Predicting the Pros
Predictions/Demarcus Ayers
Demarcus Ayers

Player breakdown

Demarcus Ayers

Houston · 2016 Draft Class

5-9182 lbs7th round, 229th overallAge at Draft: 22Age: ~32
LowDid Not Hit
Major awards: 0Heisman votes: 0NIL Contract Value: --
Watch Highlights

Model confidence

Success Probability

12%

YearTeamGGSTgtRecYdsY/RTDY/G
2016PIT21136538.8126.5
SeasonTeamConfGRecYdsTDYPRYPG
2013HoustonAmerican1311130111.810
2014HoustonAmerican1333335210.225.8
2015HoustonAmerican14981,222612.587.3
Career401421,687911.942.2

Model readout

Probability, context, and base score

XGBoost Prob

5%

ML model output

Context Prob

53%

Rule-based model

Suppression Signals

2

Depth chart context

SHAP Base

0.955

Average prediction

Top Positive Factors

Season-to-season ypg consistency: 0.00 — variable output+0.228
Outperformed team passing efficiency by 1.02x — route-running independent of system+0.180
Speed score 73.3 — below average weight-adjusted athleticism+0.152

Top Negative Factors

Program WR pipeline: 4% NFL 1000-yard conversion rate-0.768
-10.0 ypg vs. draft class average — below class average-0.726
Improvement accelerating (+8.4) — getting better faster each year-0.537

SHAP Feature Impact (Top 20)