Predicting the Pros
Predictions/James Hardy
James Hardy

Player breakdown

James Hardy

Indiana · 2008 Draft Class

6-5217 lbs2nd round, 41st overallAge at Draft: 22Age: ~40
LowDid Not Hit
Major awards: 0Heisman votes: 0NIL Contract Value: --
Watch Highlights

Model confidence

Success Probability

15%

YearTeamGGSTgtRecYdsY/RTDY/G
2008BUF143249879.726.2
2009BUF20119904.5
Career1632510969.626.0
SeasonTeamConfGRecYdsTDYPRYPG
2005IndianaBig Ten10618931014.689.3
2006IndianaBig Ten10517221014.272.2
2007IndianaBig Ten13791,1251614.286.5
Career331912,7403614.383.0

Model readout

Probability, context, and base score

XGBoost Prob

8%

ML model output

Context Prob

50%

Rule-based model

Suppression Signals

1

Depth chart context

SHAP Base

0.955

Average prediction

Top Positive Factors

54.0% TD share at small school — dominant alpha receiver red-zone role+0.331
Physical production synergy+0.326
BMI 25.7 — ideal frame for NFL WR (217 lbs)+0.233

Top Negative Factors

Program WR pipeline: 3% NFL 1000-yard conversion rate-2.771
Efficiency composite: 0.64 — average combined efficiency-0.210
Scout dominator depth synergy-0.175

SHAP Feature Impact (Top 20)