Contested Aerial Opportunities: The Measurement Gap at the Centre of Football's Set-Piece Revolution
Set pieces now account for one in four Premier League goals. The aerial-duel metric systematically undercounts the contests that decide them.
STATSWING Research Archive
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Set pieces now account for one in four Premier League goals. The aerial-duel metric systematically undercounts the contests that decide them.
Recruitment produces distinct layers of confidence: analyst judgment, model probability, and market price. They are not the same kind of claim.
Transfer prediction treats statistical actions as its analytical unit while structural execution quality remains largely unmeasured.
A proof-of-concept using 200 EPL shooting instances with broadcast-derived 3D body-pose data.
The convention of possession-adjusting centre-back statistics has been widely applied without an equivalent player-level test.
Three causal designs find that the suppression mechanism is real but small; standard implementations likely overcorrect.
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