{ "instance_id": "promo_spike_s42", "scenario_id": "promo_spike", "seed": 42, "oracle_cost": 34657.63, "forecast_decoupling": true, "insight": "Lower forecast error (quantile_stochastic: MAE 10.07) does not guarantee lower inventory cost. deterministic_p50 wins on total cost ($42,309) despite higher MAE (10.11).", "policies": [ { "policy": "naive_ma", "mae": 10.996, "rmse": 14.491, "total_cost": 47913.76, "stockout_cost": 28341.27, "holding_cost": 507.67, "waste_cost": 4221.02, "service_level": 0.87155, "decision_regret": 13256.130000000005, "runtime_sec": 0.0097 }, { "policy": "deterministic_p50", "mae": 10.106, "rmse": 11.588, "total_cost": 42308.81, "stockout_cost": 7.76, "holding_cost": 593.42, "waste_cost": 25357.63, "service_level": 0.99995, "decision_regret": 7651.18, "runtime_sec": 0.0099 }, { "policy": "quantile_stochastic", "mae": 10.068, "rmse": 11.574, "total_cost": 56397.06, "stockout_cost": 0.0, "holding_cost": 1241.95, "waste_cost": 38655.1, "service_level": 1.0, "decision_regret": 21739.43, "runtime_sec": 0.0404 }, { "policy": "quantile_robust", "mae": 10.264, "rmse": 11.763, "total_cost": 77531.04, "stockout_cost": 0.0, "holding_cost": 1509.69, "waste_cost": 59271.35, "service_level": 1.0, "decision_regret": 42873.409999999996, "runtime_sec": 0.0403 } ] }