Data science approach to simulating the FIFA World Cup Qatar 2022 at a website in tribute to Maradona

被引:0
|
作者
Alvarez, Alejandro [1 ]
Cataldo, Alejandro [2 ]
Duran, Guillermo [1 ,3 ,5 ,6 ]
Duran, Manuel [4 ]
Galaz, Pablo [3 ]
Monardo, Ivan [1 ]
Saure, Denis [3 ,6 ]
机构
[1] Univ Buenos Aires, Fac Ciencias Exactas & Nat, Inst Calculo, Buenos Aires, Argentina
[2] Pontificia Univ Catolica Chile, Inst Math & Computat Engn, Sch Engn, Santiago, Chile
[3] Univ Chile, Fac Ciencias Fis & Matemat, Dept Ingn Ind, Santiago, Chile
[4] Univ Buenos Aires, Fac Ingn, Buenos Aires, Argentina
[5] Consejo Nacl Invest Cient & Tecn, Buenos Aires, Argentina
[6] Inst Sistemas Complejos Ingn, Santiago, Chile
关键词
Sports analytics; Match results prediction; Simulation; ASSOCIATION FOOTBALL MATCH; POISSON MODEL; PREDICTION; PROBABILITY; EFFICIENCY; SPORT;
D O I
10.1007/s00180-024-01557-3
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
This article documents the authors' experience developing an Argentinean website in tribute to Diego Maradona (301060.exactas.uba.ar) that leverages the popularity of football in South America (and the world) to illustrate the application of data science models in sports analytics. In particular, we demonstrate their use in computing probabilities associated with various events (winning matches, advancing rounds, and becoming champions) of the FIFA World Cup Qatar 2022. Building on Dixon and Cole's 1997 seminal model, we develop a competing Poisson model that incorporates for each participating team its attack and defense strengths as well as home-advantage effects. The calibration of the model considers match importance levels and emphasizes the recency of a team's performance. Evaluations of the model's results on various prediction accuracy and error metrics indicate that its performance equals or betters the traditional Poisson model and is similar to established betting sites. Our website featuring the model received over 30,000 visits from 11,000 users across 10 countries during the 2022 World Cup and garnered significant media coverage in Argentina. This successful endeavor underlines the potential of mathematics for predicting football match outcomes but also showcases its potential for countless practical applications and its ability to capture the attention and interest of a wide audience.
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页数:25
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