The effect of injuries on football players' market values – the role of recurrent injuries in young players
Autor(a) principal: | |
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Data de Publicação: | 2023 |
Tipo de documento: | Dissertação |
Idioma: | eng |
Título da fonte: | Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
Texto Completo: | http://hdl.handle.net/10362/161116 |
Resumo: | Football players’ market values are intensively researched as the focus gradually shifts from qualitative approaches and subjective perception to data-driven estimation. Previous work drew on player characteristics and top-level performance metrics but only few included injuries. This thesis resorts to data from Opta and Transfermarkt and leverages MLR and machine learning approaches to derive market values. Our LightGBM and MLR models predict market values accurately and identify direct impacts of injuries. Additionally, we found that recurring injuries affect especially young athletes. |
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The effect of injuries on football players' market values – the role of recurrent injuries in young playersFootballMarket valuesInjuriesMachine learningLightGBMMLROptaTransfermarktDomínio/Área Científica::Ciências Sociais::Economia e GestãoFootball players’ market values are intensively researched as the focus gradually shifts from qualitative approaches and subjective perception to data-driven estimation. Previous work drew on player characteristics and top-level performance metrics but only few included injuries. This thesis resorts to data from Opta and Transfermarkt and leverages MLR and machine learning approaches to derive market values. Our LightGBM and MLR models predict market values accurately and identify direct impacts of injuries. Additionally, we found that recurring injuries affect especially young athletes.Brinca, PedroRUNKüpper, Tim2023-12-12T14:27:19Z2023-01-272023-01-272023-01-27T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/10362/161116TID:203317653enginfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-03-11T05:43:54Zoai:run.unl.pt:10362/161116Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T03:58:22.346016Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse |
dc.title.none.fl_str_mv |
The effect of injuries on football players' market values – the role of recurrent injuries in young players |
title |
The effect of injuries on football players' market values – the role of recurrent injuries in young players |
spellingShingle |
The effect of injuries on football players' market values – the role of recurrent injuries in young players Küpper, Tim Football Market values Injuries Machine learning LightGBM MLR Opta Transfermarkt Domínio/Área Científica::Ciências Sociais::Economia e Gestão |
title_short |
The effect of injuries on football players' market values – the role of recurrent injuries in young players |
title_full |
The effect of injuries on football players' market values – the role of recurrent injuries in young players |
title_fullStr |
The effect of injuries on football players' market values – the role of recurrent injuries in young players |
title_full_unstemmed |
The effect of injuries on football players' market values – the role of recurrent injuries in young players |
title_sort |
The effect of injuries on football players' market values – the role of recurrent injuries in young players |
author |
Küpper, Tim |
author_facet |
Küpper, Tim |
author_role |
author |
dc.contributor.none.fl_str_mv |
Brinca, Pedro RUN |
dc.contributor.author.fl_str_mv |
Küpper, Tim |
dc.subject.por.fl_str_mv |
Football Market values Injuries Machine learning LightGBM MLR Opta Transfermarkt Domínio/Área Científica::Ciências Sociais::Economia e Gestão |
topic |
Football Market values Injuries Machine learning LightGBM MLR Opta Transfermarkt Domínio/Área Científica::Ciências Sociais::Economia e Gestão |
description |
Football players’ market values are intensively researched as the focus gradually shifts from qualitative approaches and subjective perception to data-driven estimation. Previous work drew on player characteristics and top-level performance metrics but only few included injuries. This thesis resorts to data from Opta and Transfermarkt and leverages MLR and machine learning approaches to derive market values. Our LightGBM and MLR models predict market values accurately and identify direct impacts of injuries. Additionally, we found that recurring injuries affect especially young athletes. |
publishDate |
2023 |
dc.date.none.fl_str_mv |
2023-12-12T14:27:19Z 2023-01-27 2023-01-27 2023-01-27T00:00:00Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/masterThesis |
format |
masterThesis |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://hdl.handle.net/10362/161116 TID:203317653 |
url |
http://hdl.handle.net/10362/161116 |
identifier_str_mv |
TID:203317653 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.source.none.fl_str_mv |
reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação instacron:RCAAP |
instname_str |
Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
instacron_str |
RCAAP |
institution |
RCAAP |
reponame_str |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
collection |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
repository.name.fl_str_mv |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
repository.mail.fl_str_mv |
|
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1799138165063155712 |