{ "instance_id": "holiday_surge_s123", "scenario_id": "holiday_surge", "seed": 123, "oracle_cost": 32296.56, "forecast_decoupling": false, "insight": "For this scenario, deterministic_p50 aligns forecast accuracy and decision cost optimality.", "policies": [ { "policy": "naive_ma", "mae": 9.599, "rmse": 12.821, "total_cost": 40219.91, "stockout_cost": 20810.29, "holding_cost": 531.37, "waste_cost": 4594.88, "service_level": 0.89115, "decision_regret": 7923.350000000002, "runtime_sec": 0.011 }, { "policy": "deterministic_p50", "mae": 7.884, "rmse": 9.636, "total_cost": 37352.64, "stockout_cost": 2.58, "holding_cost": 522.3, "waste_cost": 20690.4, "service_level": 1.0, "decision_regret": 5056.079999999998, "runtime_sec": 0.0112 }, { "policy": "quantile_stochastic", "mae": 8.001, "rmse": 9.74, "total_cost": 49488.74, "stockout_cost": 0.0, "holding_cost": 1063.65, "waste_cost": 32069.38, "service_level": 1.0, "decision_regret": 17192.179999999997, "runtime_sec": 0.0412 }, { "policy": "quantile_robust", "mae": 8.113, "rmse": 9.873, "total_cost": 67092.12, "stockout_cost": 0.0, "holding_cost": 1281.56, "waste_cost": 49176.03, "service_level": 1.0, "decision_regret": 34795.56, "runtime_sec": 0.0409 } ] }