A mixed effects model for identifying goal scoring ability of footballers

The paper presents a model that can be used to identify the goal scoring ability of footballers. By decomposing the scoring process into the generation of shots and the conversion of shots to goals, abilities can be estimated from two mixed effects models. We compare several versions of our model as a tool for predicting the number of goals that a player will score in the following season with that of a naive method whereby a player`s goals-per-minute ratio is assumed to be constant from one season to the next. We find that our model outperforms the naive model and that this outperformance can be attributed, in some part, to the model`s disaggregating a player`s ability and chance that may have influenced his goal scoring statistic in the previous season. A mixed effects model for identifying goal scoring ability of footballers. Available from: https://www.researchgate.net/publication/263455629_A_mixed_effects_model_for_identifying_goal_scoring_ability_of_footballers [accessed Dec 1, 2015]. Siehe auch: http://www.statslife.org.uk/sports/2406-how-to-identify-goal-scoring-ability-in-football
© Copyright 2014 Journal of the Royal Statistical Society Series A (Statistics in Society). All rights reserved.

Bibliographic Details
Subjects:
Notations:technical and natural sciences sport games
Published in:Journal of the Royal Statistical Society Series A (Statistics in Society)
Language:English
Published: 2014
Online Access:https://www.researchgate.net/publication/263455629_A_mixed_effects_model_for_identifying_goal_scoring_ability_of_footballers
http://www.statslife.org.uk/sports/2406-how-to-identify-goal-scoring-ability-in-football
Volume:177
Issue:2
Pages:1-21
Document types:article
Level:advanced