Free ISACA AAIA Exam Dumps Questions & Answers

A car rental company is developing an AI system to dynamically adjust rental pricing based on demand, location, and customer profiles. Which of the following is the MOST important reason to conduct specific testing during development?

• A.  To verify that pricing decisions do not result in discriminatory outcomes
• B.  To confirm that the AI system can handle high volumes of customer queries
• C.  To ensure the model's pricing logic aligns with business strategy
• D.  To ensure the system integrates seamlessly with legacy booking platforms

Which of the following BEST ensures representativeness in AI systems when assessing training data periodically?

• A.  Data validation processes are automated and consistently performed.
• B.  Synthetic data is used to train the AI systems.
• C.  Training data is manually reviewed for bias.
• D.  Training data remains relevant and reflects evolving real-world conditions.

During a walkthrough, an auditor learns that model retraining occurs automatically without any approval gate. What is the GREATEST risk this presents?

• A.  Unvalidated model changes being deployed to production, potentially degrading performance or introducing bias
• B.  Reduced explainability
• C.  Increased computing costs
• D.  Slower model training time

The PRIMARY objective of auditing AI systems is to:

• A.  Identify biases and decision transparency.
• B.  Maximize system efficiency and throughput.
• C.  Minimize algorithm latency and information storage impacts.
• D.  Optimize user experience and interface satisfaction.

Which of the following pre-processing steps would MOST effectively justify an AI model's decision to a non-technical stakeholder?

• A.  Permutation feature importance
• B.  Local interpretable model-agnostic explanations (LIME)
• C.  Partial dependence plots
• D.  AI model penetration testing