Predicting the Pros
Predictions/Keshawn Martin
Keshawn Martin

Player breakdown

Keshawn Martin

Michigan St. · 2012 Draft Class

5-11188 lbs4th round, 121st overallAge at Draft: 22Age: ~36
LowDid Not Hit
Major awards: 0Heisman votes: 0NIL Contract Value: --
Watch Highlights

Model confidence

Success Probability

38%

YearTeamGGSTgtRecYdsY/RTDY/G
2012HOU1612810858.515.3
2013HOU161402225311.5215.8
2014HOU160126781304.9
2015NWE98372426911.2229.9
Career57101176268511.0512.0
SeasonTeamConfGRecYdsTDYPRYPG
2008Michigan StateBig Ten101113201213.2
2009Michigan StateBig Ten1318411522.831.6
2010Michigan StateBig Ten1132394112.335.8
2011Michigan StateBig Ten1466777411.855.5
Career481271,7141013.535.7

Model readout

Probability, context, and base score

XGBoost Prob

2%

ML model output

Context Prob

92%

Rule-based model

Suppression Signals

6

Depth chart context

SHAP Base

0.955

Average prediction

Top Positive Factors

Recruit dominator synergy+0.491
Outperformed team passing efficiency by 0.96x — route-running independent of system+0.190
BMI 26.2 — ideal frame for NFL WR (188 lbs)+0.185

Top Negative Factors

Program WR pipeline: 2% NFL 1000-yard conversion rate-2.396
-18.7 ypg vs. draft class average — below class average-0.601
Accounted for 1.72 yards per team pass attempt — featured receiver share-0.395

SHAP Feature Impact (Top 20)