ThresholdSHAP: Operating-Point-Conditioned Explainability for Credit and Churn Models

An explainability add-on that renders the paper's 3D metric-conditioned SHAP analysis — showing how each feature's contribution to a default or churn prediction shifts as the decision threshold and evaluation metric change — so risk and retention teams can defend why a chosen cutoff behaves the way it does.