What If They Took the Shot? A Hierarchical Bayesian Framework for Counterfactual Expected Goals
The study developed a hierarchical Bayesian framework to compare how different players would perform given identical shooting opportunities. It uses Football Manager ratings as expert knowledge to estimate player-specific conversion probabilities, allowing for counterfactual reasoning about who would be more likely to score under specific conditions.