Predicting the Pros
Predictions/Shaun McDonald
Shaun McDonald

Player breakdown

Shaun McDonald

Arizona St. · 2003 Draft Class

5-8169 lbs4th round, 106th overallAge at Draft: 22Age: ~45
HighDid Not Hit
Major awards: 0Heisman votes: 0NIL Contract Value: --
Watch Highlights

Model confidence

Success Probability

73%

YearTeamGGSTgtRecYdsY/RTDY/G
2003STL812110626.207.8
2004STL160683749413.4330.9
2005STL162744652311.4032.7
2006STL160191313610.518.5
2007DET1671277994311.9658.9
2008DET12767353329.5127.7
Career84173762202,49011.31129.6
SeasonTeamConfGRecYdsTDYPRYPG
2000Arizona StatePac-101118297116.527
2001Arizona StatePac-1011471,1041023.5100.4
2002Arizona StatePac-1014871,4051316.1100.4
Career361522,8062418.577.9

Model readout

Probability, context, and base score

XGBoost Prob

55%

ML model output

Context Prob

95%

Rule-based model

Suppression Signals

4

Depth chart context

SHAP Base

0.955

Average prediction

Top Positive Factors

Program WR pipeline: 10% NFL 1000-yard conversion rate+1.133
BMI 25.7 — ideal frame for NFL WR (169 lbs)+0.244
0.67 TDs/game — reliable scoring role in college+0.223

Top Negative Factors

Physical production synergy-0.589
Scout dominator depth synergy-0.423
Improvement accelerating (+3.7) — getting better faster each year-0.404

SHAP Feature Impact (Top 20)