Modeling Methodology Fairness Review

Modeling Methodology Fairness Review

Control

Evaluate the impact of changing Modelling methodology choices (f.e. algorithm, segmentation, hyperparameters, etc.) on Fairness metrics and Model quality.

Aim

To (a) assess whether more fair alternative Models can be made that fulfill the Model objectives; and (b) highlight associated risks that might occur in the Product Lifecycle.