IAPP Artificial Intelligence Governance Professional (AIGP) — Question 12

The most important factor in ensuring fairness when training an AI system is:

Answer options

• A. The architecture and model selection.
• B. The data labeling and classification.
• C. The data attributes and variability.
• D. The model accuracy and scale.

Correct answer: C

Explanation

The correct answer is C because the characteristics of the data and its diversity play a crucial role in ensuring that the AI system treats all groups fairly. Options A, B, and D focus on other aspects of the AI development process, such as model design or performance metrics, which do not directly address the issue of fairness in the training data.