An option pricing framework for valuation of football players: transfer windows and release clauses

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Authors: Yuta Kudo, Makoto Goto, Martyn Williams, Naoto Noguchi, Shohei Sasaki, Akihiro Takai, Manabu Kosako, Shun Takemoto, Kazuki Nagai
Cited by: 1
References: 17

Abstract

Abstract This study develops a dynamic framework for evaluating professional football player contracts under institutional trading constraints. We incorporate transfer windows and release clauses, which restrict when transfers can occur and under what terms. Player performance is represented by a stochastic process based on a revenue-adjusted Opta metric, and the club’s decision problem is formulated with time-dependent constraints. Numerical analysis reveals two main mechanisms. First, under realistic market conditions, voluntary sellouts are not optimal (“rational retention”). As contract expiration approaches, the declining remaining duration expands the set of situations in which accepting a transfer becomes optimal, generating a pronounced deadline effect. Second, release clauses reduce the club’s discretion by making high-performing players harder to retain when interest from other clubs arrives. Sensitivity analysis shows that the resulting cost is particularly large for high-growth scenarios and in high-liquidity markets with frequent transfer offers, while it is less affected by downside risks such as injuries. An empirical application using proprietary data from a J.League (Japan Professional Football League) club shows that incorporating these institutional features changes contract evaluations materially, yields a lower bound tied to the release fee relative to a static DCF benchmark, and shows through counterfactual experiments that the deadline effect is driven by horizon contraction rather than short-term performance fluctuations.

Fields of Study & Subjects

Sports Analytics and Performance Stochastic processes and financial applications Capital Investment and Risk Analysis

Publication details

Journal / source
Journal of Quantitative Analysis in Sports
Publisher
Walter de Gruyter GmbH
Publication date
29 May 2026
Language
EN