Predicting the Pros
Predictions/James Hanna
James Hanna

Player breakdown

James Hanna

Oklahoma · 2012 Draft Class

6-4252 lbs6th round, 186th overallAge at Draft: 23Age: ~37
LowMissed 700+ Rec
Major awards: 0Heisman votes: 0NIL Contract Value: --
Watch Highlights

Model confidence

Success Probability

10%

YearTeamGGSTgtRecYdsY/RTDY/G
2012DAL1621188610.805.4
2013DAL1681512736.104.6
2014DAL161264481203
2015DAL147149798.805.6
2017DAL16894882215.5
Career7837553737410.114.8
SeasonTeamConfGRecYdsTDYPRYPG
2009OklahomaSEC0648080
2010OklahomaSEC017284616.70
2011OklahomaSEC225363214.5181.5
Career248695814.5347.5

Model readout

Probability, context, and base score

XGBoost Prob

10%

ML model output

Context Prob

10%

Rule-based model

Suppression Signals

0

Depth chart context

SHAP Base

0.854

Average prediction

Top Positive Factors

122" broad jump — strong lower-body explosion+0.529
Speed × production: 47.5 — average combined athletic output+0.191
4.00 TDs/game — dominant red-zone role in college+0.183

Top Negative Factors

Strong ascending production slope (+157 yards/yr) — still improving at draft time-0.555
48.0 ypg as a freshman — solid first-year impact-0.452
1.44 ypg per lb — average size-adjusted production-0.416

SHAP Feature Impact (Top 20)