mlsanityData to 14 Oct 2026

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

arXiv 2608.09887 ↗First posted 10 Aug 2026cs.CV cs.CY cs.LGcited by 1

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Abstract (arXiv)

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.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 8 of its 14 references that are in the map. First posted on arXiv 10 Aug 2026.

Builds on

8 of 14 references.

References · 8

  1. 2022BoT-SORT: Robust Associations Multi-Pedestrian Trackingcited by 320
  2. 2018Actions Speak Louder Than Goals: Valuing Player Actions in Soccercited by 90
  3. 2024SoccerNet Game State Reconstruction: End-to-End Athlete Tracking and Identification on a Minimapcited by 34
  4. 2020A framework for the fine-grained evaluation of the instantaneous expected value of soccer possessionscited by 24
  5. 2024PnLCalib: Sports Field Registration via Points and Lines Optimizationcited by 14
  6. 2024TranSPORTmer: A Holistic Approach to Trajectory Understanding in Multi-Agent Sportscited by 11
  7. 2023Inferring Player Location in Sports Matches: Multi-Agent Spatial Imputation from Limited Observationscited by 9
  8. 2024Enhancing Soccer Camera Calibration Through Keypoint Exploitationcited by 7

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