BEAVER Model · College football · 2026

Track Record

How the picks held up, in public

2026 so far

pre-game predictions, scored once games are final
Winners picked
439-127
77.6% of 566 games
BEAVER’s picks: sides
280-276-10
50.4% · 52.4% breaks even
BEAVER’s picks: totals
275-291
48.6% · 52.4% breaks even
Average miss, margin
12.2
Vegas 11.5 · lower is better
Average miss, total
12.5
Vegas 12.3
Vegas gaps, against the spread
146-150
301 games with a 3+ pt gap

Are the win chances honest?

dots near the line mean yes
0%25%50%75%100%BEAVER's win chance0%25%50%75%100%Predicted 7%, won 14% (7 games)Predicted 15%, won 0% (18 games)Predicted 25%, won 36% (28 games)Predicted 35%, won 35% (40 games)Predicted 45%, won 49% (51 games)Predicted 55%, won 45% (56 games)Predicted 65%, won 68% (57 games)Predicted 76%, won 82% (66 games)Predicted 85%, won 85% (73 games)Predicted 97%, won 97% (170 games)

Winners picked by week

0%25%50%75%100%WeekWeek 1: 87% of 991Week 2: 86% of 862Week 3: 81% of 753Week 4: 82% of 714Week 5: 75% of 595Week 6: 72% of 586Week 7: 68% of 627Week 8: 57% of 568

Sam’s Picks

Sam’s projected score against the Vegas line, graded the same way as BEAVER’s
Sam’s Picks: sides
79-89-5
47.0% · 52.4% breaks even
Sam’s Picks: totals
76-97
43.9% · 52.4% breaks even
Games with a Sam’s Pick
173
173 graded so far

How Vegas gaps have done

backtest, model’s side vs. the closing line, pushes excluded
Spread
Gap sizeGamesRecordModel side won
0 to 3 pts3,9111,987-1,92450.8%
3 to 5 pts1,689906-78353.6%
5 to 7 pts986507-47951.4%
7 to 10 pts579285-29449.2%
10+ pts235113-12248.1%
Total
Gap sizeGamesRecordModel side won
0 to 2 pts2,6031,348-1,25551.8%
2 to 4 pts2,1131,069-1,04450.6%
4 to 6 pts1,360669-69149.2%
6 to 9 pts928501-42754.0%
9+ pts348176-17250.6%

52.4% is the break-even rate at standard odds. A gap means the model disagrees with Vegas, not that it is right; small samples swing a lot.

Backtest

7,583 games, 2017 to 2026, each season predicted using only earlier seasons
ModelAvg miss, marginAvg miss, totalWinners pickedBEAVER sideBrier score
EnsembleIn use12.6113.0976.0%51.3%0.159
Ridge12.6613.1375.7%51.7%0.159
LightGBM12.7613.2475.8%51.4%0.160
Elo baseline13.6813.8273.8%48.9%0.170
Vegas closing line12.1912.67n/an/an/a

Average miss is points between the prediction and the real result. Brier score measures win-chance accuracy: 0.25 is a coin flip, lower is better.

Average miss by season

12.012.813.614.315.1201720182019202120222023202420252026Ensemble · 2017: 12.9Ensemble · 2018: 12.8Ensemble · 2019: 12.4Ensemble · 2021: 13.3Ensemble · 2022: 12.6Ensemble · 2023: 12.3Ensemble · 2024: 12.4Ensemble · 2025: 12.2Ensemble · 2026: 12.6Ridge · 2017: 13.0Ridge · 2018: 12.9Ridge · 2019: 12.4Ridge · 2021: 13.4Ridge · 2022: 12.7Ridge · 2023: 12.3Ridge · 2024: 12.4Ridge · 2025: 12.2Ridge · 2026: 12.7LightGBM · 2017: 13.2LightGBM · 2018: 12.9LightGBM · 2019: 12.7LightGBM · 2021: 13.4LightGBM · 2022: 12.7LightGBM · 2023: 12.5LightGBM · 2024: 12.4LightGBM · 2025: 12.4LightGBM · 2026: 12.7Elo baseline · 2017: 14.2Elo baseline · 2018: 13.8Elo baseline · 2019: 13.3Elo baseline · 2021: 13.7Elo baseline · 2022: 13.6Elo baseline · 2023: 13.3Elo baseline · 2024: 13.7Elo baseline · 2025: 13.4Elo baseline · 2026: 14.9
● Ensemble● Ridge● LightGBM● Elo baseline