There is a scene in the film Moneyball where a room full of old baseball scouts argue about which players are worth signing. They talk about confidence, about swagger, about whether a player has “the look.” Then a young analyst with a laptop quietly points out that none of those things actually predict whether a…
The whistle blows. The referee points to the spot. Half the stadium erupts. The other half howls in protest. And somewhere in between, a striker places the ball twelve yards from goal and tries not to think about the millions watching. The penalty kick is the most debated moment in football. Too soft. Clearly a…
Expected goals is the most discussed statistical metric in modern football. It appears on broadcast graphics, in manager press conferences, and across social media after every match. It is also one of the most frequently misunderstood. This article explains what xG actually measures, how the models are built, what the data genuinely tells us, and…