mlsanityData to 14 Oct 2026

Space evaluation at the starting point of soccer transitions

arXiv 2505.14711 ↗First posted 17 May 2025stat.AP cs.AIcited by 1

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Abstract (arXiv)

Soccer is a sport played on a pitch where effective use of space is crucial. Decision-making during transitions, when possession switches between teams, has been increasingly important, but research on space evaluation in these moments has been limited. Recent space evaluation methods such as OBSO (Off-Ball Scoring Opportunity) use scoring probability, so it is not well-suited for assessing areas far from the goal, where transitions typically occur. In this paper, we propose OBPV (Off-Ball Positioning Value) to evaluate space across the pitch, including the starting points of transitions. OBPV extends OBSO by introducing the field value model, which evaluates the entire pitch, and by employing the transition kernel model, which reflects positional specificity through kernel density estimation of pass distributions. Experiments using La Liga 2023/24 season tracking and event data show that OBPV highlights effective space utilization during counter-attacks and reveals team-specific characteristics in how the teams utilize space after positive and negative transitions.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 12 of its 72 references that are in the map. First posted on arXiv 17 May 2025.

Builds on

12 of 72 references.

References · 12

  1. 2018Actions Speak Louder Than Goals: Valuing Player Actions in Soccercited by 90
  2. 2022Evaluation of creating scoring opportunities for teammates in soccer via trajectory predictioncited by 20
  3. 2021Evaluation of soccer team defense based on prediction models of ball recovery and being attacked: A pilot studycited by 17
  4. 2023Transformer-Based Neural Marked Spatio Temporal Point Process Model for Football Match Events Analysiscited by 10
  5. 2022Location analysis of players in UEFA EURO 2020 and 2022 using generalized valuation of defense by estimating probabilitiescited by 8
  6. 2023A Strategic Framework for Optimal Decisions in Football 1-vs-1 Shot-Taking Situations: An Integrated Approach of Machine Learning, Theory-Based Modeling, and Game Theorycited by 7
  7. 2025OpenSTARLab: Open Approach for Spatio-Temporal Agent Data Analysis in Soccercited by 7
  8. 2024Forecasting Events in Soccer Matches Through Languagecited by 5
  9. 2024Mathematical models for off-ball scoring prediction in basketballcited by 5
  10. 2024Space evaluation based on pitch control using drone video in Ultimatecited by 5
  11. 2024Estimating Player Performance in Different Contexts Using Fine-tuned Large Events Modelscited by 3
  12. 2023Potential Penetrative Pass (P3)cited by 1

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