ISACA Certified Artificial Intelligence Auditor (CAIA) — Question 23

Which of the following would BEST help an organization justify decisions made by an AI model?

Answer options

• A. Conducting adversarial testing to evaluate the model's robustness
• B. Implementing a tool for model interpretability
• C. Analyzing key performance indicator (KPI) trends to identify inconsistencies in the model's predictions
• D. Auditing the AI model to assess its alignment with business objectives and policies

Correct answer: B

Explanation

The correct answer is B, as implementing a tool for model interpretability directly aids in understanding how the AI model arrives at its decisions, which is crucial for justifying those decisions. Options A, C, and D, while valuable for other aspects of model evaluation, do not specifically address the need for transparency and understanding of the decision-making process.