{ "instance_id": "baseline_s42", "scenario_id": "baseline", "seed": 42, "oracle_cost": 32649.2, "forecast_decoupling": true, "insight": "Lower forecast error (quantile_stochastic: MAE 7.01) does not guarantee lower inventory cost. deterministic_p50 wins on total cost ($35,694) despite higher MAE (7.05).", "policies": [ { "policy": "naive_ma", "mae": 8.48, "rmse": 10.837, "total_cost": 36618.72, "stockout_cost": 17027.16, "holding_cost": 515.24, "waste_cost": 4530.68, "service_level": 0.9124, "decision_regret": 3969.5200000000004, "runtime_sec": 0.0112 }, { "policy": "deterministic_p50", "mae": 7.051, "rmse": 8.402, "total_cost": 35694.26, "stockout_cost": 44.13, "holding_cost": 520.41, "waste_cost": 19163.99, "service_level": 0.99985, "decision_regret": 3045.0600000000013, "runtime_sec": 0.0114 }, { "policy": "quantile_stochastic", "mae": 7.012, "rmse": 8.351, "total_cost": 47380.17, "stockout_cost": 0.0, "holding_cost": 1053.2, "waste_cost": 29993.74, "service_level": 1.0, "decision_regret": 14730.969999999998, "runtime_sec": 0.04 }, { "policy": "quantile_robust", "mae": 7.151, "rmse": 8.492, "total_cost": 65063.67, "stockout_cost": 0.0, "holding_cost": 1273.37, "waste_cost": 47182.73, "service_level": 1.0, "decision_regret": 32414.469999999998, "runtime_sec": 0.0387 } ] }