Predicting the Pros
Predictions/Adimchinobe Echemandu
Adimchinobe Echemandu

Player breakdown

Adimchinobe Echemandu

California · 2004 Draft Class

7th round, 208th overallAge at Draft: 23Age: ~45
LowMissed 1000+ Scrim
Major awards: 0Heisman votes: 0NIL Contract Value: --
Watch Highlights

Model confidence

Success Probability

8%

YearTeamGRush AttRush YdsRush TDRecRec YdsRec TDScrim Yds
2004CLE48250325050
2007HOU720850211096
SeasonTeamConfGRush AttRush YdsRush TDRecRec YdsScrim Yds
2003CaliforniaACC800020199199

Model readout

Probability, context, and base score

XGBoost Prob

8%

ML model output

Context Prob

8%

Rule-based model

Suppression Signals

0

Depth chart context

SHAP Base

0.268

Average prediction

Top Positive Factors

29.9 alt. conference-adjusted ypg — cross-conference production comparison+0.429
0.00 ypg per lb — average size-adjusted production+0.360
Short shuttle not recorded at combine+0.175

Top Negative Factors

No combine speed data — model penalizes missing athleticism-0.483
Rb rush td rate-0.411
Rb rush yards per attempt-0.337

SHAP Feature Impact (Top 20)