Saved in:
Bibliographic Details
Main Authors: Cefis, Mattia, Metulini, Rodolfo, Carpita, Maurizio
Format: Preprint
Published: 2026
Subjects:
Online Access:https://arxiv.org/abs/2603.11016
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1866914526983618560
author Cefis, Mattia
Metulini, Rodolfo
Carpita, Maurizio
author_facet Cefis, Mattia
Metulini, Rodolfo
Carpita, Maurizio
contents This paper proposes a novel framework to assess individual player contributions in football, explicitly accounting for the cooperative nature of shot-ending offensive actions. By incorporating team interaction into player evaluation, it also supports economically sustainable decision-making, with practical implications for performance analysis and player scouting. Extending the expected Goal (xG) paradigm, we propose the expected Goal Action (xGA), a measure of shot quality that incorporates build-up play and passing networks. Furthermore, we adapt cooperative game theory and introduce the Player's Restricted Shapley (PRS) statistic, a contribution metric based on restricted coalition structures derived from observed passing interactions, where xGA is adopted to compute the cohesion function. Unlike traditional Shapley approaches, the PRS one restricts coalitions to tactically admissible player subsets, offering action-specific, interpretable measures of marginal contribution in a cooperative context. We apply the framework to 8,421 shot-actions from the Italian League Serie A season 2022/23, and the case studies of AC Milan and SSC Napoli reveal some heterogeneity in contributions within teams. Furthermore, combining the PRS statistic with a final efficiency metric highlights the discrepancies between cooperative engagement and goal conversion.
format Preprint
id arxiv_https___arxiv_org_abs_2603_11016
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle A Model-Based Restricted Shapley Value to Measure the Players' Contribution to Shot Actions in Football
Cefis, Mattia
Metulini, Rodolfo
Carpita, Maurizio
Applications
This paper proposes a novel framework to assess individual player contributions in football, explicitly accounting for the cooperative nature of shot-ending offensive actions. By incorporating team interaction into player evaluation, it also supports economically sustainable decision-making, with practical implications for performance analysis and player scouting. Extending the expected Goal (xG) paradigm, we propose the expected Goal Action (xGA), a measure of shot quality that incorporates build-up play and passing networks. Furthermore, we adapt cooperative game theory and introduce the Player's Restricted Shapley (PRS) statistic, a contribution metric based on restricted coalition structures derived from observed passing interactions, where xGA is adopted to compute the cohesion function. Unlike traditional Shapley approaches, the PRS one restricts coalitions to tactically admissible player subsets, offering action-specific, interpretable measures of marginal contribution in a cooperative context. We apply the framework to 8,421 shot-actions from the Italian League Serie A season 2022/23, and the case studies of AC Milan and SSC Napoli reveal some heterogeneity in contributions within teams. Furthermore, combining the PRS statistic with a final efficiency metric highlights the discrepancies between cooperative engagement and goal conversion.
title A Model-Based Restricted Shapley Value to Measure the Players' Contribution to Shot Actions in Football
topic Applications
url https://arxiv.org/abs/2603.11016