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System Fit: A Holistic Approach to Comprehending Football

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Lucas Le Saux

February 11, 2026

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Cohesion

Machine Learning

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System Fit is Machine Football’s measure of how well players interact with one another within a specific XI. It captures on‑ball relationships – who combines effectively with whom, and in which zones – and summarises that as both a team‑level score and player‑to‑player cohesion map.

Rather than just asking “how good is this player?”, System Fit asks “how well does this player make the team work?”

What System Fit Measures

At its core, System Fit evaluates the quality and consistency of interactions between teammates when they share the pitch. It focuses on:

  • How often passes, combinations and actions between two players lead to positive outcomes (progression, chance creation, control, or defensive stability) versus breakdowns.

  • Whether those interactions are repeatable patterns rather than one‑off moments.

  • How those links contribute to the effectiveness of the XI as a whole.

The result is:

  • A team System Fit score – an overall chemistry rating for that XI.

  • A network view of individual links – visualising which pairs or small groups of players are driving the team, and where the weak links sit.

How to Read System Fit Visuals

When you see a System Fit snapshot in Machine Football content, you’re typically looking at:


  • Node‑and‑link network

    Each player is a node; lines between them represent interaction quality. Stronger, brighter or thicker lines indicate better chemistry and more positive outcomes from that partnership.


  • Side‑by‑side comparisons

    You might see:

    • The same team with and without a specific player (e.g. Salah vs a successor at Liverpool).

    • Two players in the same role (e.g. Gyökeres vs Merino up front for Arsenal).

    • The same team across seasons or coaches.

These comparisons highlight where adding, removing or re‑positioning a player reshapes the underlying network of interactions, even before headline metrics like goals or assists move.

What System Fit Is Useful For

System Fit underpins much of Machine Football’s analysis because it offers a structured way to answer questions such as:

  • How well does a new signing actually mesh with their teammates, beyond basic stats?

  • Is a coach’s tweak (e.g. a different full‑back profile, a new striker) improving the team’s cohesion or isolating key players?

  • Which partnerships are silently carrying a team – and where are the weak links undermining it?

In short, System Fit is a chemistry score built from real, contextualised interactions on the pitch. It turns raw events into a clear picture of how well a team’s pieces fit together.

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