Modelo de predicción de la deserción estudiantil de primer año en la Universidad Bernardo O´Higgins

Detalhes bibliográficos
Autor(a) principal: Pérez, Alexis Matheu
Data de Publicação: 2019
Outros Autores: Escobar, Claudio Ruff, Toledo, Marcelo Ruiz, Gutierrez, Luis Benites, Reyes, Germán Morong
Tipo de documento: Artigo
Idioma: eng
spa
Título da fonte: Educação e Pesquisa
Texto Completo: https://www.revistas.usp.br/ep/article/view/157331
Resumo: The objective of this study is to model a retention predictive system for first-year students at Universidad Bernardo O’Higgins (Santiago de Chile), by determining which of the variables of entry into higher education, whether these are academic, social or relatives, are revealed significant for this analysis. The construction of the research model was based on a thorough bibliographic review which made possible to identify explanatory variables of university dropout in the national context. Afterwards, from the systematization of socio-educational backgrounds of the students from the 2014 and 2015 cohorts available in the university’s computer systems, a tripartite matrix was consolidated with the data associated with the variables that emerged from the analysis of the target group consulted. Consequently, we analyzed the relationship of each of the explanatory variables of the study with the variable control student desertion. The bivariate analysis allowed us to identify seventeen variables, significantly associated with student desertion and to specify dependency relations with the abandonment of studies. The multivariate model predicted abandonment behavior in 86.4%, indicating seven independent categorical variables that, finally, are revealed as relevant factors of the prediction model. The varied and sustained interpretations delivered in the results of the model, as well as the proposed suggestions to improve the university retention index, provide a direct value to the study aimed at optimizing one of the most important indicators linked to the quality management in universities, as is the student retention.
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spelling Modelo de predicción de la deserción estudiantil de primer año en la Universidad Bernardo O´HigginsPrediction model of first-year student desertion at Universidad Bernardo O´Higgins (UBO)StudentsStudent retentionEntrance behavior variablesHigher educationEstudiantesRetención estudiantilVariables de conductas de entradaEducación superiorThe objective of this study is to model a retention predictive system for first-year students at Universidad Bernardo O’Higgins (Santiago de Chile), by determining which of the variables of entry into higher education, whether these are academic, social or relatives, are revealed significant for this analysis. The construction of the research model was based on a thorough bibliographic review which made possible to identify explanatory variables of university dropout in the national context. Afterwards, from the systematization of socio-educational backgrounds of the students from the 2014 and 2015 cohorts available in the university’s computer systems, a tripartite matrix was consolidated with the data associated with the variables that emerged from the analysis of the target group consulted. Consequently, we analyzed the relationship of each of the explanatory variables of the study with the variable control student desertion. The bivariate analysis allowed us to identify seventeen variables, significantly associated with student desertion and to specify dependency relations with the abandonment of studies. The multivariate model predicted abandonment behavior in 86.4%, indicating seven independent categorical variables that, finally, are revealed as relevant factors of the prediction model. The varied and sustained interpretations delivered in the results of the model, as well as the proposed suggestions to improve the university retention index, provide a direct value to the study aimed at optimizing one of the most important indicators linked to the quality management in universities, as is the student retention.El presente estudio tiene como objetivo modelar un sistema predictivo de retención de los estudiantes de primer año de la Universidad Bernardo O´Higgins - UBO (Santiago de Chile), determinando cuáles de las variables de entrada a la educación superior, ya sean estas académicas, sociales o familiares, se revelan significativas para este análisis. La construcción del modelo de investigación se sustentó en una exhaustiva revisión bibliográfica que permitió identificar variables explicativas de la deserción universitaria en el contexto nacional. Luego, a partir de la sistematización de antecedentes socioeducativos de los estudiantes de las cohortes 2014 y 2015 disponibles en los sistemas informáticos de la universidad, se consolidó una matriz tripartita con los datos asociados a las variables que emergieron del análisis de los referentes consultados. Consecuentemente, se analizó la relación de cada una de las variables explicativas del estudio con la variable control deserción estudiantil. El análisis bivariado permitió identificar diecisiete variables, significativamente asociadas con la deserción estudiantil y precisar las relaciones de dependencia con el abandono de estudios. El modelo multivariado predijo en un 86,4 % la conducta de abandono señalando siete variables categóricas independientes que, finalmente, se develan como factores relevantes del modelo predicción. Las variadas y sustentadas interpretaciones entregadas en los resultados del modelo, así como las sugerencias propuestas para mejorar el índice de retención universitaria, entregan un valor directo al estudio dirigido a optimizar uno de los indicadores más importantes vinculados a una gestión de calidad en las universidades, como es, la retención estudiantil.Universidade de São Paulo. Faculdade de Educação2019-04-24info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfapplication/pdfhttps://www.revistas.usp.br/ep/article/view/15733110.1590/s1678-4634201844172094Educação e Pesquisa; v. 44 (2018); e172094Educação e Pesquisa; Vol. 44 (2018); e172094Educação e Pesquisa; Vol. 44 (2018); e1720941678-46341517-9702reponame:Educação e Pesquisainstname:Universidade de São Paulo (USP)instacron:USPengspahttps://www.revistas.usp.br/ep/article/view/157331/152692https://www.revistas.usp.br/ep/article/view/157331/152693Copyright (c) 2019 Educação e Pesquisainfo:eu-repo/semantics/openAccessPérez, Alexis MatheuEscobar, Claudio RuffToledo, Marcelo RuizGutierrez, Luis BenitesReyes, Germán Morong2019-04-24T13:58:36Zoai:revistas.usp.br:article/157331Revistahttps://www.revistas.usp.br/ep/indexPUBhttps://www.revistas.usp.br/ep/oai||revedu@usp.br1678-46341517-9702opendoar:2019-04-24T13:58:36Educação e Pesquisa - Universidade de São Paulo (USP)false
dc.title.none.fl_str_mv Modelo de predicción de la deserción estudiantil de primer año en la Universidad Bernardo O´Higgins
Prediction model of first-year student desertion at Universidad Bernardo O´Higgins (UBO)
title Modelo de predicción de la deserción estudiantil de primer año en la Universidad Bernardo O´Higgins
spellingShingle Modelo de predicción de la deserción estudiantil de primer año en la Universidad Bernardo O´Higgins
Pérez, Alexis Matheu
Students
Student retention
Entrance behavior variables
Higher education
Estudiantes
Retención estudiantil
Variables de conductas de entrada
Educación superior
title_short Modelo de predicción de la deserción estudiantil de primer año en la Universidad Bernardo O´Higgins
title_full Modelo de predicción de la deserción estudiantil de primer año en la Universidad Bernardo O´Higgins
title_fullStr Modelo de predicción de la deserción estudiantil de primer año en la Universidad Bernardo O´Higgins
title_full_unstemmed Modelo de predicción de la deserción estudiantil de primer año en la Universidad Bernardo O´Higgins
title_sort Modelo de predicción de la deserción estudiantil de primer año en la Universidad Bernardo O´Higgins
author Pérez, Alexis Matheu
author_facet Pérez, Alexis Matheu
Escobar, Claudio Ruff
Toledo, Marcelo Ruiz
Gutierrez, Luis Benites
Reyes, Germán Morong
author_role author
author2 Escobar, Claudio Ruff
Toledo, Marcelo Ruiz
Gutierrez, Luis Benites
Reyes, Germán Morong
author2_role author
author
author
author
dc.contributor.author.fl_str_mv Pérez, Alexis Matheu
Escobar, Claudio Ruff
Toledo, Marcelo Ruiz
Gutierrez, Luis Benites
Reyes, Germán Morong
dc.subject.por.fl_str_mv Students
Student retention
Entrance behavior variables
Higher education
Estudiantes
Retención estudiantil
Variables de conductas de entrada
Educación superior
topic Students
Student retention
Entrance behavior variables
Higher education
Estudiantes
Retención estudiantil
Variables de conductas de entrada
Educación superior
description The objective of this study is to model a retention predictive system for first-year students at Universidad Bernardo O’Higgins (Santiago de Chile), by determining which of the variables of entry into higher education, whether these are academic, social or relatives, are revealed significant for this analysis. The construction of the research model was based on a thorough bibliographic review which made possible to identify explanatory variables of university dropout in the national context. Afterwards, from the systematization of socio-educational backgrounds of the students from the 2014 and 2015 cohorts available in the university’s computer systems, a tripartite matrix was consolidated with the data associated with the variables that emerged from the analysis of the target group consulted. Consequently, we analyzed the relationship of each of the explanatory variables of the study with the variable control student desertion. The bivariate analysis allowed us to identify seventeen variables, significantly associated with student desertion and to specify dependency relations with the abandonment of studies. The multivariate model predicted abandonment behavior in 86.4%, indicating seven independent categorical variables that, finally, are revealed as relevant factors of the prediction model. The varied and sustained interpretations delivered in the results of the model, as well as the proposed suggestions to improve the university retention index, provide a direct value to the study aimed at optimizing one of the most important indicators linked to the quality management in universities, as is the student retention.
publishDate 2019
dc.date.none.fl_str_mv 2019-04-24
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://www.revistas.usp.br/ep/article/view/157331
10.1590/s1678-4634201844172094
url https://www.revistas.usp.br/ep/article/view/157331
identifier_str_mv 10.1590/s1678-4634201844172094
dc.language.iso.fl_str_mv eng
spa
language eng
spa
dc.relation.none.fl_str_mv https://www.revistas.usp.br/ep/article/view/157331/152692
https://www.revistas.usp.br/ep/article/view/157331/152693
dc.rights.driver.fl_str_mv Copyright (c) 2019 Educação e Pesquisa
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2019 Educação e Pesquisa
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
application/pdf
dc.publisher.none.fl_str_mv Universidade de São Paulo. Faculdade de Educação
publisher.none.fl_str_mv Universidade de São Paulo. Faculdade de Educação
dc.source.none.fl_str_mv Educação e Pesquisa; v. 44 (2018); e172094
Educação e Pesquisa; Vol. 44 (2018); e172094
Educação e Pesquisa; Vol. 44 (2018); e172094
1678-4634
1517-9702
reponame:Educação e Pesquisa
instname:Universidade de São Paulo (USP)
instacron:USP
instname_str Universidade de São Paulo (USP)
instacron_str USP
institution USP
reponame_str Educação e Pesquisa
collection Educação e Pesquisa
repository.name.fl_str_mv Educação e Pesquisa - Universidade de São Paulo (USP)
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