Predicting the Pros
Predictions/Frank Summers
Frank Summers

Player breakdown

Frank Summers

UNLV · 2009 Draft Class

5th round, 169th overallAge at Draft: 24Age: ~41
LowMissed 1000+ Scrim
Major awards: 0Heisman votes: 0NIL Contract Value: --
Watch Highlights

Model confidence

Success Probability

5%

YearTeamGRush AttRush YdsRush TDRecRec YdsRec TDScrim Yds
2013BUF15124617791125
2014BUF10617159026
SeasonTeamConfGRush AttRush YdsRush TDRecRec YdsScrim Yds
2007UNLVMountain West72029286232521,180
2008UNLVMountain West7183740813150890

Model readout

Probability, context, and base score

XGBoost Prob

5%

ML model output

Context Prob

5%

Rule-based model

Suppression Signals

0

Depth chart context

SHAP Base

0.268

Average prediction

Top Positive Factors

0.00 ypg per lb — average size-adjusted production+0.360
20 career TDs — prolific scoring production+0.188
Short shuttle not recorded at combine+0.175

Top Negative Factors

No combine speed data — model penalizes missing athleticism-0.483
Rb rush td rate-0.411
Rb rush yards per attempt-0.337

SHAP Feature Impact (Top 20)