Swimmer dropout rate: a survival analysis

Detalhes bibliográficos
Autor(a) principal: Sobreiro, Pedro
Data de Publicação: 2022
Outros Autores: Silva, A., Conceição, Ana, Louro, Hugo, Pinheiro, Paulo, Guedes de Carvalho, Pedro
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.15/3853
Resumo: The length of time that a swimmer frequents a particular sports facility, using the records held by the facilities have often been under-used. We examined various behavioral variables associated with time of attendance until the point of dropout using swimmers’ records. 6,749 swimmers were used in this study. The survival analysis focused on the time interval between the moment they became a customer until either the end of the study or the moment when the customer relationship ended (dropout). The Kaplan-Meier estimator was used to gather information as to when dropout would occur; Cox regression and the Logrank test provided statistical comparisons between the groups. The results showed that the swimmers' likelihood of retention beyond 12 months was 53% and the median swimmer's survival time was 14 months. The cohort of customers signing up for more than two sessions per week was likely to stay longer, and the greater the number of visits, the longer the customers were likely to continue (> 40 visits increases the survival probability up to 91.86%). Good sports management practice requires improvements in customer retention; by monitoring the variables of survival rates, we will improve management strategies for sustainability through pre-emptive actions to increase retention.
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spelling Swimmer dropout rate: a survival analysisLa tasa de abandono de los nadadores: un análisis de supervivenciaaquatic center managementphysical activityretentionsurvival analysisswimmer dropout rateactividad físicaanálisis de supervivenciacentro de deportes acuáticosretencióntasa de abandono de la nataciónThe length of time that a swimmer frequents a particular sports facility, using the records held by the facilities have often been under-used. We examined various behavioral variables associated with time of attendance until the point of dropout using swimmers’ records. 6,749 swimmers were used in this study. The survival analysis focused on the time interval between the moment they became a customer until either the end of the study or the moment when the customer relationship ended (dropout). The Kaplan-Meier estimator was used to gather information as to when dropout would occur; Cox regression and the Logrank test provided statistical comparisons between the groups. The results showed that the swimmers' likelihood of retention beyond 12 months was 53% and the median swimmer's survival time was 14 months. The cohort of customers signing up for more than two sessions per week was likely to stay longer, and the greater the number of visits, the longer the customers were likely to continue (> 40 visits increases the survival probability up to 91.86%). Good sports management practice requires improvements in customer retention; by monitoring the variables of survival rates, we will improve management strategies for sustainability through pre-emptive actions to increase retention.El tiempo que un nadador frecuenta una determinada instalación deportiva, utilizando los registros que poseen las instalaciones, a menudo ha sido un dato infrautilizado. Examinamos diferentes variables de comportamiento asociadas con el tiempo de asistencia hasta el punto de abandono usando los registros de los nadadores. En este estudio se utilizaron datos de 6749 nadadores. El análisis de supervivencia se centró en el intervalo de tiempo entre el momento en que se convirtieron en clientes hasta el final del estudio o el momento en que la relación con el cliente terminó (abandono). El estimador Kaplan-Meier se utilizó para reunir información sobre cuándo se produciría el abandono; la regresión de Cox y la prueba de Logrank proporcionaron comparaciones estadísticas entre los grupos. Los resultados mostraron que la probabilidad de retención de los nadadores más allá de los 12 meses era del 53% y la media de supervivencia de los nadadores era de 14 meses. La cohorte de clientes que se inscribieron en más de dos sesiones por semana probablemente se quedaría más tiempo y, cuanto mayor fuera el número de sesiones, más probabilidades tenían de continuar (> 40 visitas aumentan la probabilidad de supervivencia hasta el 91.86%). Una buena práctica de gestión deportiva requiere mejoras en la retención de clientes. Mediante el seguimiento de las variables de las tasas de supervivencia, mejoraremos las estrategias de gestión para la sostenibilidad a través de acciones preventivas para aumentar la retención.INEFCRepositório Científico do Instituto Politécnico de SantarémSobreiro, PedroSilva, A.Conceição, AnaLouro, HugoPinheiro, PauloGuedes de Carvalho, Pedro2022-01-17T21:06:06Z20222022-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.15/3853engSobreiro, P., Silva, A., Conceição, A., Louro, H., Santos, A., Pinheiro, P & Guedes de Carvalho, P. (2022). Swimmer Dropout Rate: A Survival Analysis. Apunts Educación Física y Deportes, 147, 74-83. https://doi.org/10.5672/apunts.2014-0983.es.(2022/1).147.082014-098310.5672/apunts.2014-0983.es.(2022/1).147.08info: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:RCAAP2024-03-17T07:46:23Zoai:repositorio.ipsantarem.pt:10400.15/3853Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T01:55:33.645014Repositório 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 Swimmer dropout rate: a survival analysis
La tasa de abandono de los nadadores: un análisis de supervivencia
title Swimmer dropout rate: a survival analysis
spellingShingle Swimmer dropout rate: a survival analysis
Sobreiro, Pedro
aquatic center management
physical activity
retention
survival analysis
swimmer dropout rate
actividad física
análisis de supervivencia
centro de deportes acuáticos
retención
tasa de abandono de la natación
title_short Swimmer dropout rate: a survival analysis
title_full Swimmer dropout rate: a survival analysis
title_fullStr Swimmer dropout rate: a survival analysis
title_full_unstemmed Swimmer dropout rate: a survival analysis
title_sort Swimmer dropout rate: a survival analysis
author Sobreiro, Pedro
author_facet Sobreiro, Pedro
Silva, A.
Conceição, Ana
Louro, Hugo
Pinheiro, Paulo
Guedes de Carvalho, Pedro
author_role author
author2 Silva, A.
Conceição, Ana
Louro, Hugo
Pinheiro, Paulo
Guedes de Carvalho, Pedro
author2_role author
author
author
author
author
dc.contributor.none.fl_str_mv Repositório Científico do Instituto Politécnico de Santarém
dc.contributor.author.fl_str_mv Sobreiro, Pedro
Silva, A.
Conceição, Ana
Louro, Hugo
Pinheiro, Paulo
Guedes de Carvalho, Pedro
dc.subject.por.fl_str_mv aquatic center management
physical activity
retention
survival analysis
swimmer dropout rate
actividad física
análisis de supervivencia
centro de deportes acuáticos
retención
tasa de abandono de la natación
topic aquatic center management
physical activity
retention
survival analysis
swimmer dropout rate
actividad física
análisis de supervivencia
centro de deportes acuáticos
retención
tasa de abandono de la natación
description The length of time that a swimmer frequents a particular sports facility, using the records held by the facilities have often been under-used. We examined various behavioral variables associated with time of attendance until the point of dropout using swimmers’ records. 6,749 swimmers were used in this study. The survival analysis focused on the time interval between the moment they became a customer until either the end of the study or the moment when the customer relationship ended (dropout). The Kaplan-Meier estimator was used to gather information as to when dropout would occur; Cox regression and the Logrank test provided statistical comparisons between the groups. The results showed that the swimmers' likelihood of retention beyond 12 months was 53% and the median swimmer's survival time was 14 months. The cohort of customers signing up for more than two sessions per week was likely to stay longer, and the greater the number of visits, the longer the customers were likely to continue (> 40 visits increases the survival probability up to 91.86%). Good sports management practice requires improvements in customer retention; by monitoring the variables of survival rates, we will improve management strategies for sustainability through pre-emptive actions to increase retention.
publishDate 2022
dc.date.none.fl_str_mv 2022-01-17T21:06:06Z
2022
2022-01-01T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10400.15/3853
url http://hdl.handle.net/10400.15/3853
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Sobreiro, P., Silva, A., Conceição, A., Louro, H., Santos, A., Pinheiro, P & Guedes de Carvalho, P. (2022). Swimmer Dropout Rate: A Survival Analysis. Apunts Educación Física y Deportes, 147, 74-83. https://doi.org/10.5672/apunts.2014-0983.es.(2022/1).147.08
2014-0983
10.5672/apunts.2014-0983.es.(2022/1).147.08
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.publisher.none.fl_str_mv INEFC
publisher.none.fl_str_mv INEFC
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
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