Beyond Expected Goals: A Possession-Aware View of Chance Creation in Soccer

A person with headphones monitors multiple screens displaying sports statistics and a live soccer match in a stadium setting.

Beyond Expected Goals (xG+) redefines how we measure scoring danger in soccer by valuing not just shots—but the moments that create them. By combining the probability of taking a shot with the chance of scoring it, xG+ captures players’ true creative impact, better predicts team performance, and finally gives credit for the skill that happens before the shot.Read More

Optimal Substitution Time

Composite image of football Research Note SOCCERWORLD CUP Optimal Substitution Time Authors: Kaishu Mason, WG'25 Paul Sabin, Senior Sports Analytics Fellow, Wharton Sports Analytics and Business Initiative Published: October 31, 2024 The Greatest Game In the 2022 World Cup final against Argentina, France was down two goals as their hope of repeating as WorldRead More