{ "estimator": "XGBClassifier(tree_method=hist, CPU) + CalibratedClassifierCV(sigmoid, cv=4)", "feature_columns": [ "tenure_months", "role_seniority", "missed_total", "mean_on_time_rate", "std_on_time_rate", "recency_weighted_miss_rate", "on_time_streak_months", "borrow_to_repay_ratio", "penalty_intensity", "contrib_vs_group_ratio", "contrib_flow_volatility", "urban_flag", "group_size", "group_age_years" ], "score_mapping": "reliability = round(100 * (1 - p_default)), clipped to [0,100]", "tiers": { "0-40": "high_risk", "41-70": "watch", "71-100": "low_risk" }, "metrics": { "roc_auc_holdout": 0.7599591419816139, "brier_holdout": 0.09617870308206056, "holdout_positive_rate": 0.11, "mean_score_holdout": 88.56 }, "score_blending": { "member_weight": 0.72, "group_weight": 0.28 }, "stretch_artifacts": { "month_imputes": "month_imputes.json", "group_reliability": "group_reliability.json" } }