Fairness Testing Approach

From The Foundation for Best Practices in Machine Learning

Fairness Testing Approach

Control

Document and assess the Fairness testing methodologies that will be applied to Model and/or candidate Models, along with any applicable thresholds for statistical/practical significance, acceptable performance loss tolerance, amongst other metrics.


Aim

To (a) prevent Fairness testing methodology and associated thresholds change during Model review; and (b) highlight associated risks that might occur in the Product Lifecycle.


Additional Information