Predicting the Pros
Predictions/Sterling Berkhalter
Sterling Berkhalter

Player breakdown

Sterling Berkhalter

Wake Forest · 2026 Draft Class

6-3203 lbsUndrafted / UpcomingAge: ~20
Low
Major awards: 0Heisman votes: 0NIL Contract Value: --
Watch Highlights

Model confidence

Success Probability

4%

SeasonTeamConfGRecYdsTDYPRYPG
2024CincinnatiBig 121211191117.415.9
2025Wake ForestACC1330416213.932
Career2541607314.824.3

Model readout

Probability, context, and base score

XGBoost Prob

3%

ML model output

Context Prob

30%

Rule-based model

Suppression Signals

0

Depth chart context

SHAP Base

0.955

Average prediction

Top Positive Factors

Recruit dominator synergy+0.452
Season-to-season ypg consistency: 0.00 — variable output+0.261
Team averaged 0.0 pass attempts/game — run-heavy offensive system+0.225

Top Negative Factors

Program WR pipeline: 4% NFL 1000-yard conversion rate-1.146
+0.0 ypg vs. draft class average — below class average-0.733
Improvement accelerating (+1.2) — getting better faster each year-0.398

SHAP Feature Impact (Top 20)