Predicting the Pros
Predictions/DeAndrew Rubin
DeAndrew Rubin

Player breakdown

DeAndrew Rubin

South Florida · 2003 Draft Class

7th round, 253rd overall
LowDid Not Hit
Major awards: 0Heisman votes: 0NIL Contract Value: --
Watch Highlights

Model confidence

Success Probability

29%

Model readout

Probability, context, and base score

XGBoost Prob

1%

ML model output

Context Prob

71%

Rule-based model

Suppression Signals

4

Depth chart context

SHAP Base

0.955

Average prediction

Top Positive Factors

Recruit dominator synergy+0.403
15.6 career YPR — strong efficiency+0.144
34.8 career ypg — limited college production+0.128

Top Negative Factors

Program WR pipeline: 3% NFL 1000-yard conversion rate-1.394
+0.0 ypg vs. draft class average — below class average-0.723
Improvement accelerating (+1.8) — getting better faster each year-0.420

SHAP Feature Impact (Top 20)