Predicting the Pros
Predictions/Sam Aiken
Sam Aiken

Player breakdown

Sam Aiken

North Carolina · 2003 Draft Class

6-2209 lbs4th round, 127th overallAge at Draft: 22Age: ~45
LowDid Not Hit
Major awards: 0Heisman votes: 0NIL Contract Value: --
Watch Highlights

Model confidence

Success Probability

16%

YearTeamGGSTgtRecYdsY/RTDY/G
2003BUF50833511.707
2004BUF160181114813.509.3
2005BUF1621345714.303.6
2007BUF12021101000.8
2008NWE14211810112.607.2
2009NWE147412032616.3223.3
2010CLE30117702.3
Career8011944868414.328.6
SeasonTeamConfGRecYdsTDYPRYPG
2000North CarolinaACC1129400313.836.4
2001North CarolinaACC1246789817.265.8
2002North CarolinaACC1268990414.682.5
Career351432,1791515.262.3

Model readout

Probability, context, and base score

XGBoost Prob

10%

ML model output

Context Prob

52%

Rule-based model

Suppression Signals

1

Depth chart context

SHAP Base

0.955

Average prediction

Top Positive Factors

BMI 26.8 — ideal frame for NFL WR (209 lbs)+0.225
Physical production synergy+0.175
Speed score 94.2 — below average weight-adjusted athleticism+0.159

Top Negative Factors

+6.3 ypg vs. draft class average — below class average-0.734
0.43 TDs/game — reliable scoring role in college-0.305
Improvement accelerating (+1.5) — getting better faster each year-0.253

SHAP Feature Impact (Top 20)