Predicting the Pros
Predictions/Bernard Berrian
Bernard Berrian

Player breakdown

Bernard Berrian

Fresno St. · 2004 Draft Class

6-1183 lbs3rd round, 78th overallAge at Draft: 23Age: ~45
MediumDid Not Hit
Major awards: 0Heisman votes: 0NIL Contract Value: --
Watch Highlights

Model confidence

Success Probability

54%

YearTeamGGSTgtRecYdsY/RTDY/G
2004CHI161441522515214.1
2005CHI112251324618.9022.4
2006CHI15141025177515.2651.7
2007CHI16151287195113.4559.4
2008MIN1613954896420.1760.3
2009MIN1615925561811.2438.6
2010MIN14954282529018
2011MIN512379113018.2
Career109705632884,12214.32437.8
SeasonTeamConfGRecYdsTDYPRYPG
2000Fresno StateWAC936543415.160.3
2001Fresno StateWAC13761,2701316.797.7
2002Fresno StateWAC125412754
2003Fresno StateWAC1463668410.647.7
Career371772,5352214.368.5

Model readout

Probability, context, and base score

XGBoost Prob

55%

ML model output

Context Prob

50%

Rule-based model

Suppression Signals

1

Depth chart context

SHAP Base

0.955

Average prediction

Top Positive Factors

Program WR pipeline: 12% NFL 1000-yard conversion rate+1.315
0.59 TDs/game — reliable scoring role in college+0.208
BMI 24.1 — ideal frame for NFL WR (183 lbs)+0.196

Top Negative Factors

Physical production synergy-0.609
Improvement accelerating (+1.3) — getting better faster each year-0.329
Recruit dominator synergy-0.209

SHAP Feature Impact (Top 20)