The evaluation of playing styles integrating with contextual variables in professional soccer

PurposePlaying styles play a key role in winning soccer matches, but the technical and physical styles of play between home and away match considering team quality in the Chinese Soccer Super League (CSL) remain unclear. The aim of this study was to explore the technical and physical styles of play...

Full description

Bibliographic Details
Main Authors: Lingfeng Kong, Tianbo Zhang, Changjing Zhou, Miguel-Angel Gomez, Yue Hu, Shaoliang Zhang
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-09-01
Series:Frontiers in Psychology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fpsyg.2022.1002566/full
_version_ 1798001662538809344
author Lingfeng Kong
Tianbo Zhang
Changjing Zhou
Miguel-Angel Gomez
Yue Hu
Shaoliang Zhang
author_facet Lingfeng Kong
Tianbo Zhang
Changjing Zhou
Miguel-Angel Gomez
Yue Hu
Shaoliang Zhang
author_sort Lingfeng Kong
collection DOAJ
description PurposePlaying styles play a key role in winning soccer matches, but the technical and physical styles of play between home and away match considering team quality in the Chinese Soccer Super League (CSL) remain unclear. The aim of this study was to explore the technical and physical styles of play between home and away matches integrating with team quality in the CSL.Materials and methodsThe study sample consists of 480 performance records from 240 matches during the 2019 competitive season in the CSL. These match events were collected using a semi-automatic computerized video tracking system, Amisco Pro®. A k-means cluster analysis was used to evaluate team quality and then using principal component analysis (PCA) to identify the playing styles between home and away matches according to team quality. Differences between home and away matches in terms of playing styles were analyzed using a linear mixed model.ResultsOur study found that PC1 presented a positive correlation with physical-related variables such as HIRD, HIRE, HSRD, and HSRE while PC2 was positively associated with the passing-related variables such as Pass, FPass, PassAcc, and FPAcc. Therefore, PC1 typically represents intense-play styles while PC2 represents possession-play styles at home and away matches, respectively. In addition, strong teams preferred to utilize intensity play whereas medium and weak teams utilized possession play whenever playing at home or away matches. Furthermore, the first five teams in the final overall ranking in the CSL presented a compensated technical-physical playing style whereas the last five teams showed inferior performance in terms of intensity and possession play.ConclusionIntensity or possession play was associated with the final overall ranking in the CSL, and playing styles that combine these two factors could be more liable to win the competition. Our study provides a detailed explanation for the impact of playing styles on match performances whereby coaches can adjust and combine different playing styles for ultimate success.
first_indexed 2024-04-11T11:39:52Z
format Article
id doaj.art-39c4cffc2c554667b42c7177d13a0fae
institution Directory Open Access Journal
issn 1664-1078
language English
last_indexed 2024-04-11T11:39:52Z
publishDate 2022-09-01
publisher Frontiers Media S.A.
record_format Article
series Frontiers in Psychology
spelling doaj.art-39c4cffc2c554667b42c7177d13a0fae2022-12-22T04:25:51ZengFrontiers Media S.A.Frontiers in Psychology1664-10782022-09-011310.3389/fpsyg.2022.10025661002566The evaluation of playing styles integrating with contextual variables in professional soccerLingfeng Kong0Tianbo Zhang1Changjing Zhou2Miguel-Angel Gomez3Yue Hu4Shaoliang Zhang5Department of Physical Education, Hohai University, Nanjing, ChinaDepartment of Automation, Tsinghua University, Beijing, ChinaSchool of Physical Education and Sports Training, Shanghai University of Sport, Shanghai, ChinaFaculty of Physical Activity and Sport Sciences (INEF), Universidad Politécnica de Madrid, Madrid, SpainDepartment of Political Science, Tsinghua University, Beijing, ChinaDivision of Sports Science and Physical Education, Research Centre for Athletic Performance and Data Science, Tsinghua University, Beijing, ChinaPurposePlaying styles play a key role in winning soccer matches, but the technical and physical styles of play between home and away match considering team quality in the Chinese Soccer Super League (CSL) remain unclear. The aim of this study was to explore the technical and physical styles of play between home and away matches integrating with team quality in the CSL.Materials and methodsThe study sample consists of 480 performance records from 240 matches during the 2019 competitive season in the CSL. These match events were collected using a semi-automatic computerized video tracking system, Amisco Pro®. A k-means cluster analysis was used to evaluate team quality and then using principal component analysis (PCA) to identify the playing styles between home and away matches according to team quality. Differences between home and away matches in terms of playing styles were analyzed using a linear mixed model.ResultsOur study found that PC1 presented a positive correlation with physical-related variables such as HIRD, HIRE, HSRD, and HSRE while PC2 was positively associated with the passing-related variables such as Pass, FPass, PassAcc, and FPAcc. Therefore, PC1 typically represents intense-play styles while PC2 represents possession-play styles at home and away matches, respectively. In addition, strong teams preferred to utilize intensity play whereas medium and weak teams utilized possession play whenever playing at home or away matches. Furthermore, the first five teams in the final overall ranking in the CSL presented a compensated technical-physical playing style whereas the last five teams showed inferior performance in terms of intensity and possession play.ConclusionIntensity or possession play was associated with the final overall ranking in the CSL, and playing styles that combine these two factors could be more liable to win the competition. Our study provides a detailed explanation for the impact of playing styles on match performances whereby coaches can adjust and combine different playing styles for ultimate success.https://www.frontiersin.org/articles/10.3389/fpsyg.2022.1002566/fullstyles of playprincipal component analysissoccermatch performanceteam sports
spellingShingle Lingfeng Kong
Tianbo Zhang
Changjing Zhou
Miguel-Angel Gomez
Yue Hu
Shaoliang Zhang
The evaluation of playing styles integrating with contextual variables in professional soccer
Frontiers in Psychology
styles of play
principal component analysis
soccer
match performance
team sports
title The evaluation of playing styles integrating with contextual variables in professional soccer
title_full The evaluation of playing styles integrating with contextual variables in professional soccer
title_fullStr The evaluation of playing styles integrating with contextual variables in professional soccer
title_full_unstemmed The evaluation of playing styles integrating with contextual variables in professional soccer
title_short The evaluation of playing styles integrating with contextual variables in professional soccer
title_sort evaluation of playing styles integrating with contextual variables in professional soccer
topic styles of play
principal component analysis
soccer
match performance
team sports
url https://www.frontiersin.org/articles/10.3389/fpsyg.2022.1002566/full
work_keys_str_mv AT lingfengkong theevaluationofplayingstylesintegratingwithcontextualvariablesinprofessionalsoccer
AT tianbozhang theevaluationofplayingstylesintegratingwithcontextualvariablesinprofessionalsoccer
AT changjingzhou theevaluationofplayingstylesintegratingwithcontextualvariablesinprofessionalsoccer
AT miguelangelgomez theevaluationofplayingstylesintegratingwithcontextualvariablesinprofessionalsoccer
AT yuehu theevaluationofplayingstylesintegratingwithcontextualvariablesinprofessionalsoccer
AT shaoliangzhang theevaluationofplayingstylesintegratingwithcontextualvariablesinprofessionalsoccer
AT lingfengkong evaluationofplayingstylesintegratingwithcontextualvariablesinprofessionalsoccer
AT tianbozhang evaluationofplayingstylesintegratingwithcontextualvariablesinprofessionalsoccer
AT changjingzhou evaluationofplayingstylesintegratingwithcontextualvariablesinprofessionalsoccer
AT miguelangelgomez evaluationofplayingstylesintegratingwithcontextualvariablesinprofessionalsoccer
AT yuehu evaluationofplayingstylesintegratingwithcontextualvariablesinprofessionalsoccer
AT shaoliangzhang evaluationofplayingstylesintegratingwithcontextualvariablesinprofessionalsoccer