{ "instance_id": "supply_disruption_s123", "scenario_id": "supply_disruption", "seed": 123, "oracle_cost": 37282.05, "forecast_decoupling": true, "insight": "Lower forecast error (deterministic_p50: MAE 5.28) does not guarantee lower inventory cost. naive_ma wins on total cost ($34,276) despite higher MAE (8.96).", "policies": [ { "policy": "naive_ma", "mae": 8.964, "rmse": 11.513, "total_cost": 34276.4, "stockout_cost": 14027.76, "holding_cost": 573.17, "waste_cost": 4825.48, "service_level": 0.92565, "decision_regret": 0.0, "runtime_sec": 0.0117 }, { "policy": "deterministic_p50", "mae": 5.279, "rmse": 6.688, "total_cost": 36495.95, "stockout_cost": 0.0, "holding_cost": 654.42, "waste_cost": 19966.53, "service_level": 1.0, "decision_regret": 0.0, "runtime_sec": 0.0114 }, { "policy": "quantile_stochastic", "mae": 5.35, "rmse": 6.779, "total_cost": 48405.63, "stockout_cost": 0.0, "holding_cost": 1171.69, "waste_cost": 30908.93, "service_level": 1.0, "decision_regret": 11123.579999999994, "runtime_sec": 0.0428 }, { "policy": "quantile_robust", "mae": 5.414, "rmse": 6.84, "total_cost": 65342.58, "stockout_cost": 0.0, "holding_cost": 1405.0, "waste_cost": 47387.58, "service_level": 1.0, "decision_regret": 28060.53, "runtime_sec": 0.0392 } ] }