Fairness Testing Schedule

From The Foundation for Best Practices in Machine Learning

Fairness Testing Schedule

Control

Define a policy for timing of re-assessment of Model fairness that includes re-testing at regular intervals and/or established trigger events (e.g. any modifications to Model inputs or structure, changes to the composition of the modeled population, impactful policy changes).


Aim

To (a) detect issues with Model Fairness that may not have existed during pre-deployment of the Model; and (b) highlight associated risks that might occur in the Product Lifecycle.


Additional Information