Does Defence Win Championship?
Louis Porter
February 20, 2026
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A simulation study tested whether a +1.0 xG difference is better achieved through elite attack or elite defence. By modelling
Chaos vs Control
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One Season Wonders
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2024/25 Football Season Review
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Editor's Expected Reads
A simulation study tested whether a +1.0 xG difference is better achieved through elite attack or elite defence. By modelling match-to-match variance and thousands of campaigns, it compares points outcomes for contrasting profiles. The numbers deliver a clear verdict on which approach truly maximises titles… but which one comes out on top?
Is “winning culture” a myth or is tanking the real trap? In this article, we break the NFL into three eras and run the numbers. Using Pythagorean win expectation and Markov transition matrices, we test whether finishing lower in the standings truly boosts a franchise’s odds of reaching the top. The twist? In the modern NFL, the data reveals some surprising results.
By Melbourne 2024, Danii Medvedev had logged 1,049 minutes—then led Sinner 2–0 before history flipped. Was it fatigue…or the relative time on court? Across 30+ years of Slam finals, total court time predicts winners a little; relative court time predicts them better. Every +100 minutes vs your opponent slashes win odds by ~25%, and the total-time effect vanishes once the relative time on court is included. So when the fifth set arrives, who really holds the edge?
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Emmanuel Omoregie
Editor & Jack of all trades
A sports enthusiast with a background in tech and finance. His aim is to share thoughtful analysis that adds a fresh perspective to the conversation around sports.
Analytics Corner
Does Defence Win Championship?
A simulation study tested whether a +1.0 xG difference is better achieved through elite attack or elite defence. By modelling
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Home advantage in the Premier League has nearly vanished. Last season’s +0.09 home goal margin was the lowest ever, driven
One Season Wonders
What truly defines a one-season wonder? Is it a flash of brilliance, a statistical anomaly, or simply a story that
