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xR: Expected Retention as a Foundational Metric for Possession Survival in Football
Quantitative analysis in football has advanced through the formalization of probabilistic metrics that map individual actions to future outcomes. Expected goals and expected threat have redefined how shooting and progression are evaluated. However, the ability of a team to sustain possession under pressure remains insufficiently isolated as a primary analytical object. This work introduces Expected Retention (xR), a probabilistic metric that estimates the likelihood that a gi
Apr 1211 min read


The Line Breaking Illusion: Structural Disruption, Threat Realization, and the Measurement of Tactical Truth
Modern football analytics frequently treats line breaking actions as inherently progressive and therefore inherently valuable. This article challenges that assumption. Using large scale event data enriched with defensive structure descriptors and dynamic threat metrics, we introduce a classification framework that separates structural disruption from realized attacking value. We show that a substantial share of line breaking events generate no measurable destabilization of de
Feb 137 min read


Dynamic Threat Under Risk: a structural view of player value in possession
Most football analytics frameworks are built around a single implicit assumption: that value in possession can be meaningfully reduced to how much danger an action creates . Whether expressed as expected goals, expected threat, possession value or packing-based measures, the dominant paradigm evaluates actions primarily by their offensive upside. This paradigm is powerful, but incomplete . Football possessions do not fail because they fail to create danger; they fail because
Jan 25 min read


The Hidden Value of the Backward Pass
Why going backwards is often the most progressive decision in football Few actions in football are judged as harshly as the backward pass. It is booed in stadiums, criticised in television analysis, and quietly penalised in most analytical models. When a team plays backwards, the dominant interpretation is almost automatic: they are afraid , they lack ideas , they are wasting time . Modern football analytics, despite its sophistication, has largely inherited this intuition. M
Dec 23, 20256 min read
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