Pressing Intensity: An Intuitive Measure for Pressing in Soccer
Journal:
arXiv
Published Date:
Dec 30, 2024
Abstract
Pressing is a fundamental defensive strategy in football, characterized by
applying pressure on the ball owning team to regain possession. Despite its
significance, existing metrics for measuring pressing often lack precision or
comprehensive consideration of positional data, player movement and speed. This
research introduces an innovative framework for quantifying pressing intensity,
leveraging advancements in positional tracking data and components from
Spearman's Pitch Control model. Our method integrates player velocities,
movement directions, and reaction times to compute the time required for a
defender to intercept an attacker or the ball. This time-to-intercept measure
is then transformed into probabilistic values using a logistic function,
enabling dynamic and intuitive analysis of pressing situations at the
individual frame level. the model captures how every player's movement
influences pressure on the field, offering actionable insights for coaches,
analysts, and decision-makers. By providing a robust and intepretable metric,
our approach facilitates the identification of pressing strategies, advanced
situational analyses, and the derivation of metrics, advancing the analytical
capabilities for modern football.