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Why xG can’t always tell us how good a team really is

By Eric December 1, 2025

In the world of football analytics, expected goals (xG) has become a pivotal metric for evaluating team performance beyond just the final score. However, a recent review of the Premier League results from last week has sparked a debate about the reliability of this statistic. For those unfamiliar, xG quantifies the quality of goal-scoring chances based on various factors, such as shot location, type of shot, and the defensive pressure involved. While xG is intended to provide a more nuanced understanding of a team’s attacking efficiency, the results from last week have left many questioning its validity.

For instance, some matches ended with surprising scorelines that did not align with the xG predictions. A team might have dominated possession and created numerous opportunities, only to fall short in the final scoreline due to a lack of clinical finishing or bad luck. Conversely, another team may have won with a lower xG, capitalizing on a few high-quality chances while being outplayed for most of the match. This disconnect raises important questions about how effectively xG can capture the unpredictable nature of football. Critics argue that while xG is a valuable tool for analysis, it can sometimes misrepresent a team’s true performance, especially in matches that feature extraordinary goalkeeping or defensive resilience.

Moreover, the inconsistency in xG interpretations can lead to misunderstandings among fans and analysts alike. For example, a team that consistently outperforms its xG might be lauded for its efficiency, while one that underperforms could face scrutiny despite playing well. This week’s Premier League results highlight the need for a more holistic approach to evaluating teams, one that combines xG with traditional metrics and context-specific factors. As the debate continues, it’s clear that while xG can offer insights, it should not be the sole measure of a team’s capabilities or success on the pitch. Football remains an unpredictable sport, and sometimes, the numbers just don’t tell the whole story.

If you look at the xG for the Premier League results last week, you would probably be thinking the statistic is a load of rubbish.

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