Predicting the Pros
Predictions/Devard Darling
Devard Darling

Player breakdown

Devard Darling

Washington St. · 2004 Draft Class

6-1213 lbs3rd round, 82nd overallAge at Draft: 22Age: ~44
LowDid Not Hit
Major awards: 0Heisman votes: 0NIL Contract Value: --
Watch Highlights

Model confidence

Success Probability

21%

YearTeamGGSTgtRecYdsY/RTDY/G
2004BAL302252.501.7
2007BAL161391832618.1320.4
2008KAN169331724714.5115.4
Career3510743757815.6416.5
SeasonTeamConfGRecYdsTDYPRYPG
2000Florida StateACC42361189
2002Washington StatePac-1013548001114.861.5
2003Washington StatePac-101350830716.663.8
Career301061,6661915.755.5

Model readout

Probability, context, and base score

XGBoost Prob

1%

ML model output

Context Prob

58%

Rule-based model

Suppression Signals

3

Depth chart context

SHAP Base

0.955

Average prediction

Top Positive Factors

0.69 TDs/game — reliable scoring role in college+0.204
BMI 28.1 — outside ideal range for NFL WR (213 lbs)+0.195
Speed score 102.1 — strong weight-adjusted athleticism+0.142

Top Negative Factors

Program WR pipeline: 3% NFL 1000-yard conversion rate-2.528
+6.7 ypg vs. draft class average — below class average-0.529
Improvement accelerating (+22.1) — getting better faster each year-0.446

SHAP Feature Impact (Top 20)