Values represent averages across four temporal periods (2018–2021) under balanced sampling conditions (100% negatives). Cell shading is applied independently within AUC and F1 metric groups, with green indicating higher performance and red indicating lower performance within each metric’s range. Categories with largest XGBoost advantages (insurance, transport, construction) exhibit complex multi-party relationships resisting linear modeling