Hibbeln, Martin Thomas; Kopp, Raphael M.; Urban, Noah - 2022
Based on the world’s largest loss database of corporate defaults, we perform a comparative analysis of machine learning (ML) methods in credit risk modeling across the globe. We find that ML methods, especially tree-based methods, substantially outperform both simple and sophisticated...