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The balancing act: Identifying multivariate sports performance using Pareto frontiers

Athletes often require a mix of physical, physiological, psychological, and skill-based attributes that can be conflicting when competing at the highest level within their sport. When considering multiple variables in tandem, Pareto frontiers is a technique that can identify the observations that po...

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Autores principales: Newans, Tim, Bellinger, Phillip, Minahan, Clare
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9386182/
https://www.ncbi.nlm.nih.gov/pubmed/35992156
http://dx.doi.org/10.3389/fspor.2022.918946
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author Newans, Tim
Bellinger, Phillip
Minahan, Clare
author_facet Newans, Tim
Bellinger, Phillip
Minahan, Clare
author_sort Newans, Tim
collection PubMed
description Athletes often require a mix of physical, physiological, psychological, and skill-based attributes that can be conflicting when competing at the highest level within their sport. When considering multiple variables in tandem, Pareto frontiers is a technique that can identify the observations that possess an optimal balance of the desired attributes, especially when these attributes are negatively correlated. This study presents Pareto frontiers as a tool to identify athletes who possess an optimal ranking when considering multiple metrics simultaneously. This study explores the trade-off relationship between batting average and strike rate as well as bowling strike rate, economy, and average in Twenty 20 cricket. Eight hundred ninety-one matches of Twenty 20 cricket from the men's (MBBL) and women's (WBBL) Australian Big Bash Leagues were compiled to determine the best batting and bowling performances, both within a single innings and across each player's Big Bash career. Pareto frontiers identified 12 and seven optimal batting innings performances in the MBBL and WBBL respectively, with nine and six optimal batting careers respectively. Pareto frontiers also identified three optimal bowling innings in both the MBBL and WBBL and five and six optimal bowling careers in MBBL and WBBL, respectively. Each frontier identified players that were not the highest ranked athlete in any metric when analyzed univariately. Pareto frontiers can be used when assessing talent across multiple metrics, especially when these metrics may be conflicting or uncorrelated. Using Pareto frontiers can identify athletes that may not have the highest ranking on a given metric but have an optimal balance across multiple metrics that are associated with success in a given sport.
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spelling pubmed-93861822022-08-19 The balancing act: Identifying multivariate sports performance using Pareto frontiers Newans, Tim Bellinger, Phillip Minahan, Clare Front Sports Act Living Sports and Active Living Athletes often require a mix of physical, physiological, psychological, and skill-based attributes that can be conflicting when competing at the highest level within their sport. When considering multiple variables in tandem, Pareto frontiers is a technique that can identify the observations that possess an optimal balance of the desired attributes, especially when these attributes are negatively correlated. This study presents Pareto frontiers as a tool to identify athletes who possess an optimal ranking when considering multiple metrics simultaneously. This study explores the trade-off relationship between batting average and strike rate as well as bowling strike rate, economy, and average in Twenty 20 cricket. Eight hundred ninety-one matches of Twenty 20 cricket from the men's (MBBL) and women's (WBBL) Australian Big Bash Leagues were compiled to determine the best batting and bowling performances, both within a single innings and across each player's Big Bash career. Pareto frontiers identified 12 and seven optimal batting innings performances in the MBBL and WBBL respectively, with nine and six optimal batting careers respectively. Pareto frontiers also identified three optimal bowling innings in both the MBBL and WBBL and five and six optimal bowling careers in MBBL and WBBL, respectively. Each frontier identified players that were not the highest ranked athlete in any metric when analyzed univariately. Pareto frontiers can be used when assessing talent across multiple metrics, especially when these metrics may be conflicting or uncorrelated. Using Pareto frontiers can identify athletes that may not have the highest ranking on a given metric but have an optimal balance across multiple metrics that are associated with success in a given sport. Frontiers Media S.A. 2022-08-04 /pmc/articles/PMC9386182/ /pubmed/35992156 http://dx.doi.org/10.3389/fspor.2022.918946 Text en Copyright © 2022 Newans, Bellinger and Minahan. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Sports and Active Living
Newans, Tim
Bellinger, Phillip
Minahan, Clare
The balancing act: Identifying multivariate sports performance using Pareto frontiers
title The balancing act: Identifying multivariate sports performance using Pareto frontiers
title_full The balancing act: Identifying multivariate sports performance using Pareto frontiers
title_fullStr The balancing act: Identifying multivariate sports performance using Pareto frontiers
title_full_unstemmed The balancing act: Identifying multivariate sports performance using Pareto frontiers
title_short The balancing act: Identifying multivariate sports performance using Pareto frontiers
title_sort balancing act: identifying multivariate sports performance using pareto frontiers
topic Sports and Active Living
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9386182/
https://www.ncbi.nlm.nih.gov/pubmed/35992156
http://dx.doi.org/10.3389/fspor.2022.918946
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