First-Mover Bias in Gradient Boosting Explanations: Mechanism, Detection, and Resolution

Drake Caraker, Bryan Arnold, David Rhoads

We identify first-mover bias -- path-dependent concentration of SHAP feature importance from sequential residual fitting in gradient boosting -- as a mechanistic contributor to att…