Aurum
Yield Forecast·Original Sagemaker pipeline

2025 Season Forecast

County-Level Corn Yield Predictions

XGBoost model trained on 20 years of USDA NASS, gridMET climate, NASA HLS satellite imagery, USDA Drought Monitor, and gSSURGO soils — issued 4–8 weeks before USDA official estimates.

263

Counties forecast

5

States covered

170 bu/ac

5-state avg

4–8 wks

Lead time

2025 State Yield Forecasts

XGBoost county-level aggregated · vs USDA 2024 actual

Live Model
Iowa 27 bu/ac

184bu/ac

USDA 2024: 211

XGB 184 · KNN 183

Top county: Ida, IA

197 bu/ac predicted

73 counties · 3 rising

Nebraska 9 bu/ac

175bu/ac

USDA 2024: 184

XGB 178 · KNN 172

Top county: Phelps, NE

210 bu/ac predicted

60 counties · 19 rising

Wisconsin 9 bu/ac

171bu/ac

USDA 2024: 162

XGB 164 · KNN 178

Top county: Grant, WI

197 bu/ac predicted

59 counties · 33 rising

Missouri 9 bu/ac

166bu/ac

USDA 2024: 175

XGB 158 · KNN 173

Top county: Atchison, MO

183 bu/ac predicted

53 counties · 8 rising

Colorado 23 bu/ac

154bu/ac

USDA 2024: 131

XGB 146 · KNN 163

Top county: Delta, CO

206 bu/ac predicted

18 counties · 13 rising

Colorado range reflects irrigated (Delta 206) vs dryland (eastern plains 66–88) county variation — both are valid predictions

2025 Yield Forecast — Cone of UncertaintyUSDA overlay

p10/p50/p90 from K-NN analog-year retrieval (K=10) · dashed line = USDA NASS published forecasts

Model forecast (p50)p10–p90 coneAnalog year envelopeUSDA NASS published

Aug 1

183

bu/acre

±19 uncertainty

Early Grain Fill

Sep 1

185

bu/acre

±15 uncertainty

Late Grain Fill / Dough

Oct 1

185

bu/acre

±14 uncertainty

Maturity / Early Harvest

Final

183

bu/acre

±15 uncertainty

End of Season

Analog years used:20202023201620072004— K-NN matched on GDD, NDVI, VPD & drought severity

Iowa — End of Season 2025

183 bu/ac model

210 bu/ac USDA NASS finalΔ -27

p10–p90 analog range

173202

USDA outside the cone — model miscalibrated for this state

2025 vs 2024 USDA — State Comparison

Model state-mean vs USDA 2024 final estimate · bu/acre

Iowa-27 bu/ac vs 2024
184
2025 forecast (model)USDA 2024: 211
Nebraska-9 bu/ac vs 2024
175
2025 forecast (model)USDA 2024: 184
Wisconsin+9 bu/ac vs 2024
171
2025 forecast (model)USDA 2024: 162
Missouri-9 bu/ac vs 2024
166
2025 forecast (model)USDA 2024: 175
Colorado+23 bu/ac vs 2024
154
2025 forecast (model)USDA 2024: 131
2025 Forecast (model)
USDA 2024 Actual

2025 Yield Predictions — County Level

263 counties

Predicted corn yield with 90% CI · XGBoost model8 · sorted by forecast

USDA county finals for 2025 not yet published. NASS QuickStats currently returns no county records for 2025 corn yields. USDA typically releases county-level final estimates in May–June 2026. Re-run scripts/nass_2025_county_finals.pyafter publication and the table below will gain a “USDA 2025” column with model deltas.
#CountyStatePredicted90% CITrend
1Phelps, NENebraska210 bu/ac198222↑ Rising
2Hamilton, NENebraska207 bu/ac194220— Stable
3Delta, COColorado206 bu/ac193218↑ Rising
4Brown, NENebraska206 bu/ac194218— Stable
5Adams, NENebraska205 bu/ac192217— Stable
6Kearney, NENebraska205 bu/ac192217↑ Rising
7York, NENebraska204 bu/ac192216— Stable
8Dawson, NENebraska200 bu/ac188213— Stable
9Hall, NENebraska199 bu/ac186211— Stable
10Yuma, COColorado197 bu/ac185210↑ Rising
Aurum · CSU Hackathon 2026 · XGBoost model8 · R² 0.789 · MAE 12.5 bu/ac