IAPP Artificial Intelligence Governance Professional (AIGP) — Question 121

To maintain fairness in a deployed system, it is most important to:

Answer options

• A. Protect against loss of personal data in the model.
• B. Monitor for data drift that may affect performance and accuracy.
• C. Detect anomalies outside established metrics that require new training data.
• D. Optimize computational resources and data to ensure efficiency and scalability.

Correct answer: B

Explanation

Monitoring for data drift is essential because changes in input data can lead to biases and affect the model's fairness and accuracy over time. The other options, while important for different aspects of system performance and security, do not specifically address fairness in the same direct way as monitoring data drift does.