Predicting the Pros
Predictions/Sam Simmons
Sam Simmons

Player breakdown

Sam Simmons

Northwestern · 2002 Draft Class

5th round, 170th overallAge at Draft: 22Age: ~46
LowDid Not Hit
Major awards: 0Heisman votes: 0NIL Contract Value: --
Watch Highlights

Model confidence

Success Probability

7%

YearTeamGGSTgtRecYdsY/RTDY/G
2003MIA110200000
SeasonTeamConfGRecYdsTDYPRYPG
2000NorthwesternBig Ten1035474513.547.4
2001NorthwesternBig Ten1150807716.173.4
Career21851,2811215.161.0

Model readout

Probability, context, and base score

XGBoost Prob

1%

ML model output

Context Prob

42%

Rule-based model

Suppression Signals

1

Depth chart context

SHAP Base

0.955

Average prediction

Top Positive Factors

0.57 TDs/game — reliable scoring role in college+0.208
61.0 career ypg — solid college production+0.124

Top Negative Factors

+0.0 ypg vs. draft class average — below class average-0.723
Program WR pipeline: 5% NFL 1000-yard conversion rate-0.677
Physical production synergy-0.443

SHAP Feature Impact (Top 20)