{ "rows": 30711, "enterprises": 263, "as_of_months": 22, "horizons": 6, "validation": "expanding-window time-series split over as-of months", "feature_order": [ "feed_cost_change", "output_price_change", "margin_squeeze", "price_z_score", "rainfall_anomaly", "heat_anomaly", "cash_flow_change", "emi_delay", "inventory_days", "feed_staleness_days", "days_since_last_entry", "emi_to_inflow", "feed_cost_change__missing", "output_price_change__missing", "margin_squeeze__missing", "price_z_score__missing", "rainfall_anomaly__missing", "heat_anomaly__missing", "cash_flow_change__missing", "emi_delay__missing", "inventory_days__missing", "feed_staleness_days__missing", "days_since_last_entry__missing", "emi_to_inflow__missing", "trail_mean", "trail_sd", "trail_min", "trail_inflow", "trail_months", "emi", "horizon", "sector_id", "district_id" ], "quantiles": { "p10": { "alpha": 0.1, "pinball_model": 3150.78, "pinball_deterministic": 4182.0 }, "p50": { "alpha": 0.5, "pinball_model": 6194.72, "pinball_deterministic": 7061.24 }, "p90": { "alpha": 0.9, "pinball_model": 2770.14, "pinball_deterministic": 4112.53 } }, "verdict": "3/3 quantiles beat the deterministic strategy on held-out months", "trainedAt": "2026-08-24T11:07:50.265843" }