Space-Creating versus Dead Possession: An Off-Ball Possession-Quality Index for Broadcast Football

2026-08-10Computer Vision and Pattern Recognition

Computer Vision and Pattern RecognitionComputers and SocietyMachine Learning
AI summary

The authors explain that having the ball a lot in football doesn’t always mean a team is doing well, especially if they just pass it around without creating chances. They developed a method to identify 'junk possession,' where a team controls the ball but doesn’t improve their position or threaten the opponent. Using data from the 2026 World Cup, they created an index that flags such possessions and showed that these unproductive sequences relate to worse match outcomes. They also used video analysis to see if the possession actually created space on the field, finding that most flagged possessions didn’t help the team advance. Their approach helps distinguish between harmless ball control and effective play, which traditional stats miss.

ball possessionexpected threatVAEPjunk possessionspace creationpitch controloff-ball valueexpected goals (xG)World Cup 2026
Authors
Seongjin Choi
Abstract
Ball possession is the most-cited and most-misleading number in football: 60% recycled in one's own half is not 60% spent pinning the opponent back. Existing event-based possession-value frameworks (expected threat, VAEP, on-ball value) price on-ball actions but ignore the off-ball question a sterile possession poses: did holding the ball create space, or was the circulation dead? We answer this in two layers. First, an event-side junk-possession index prices each possession sequence by its peak threat gain under an expected-threat grid and -- after reconstructing the live scoreline to exclude lead-protecting circulation -- flags low-threat sequences in tied-or-losing states. On the 2026 FIFA World Cup (103 matches, 206 team-matches) the flag correlates negatively with points (r=-0.37) and xG difference (r=-0.51, partly index-coupled). It is not a repackaging of on-ball value: with team offensive VAEP and field tilt held fixed, the junk flag stays strongly negatively associated with points (p<0.0001, also match-clustered) while VAEP is not significant -- in this same-match (descriptive) regression it adds information beyond this on-ball action-value model. Second, for a flagged window we resolve whether it was spatially dead or space-creating by projecting broadcast video to pitch coordinates and measuring a Space-Creation Index (SCI): a net pitch-control change capturing whether the possession seized space or pushed the opponent's block back. Across 31 of 35 flagged windows from nine World Cup matches (a purposive sample), 74% are spatially non-space-creating, 19% weak progression, and 6% space-creating windows the event flag alone would score as failure -- including a side with 73% of the ball that exited on penalties (two non-creating windows). The two layers separate space-creating-but-unconverted from sterile possession, a distinction event-only on-ball value cannot make.