriminals exploit this process by using deepfake technology to impersonate bank customers.

Which of the following countermeasures is the BEST way for the bank to mitigate this risk?

20. Which of the following key performance indicators (KPIs) are MOST important when evaluating whether an AI model meets business objectives?

21. When auditing a research agency's use of generative AI models for analyzing scientific data, which of the following is MOST critical to evaluate in order to prevent hallucinatory results and ensure the accuracy of outputs?

22. When converting data categories before training an AI model, which of the following scenarios represents the GREATEST risk?

23. A retail organization uses an AI model to forecast inventory based on customer purchasing trends and updates the model quarterly. The model recently failed to recognize a surge in demand during a popular shopping season.

Which of the following issues does this situation BEST demonstrate?

24. Which of the following metrics are the BEST indication of a mature and effective approach to an organization's data governance program for its AI systems?

25. Which of the following BEST detects model drift or unexpected changes in AI model outputs?

26. To confirm the fairness of AI model decisions, the BEST way to collect reliable evidence during an AI audit is by:

27. An organization's system development process has been enhanced with AI.

Which of the following features presents the GREATEST risk?

28. Which of the following is the GREATEST risk associated with using AI in audit planning?

29. 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?

30. During an audit of an investment organization's AI-powered software, an IS auditor identifies a potential security risk.

What is the GREATEST risk associated with staff exfiltrating organizational data to a generative AI tool?