Predicting the Pros
Predictions/Derek Abney
Derek Abney

Player breakdown

Derek Abney

Kentucky · 2004 Draft Class

5-9179 lbs7th round, 244th overallAge: ~44
LowDid Not Hit
Major awards: 0Heisman votes: 0NIL Contract Value: --
Watch Highlights

Model confidence

Success Probability

12%

SeasonTeamConfGRecYdsTDYPRYPG
2000KentuckySEC1140413310.337.5
2001KentuckySEC1166741611.267.4
2002KentuckySEC1240569414.247.4
2003KentuckySEC1251616512.151.3
Career461972,3391811.950.8

Model readout

Probability, context, and base score

XGBoost Prob

10%

ML model output

Context Prob

35%

Rule-based model

Suppression Signals

0

Depth chart context

SHAP Base

0.955

Average prediction

Top Positive Factors

Program WR pipeline: 23% NFL 1000-yard conversion rate+1.231
Outperformed team passing efficiency by 0.94x — route-running independent of system+0.184
Volume + efficiency: 0.56 — solid combined output within draft class+0.173

Top Negative Factors

-1.3 ypg vs. draft class average — below class average-0.720
Accounted for 1.66 yards per team pass attempt — featured receiver share-0.416
Physical production synergy-0.360

SHAP Feature Impact (Top 20)