{ "instance_id": "supply_disruption_s42", "scenario_id": "supply_disruption", "seed": 42, "oracle_cost": 37644.11, "forecast_decoupling": true, "insight": "Lower forecast error (quantile_stochastic: MAE 5.87) does not guarantee lower inventory cost. naive_ma wins on total cost ($32,921) despite higher MAE (8.71).", "policies": [ { "policy": "naive_ma", "mae": 8.709, "rmse": 11.011, "total_cost": 32920.64, "stockout_cost": 12516.09, "holding_cost": 583.6, "waste_cost": 4970.96, "service_level": 0.9346, "decision_regret": 0.0, "runtime_sec": 0.012 }, { "policy": "deterministic_p50", "mae": 5.889, "rmse": 7.24, "total_cost": 38736.2, "stockout_cost": 52.92, "holding_cost": 678.69, "waste_cost": 22004.59, "service_level": 0.9997, "decision_regret": 1092.0899999999965, "runtime_sec": 0.0118 }, { "policy": "quantile_stochastic", "mae": 5.865, "rmse": 7.219, "total_cost": 50671.72, "stockout_cost": 0.0, "holding_cost": 1219.02, "waste_cost": 33152.7, "service_level": 1.0, "decision_regret": 13027.61, "runtime_sec": 0.0408 }, { "policy": "quantile_robust", "mae": 5.997, "rmse": 7.363, "total_cost": 68811.56, "stockout_cost": 0.0, "holding_cost": 1471.7, "waste_cost": 50764.86, "service_level": 1.0, "decision_regret": 31167.449999999997, "runtime_sec": 0.0419 } ] }