AAIA Sample Practice Exam Questions 2025 Updated Verified
Exam Study Guide Free Practice Test LAST UPDATED AAIA
NEW QUESTION # 41
Which of the following is the MOST important reason to perform regular ethical reviews of AI systems?
- A. To ensure the systems align with the preservation of individual rights
- B. To align AI system development with organizational values and principles
- C. To improve the accuracy and performance of the systems
- D. To identify and mitigate potential data drift within models
Answer: A
NEW QUESTION # 42
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?
- A. Provide periodic model audit reports.
- B. Use tools that explain model decisions.
- C. Create dashboards to show outputs.
- D. Document sources and data processes.
Answer: B
NEW QUESTION # 43
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. Retaining and analyzing all available customer data to ensure unbiased recommendations
- B. Providing the public with access to review and audit the data set of collected customer information
- C. Utilizing customer purchase data only after obtaining explicit consent and allowing customers to opt out
- D. Sharing customer purchase data with third-party vendors to improve advertising and communication
Answer: C
NEW QUESTION # 44
Which of the following is the PRIMARY purpose of an AI acceptable use policy?
- A. Establishing guidance on the ethical use of AI
- B. Explaining the distinction between different types of AI
- C. Educating employees on where to find and how to use AI tools
- D. Outlining AI usage monitoring procedures
Answer: A
NEW QUESTION # 45
An IS auditor uses an internally developed generative AI tool to prepare a status update for audit stakeholders. Which of the following is the auditor's MOST appropriate course of action?
- A. Regenerate the results to ensure similar outputs are provided.
- B. Compare results with a publicly available generative AI tool to ensure outputs are similar.
- C. Assess whether the information provided is complete and accurate.
- D. Share and review the results with management.
Answer: C
NEW QUESTION # 46
Which of the following is the PRIMARY objective of AI governance?
- A. Promoting a positive return on investment (ROI) from AI projects
- B. Ensuring controls over AI are designed well and operate effectively
- C. Defining clear roles and responsibilities for AI development, use, and oversight
- D. Implementing compliance and ethics controls for AI initiatives
Answer: C
NEW QUESTION # 47
Which of the following is the GREATEST challenge facing IS auditors evaluating the explainability of generative AI models?
- A. Performance issues due to excessive computation
- B. Algorithms changing as AI continues to learn
- C. Difficulties in preventing the input of biased data
- D. Differences of opinion regarding model types
Answer: B
NEW QUESTION # 48
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?
- A. Excessive reliance on AI-generated insights
- B. Data contamination due to biased AI model outputs
- C. Unauthorized data disclosure
- D. Potential business disruptions
Answer: C
NEW QUESTION # 49
Which of the following should be done FIRST when an attacker exfiltrates sensitive information from an AI model?
- A. Rebuild the AI model using a more secure architecture.
- B. Isolate impacted systems until the attack vector is identified.
- C. Inform regulators and affected stakeholders of a potential data breach.
- D. Implement rate limiting and query restrictions to reduce exploitation attempts.
Answer: B
NEW QUESTION # 50
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?
- A. Developing a draft of an executive summary based on detailed findings and audit scope
- B. Developing action items discussed in closing meetings for management action plans
- C. Revising audit background and scope information based on new information from management
- D. Revising audit conclusions with precise verbiage to describe the audit observations
Answer: A
NEW QUESTION # 51
Which of the following BEST ensures that an AI system complies with user data ownership rights under privacy regulations?
- A. Applying data clustering techniques to anonymize data sets
- B. Implementing a transparent data consent management process
- C. Enforcing strict data retention policies to limit storage duration
- D. Regularly conducting AI system performance testing for accuracy
Answer: B
NEW QUESTION # 52
An IS auditor notes that an AI model achieved significantly better results on training data than on test dat a. Which of the following problems with the model has the IS auditor identified?
- A. Overfitting
- B. Bias
- C. Underfitting
- D. Generalization
Answer: A
NEW QUESTION # 53
Which of the following do supervised AI learning models PRIMARILY use to train algorithms?
- A. Clustered data sets
- B. Labeled data sets
- C. Unlabeled data sets
- D. Randomized data sets
Answer: B
NEW QUESTION # 54
When using off-the-shelf AI models, which of the following is the MOST appropriate way for organizations to approach vendor management?
- A. Establish responsibility and clear terms for model updates and support.
- B. Ensure a minimum of three quotes have been obtained for market research and comparison.
- C. Only use models from vendors with globally recognized accreditation.
- D. Use the vendor only if the contract has been reviewed by the information security department.
Answer: A
NEW QUESTION # 55
Which of the following controls helps mitigate the risk of competitors poisoning data utilized by a machine learning (ML) model performing sentiment analysis of product reviews?
- A. Peer reviewing code that acquires product reviews from social media posts
- B. Hiring a marketing firm to text links to customers requesting product reviews for monetary compensation
- C. Requiring customers to authenticate access to their accounts prior to writing product reviews
- D. Augmenting the unbalanced product review data set with the use of oversampling by the model developer
Answer: C
NEW QUESTION # 56
An IS auditor is auditing a financial system in which a generative AI tool is used to identify trends in batches of 4,000 rows, while the generative AI tool has a limit of 3,000 tokens. Which of the following is the GREATEST concern?
- A. The AI will reject the data set and not analyze the data.
- B. The AI will process only a portion of the data set.
- C. The AI will prioritize high-value entries.
- D. The AI output will be biased toward the first 3,000 tokens.
Answer: D
NEW QUESTION # 57
The PRIMARY objective of machine learning (ML) in data processing is to:
- A. Draw statistical inferences for creating artificial human intelligence.
- B. Analyze data sets to identify visual patterns and trends.
- C. Perform actions that would typically require human intelligence.
- D. Enhance the explainability of AI model outputs.
Answer: C
NEW QUESTION # 58
Which of the following is the MOST important consideration when auditing the data used for training an AI model?
- A. Predictability
- B. Timeliness
- C. Understandability
- D. Representativeness
Answer: D
NEW QUESTION # 59
Which of the following is MOST important to consider when deciding whether to implement an AI solution?
- A. The ethical implications of AI
- B. The speed of AI implementation
- C. The cost of AI implementation
- D. The space required for AI hardware
Answer: A
NEW QUESTION # 60
......
ISACA AAIA Exam Syllabus Topics:
| Topic | Details |
|---|---|
| Topic 1 |
|
| Topic 2 |
|
| Topic 3 |
|
The New AAIA 2025 Updated Verified Study Guides & Best Courses: https://itexambus.passleadervce.com/Advanced-in-AI-Audit/reliable-AAIA-exam-learning-guide.html