Use of statistical process control in evaluation of academic performance

Detalhes bibliográficos
Autor(a) principal: Gautério, Ezequiel Gibbon
Data de Publicação: 2014
Outros Autores: Mattos, Viviane Leite Dias de
Tipo de documento: Artigo
Idioma: por
Título da fonte: Revista Produção Online
Texto Completo: https://www.producaoonline.org.br/rpo/article/view/1592
Resumo: The aim of this article was to study some indicators of academic performance (number of students per class, dropout rate, failure rate and scores obtained by the students) to identify a pattern of behavior that would enable to implement improvements in the teaching-learning process. The sample was composed of five classes of undergraduate courses in Engineering. The data were collected for three years. Initially an exploratory analysis with analytical and graphical techniques was performed. An analysis of variance and Tukey’s test investigated some sources of variability. This information was used in the construction of control charts. We have found evidence that classes with more students are associated with higher failure rates and lower mean. Moreover, when the course was later in the curriculum, the students had higher scores. The results showed that although they have been detected some special causes interfering in the process, it was possible to stabilize it and to monitor it.
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spelling Use of statistical process control in evaluation of academic performanceUtilização de controle estatístico de processo na avaliação do desempenho acadêmicoQuality. Charts Control. Process Optimization. Academic Performance.Qualidade. Gráficos de Controle. Otimização de Processos. Desempenho Acadêmico.The aim of this article was to study some indicators of academic performance (number of students per class, dropout rate, failure rate and scores obtained by the students) to identify a pattern of behavior that would enable to implement improvements in the teaching-learning process. The sample was composed of five classes of undergraduate courses in Engineering. The data were collected for three years. Initially an exploratory analysis with analytical and graphical techniques was performed. An analysis of variance and Tukey’s test investigated some sources of variability. This information was used in the construction of control charts. We have found evidence that classes with more students are associated with higher failure rates and lower mean. Moreover, when the course was later in the curriculum, the students had higher scores. The results showed that although they have been detected some special causes interfering in the process, it was possible to stabilize it and to monitor it.O objetivo deste estudo foi investigar alguns indicadores do desempenho acadêmico (quantidade de estudantes por turma, taxa de evasão, taxa de reprovação e notas obtidas pelos estudantes) para tentar identificar um padrão de comportamento que possibilitasse implementar melhorias no processo de ensino-aprendizagem. A amostra investigada foi composta por cinco turmas, oferecidas a cursos de graduação em Engenharia, as quais foram acompanhadas por três anos. Inicialmente foi realizada uma análise exploratória com técnicas analíticas e gráficas. Uma análise de variância complementada com o teste de Tukey investigou algumas fontes de variabilidade, fornecendo subsídios para a construção dos gráficos de controle. Encontraram-se evidências de que turmas com maior quantidade de estudantes estão associadas a maiores taxas de reprovação e a médias mais baixas e de que cursos que têm a disciplina mais tarde na estrutura curricular obtiveram médias mais altas. Os resultados encontrados mostraram que, embora tenham sido detectadas algumas causas especiais interferindo no processo, foi possível estabilizá-lo para que fosse monitorado.Associação Brasileira de Engenharia de Produção2014-05-15info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfvideo/mp4https://www.producaoonline.org.br/rpo/article/view/159210.14488/1676-1901.v14i2.1592Revista Produção Online; Vol. 14 No. 2 (2014); 744-763Revista Produção Online; v. 14 n. 2 (2014); 744-7631676-1901reponame:Revista Produção Onlineinstname:Associação Brasileira de Engenharia de Produção (ABEPRO)instacron:ABEPROporhttps://www.producaoonline.org.br/rpo/article/view/1592/1156https://www.producaoonline.org.br/rpo/article/view/1592/1157Copyright (c) 2014 Revista Produção Onlineinfo:eu-repo/semantics/openAccessGautério, Ezequiel GibbonMattos, Viviane Leite Dias de2015-11-11T17:25:36Zoai:ojs.emnuvens.com.br:article/1592Revistahttp://producaoonline.org.br/rpoPUBhttps://www.producaoonline.org.br/rpo/oai||producaoonline@gmail.com1676-19011676-1901opendoar:2015-11-11T17:25:36Revista Produção Online - Associação Brasileira de Engenharia de Produção (ABEPRO)false
dc.title.none.fl_str_mv Use of statistical process control in evaluation of academic performance
Utilização de controle estatístico de processo na avaliação do desempenho acadêmico
title Use of statistical process control in evaluation of academic performance
spellingShingle Use of statistical process control in evaluation of academic performance
Gautério, Ezequiel Gibbon
Quality. Charts Control. Process Optimization. Academic Performance.
Qualidade. Gráficos de Controle. Otimização de Processos. Desempenho Acadêmico.
title_short Use of statistical process control in evaluation of academic performance
title_full Use of statistical process control in evaluation of academic performance
title_fullStr Use of statistical process control in evaluation of academic performance
title_full_unstemmed Use of statistical process control in evaluation of academic performance
title_sort Use of statistical process control in evaluation of academic performance
author Gautério, Ezequiel Gibbon
author_facet Gautério, Ezequiel Gibbon
Mattos, Viviane Leite Dias de
author_role author
author2 Mattos, Viviane Leite Dias de
author2_role author
dc.contributor.author.fl_str_mv Gautério, Ezequiel Gibbon
Mattos, Viviane Leite Dias de
dc.subject.por.fl_str_mv Quality. Charts Control. Process Optimization. Academic Performance.
Qualidade. Gráficos de Controle. Otimização de Processos. Desempenho Acadêmico.
topic Quality. Charts Control. Process Optimization. Academic Performance.
Qualidade. Gráficos de Controle. Otimização de Processos. Desempenho Acadêmico.
description The aim of this article was to study some indicators of academic performance (number of students per class, dropout rate, failure rate and scores obtained by the students) to identify a pattern of behavior that would enable to implement improvements in the teaching-learning process. The sample was composed of five classes of undergraduate courses in Engineering. The data were collected for three years. Initially an exploratory analysis with analytical and graphical techniques was performed. An analysis of variance and Tukey’s test investigated some sources of variability. This information was used in the construction of control charts. We have found evidence that classes with more students are associated with higher failure rates and lower mean. Moreover, when the course was later in the curriculum, the students had higher scores. The results showed that although they have been detected some special causes interfering in the process, it was possible to stabilize it and to monitor it.
publishDate 2014
dc.date.none.fl_str_mv 2014-05-15
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.producaoonline.org.br/rpo/article/view/1592
10.14488/1676-1901.v14i2.1592
url https://www.producaoonline.org.br/rpo/article/view/1592
identifier_str_mv 10.14488/1676-1901.v14i2.1592
dc.language.iso.fl_str_mv por
language por
dc.relation.none.fl_str_mv https://www.producaoonline.org.br/rpo/article/view/1592/1156
https://www.producaoonline.org.br/rpo/article/view/1592/1157
dc.rights.driver.fl_str_mv Copyright (c) 2014 Revista Produção Online
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2014 Revista Produção Online
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
video/mp4
dc.publisher.none.fl_str_mv Associação Brasileira de Engenharia de Produção
publisher.none.fl_str_mv Associação Brasileira de Engenharia de Produção
dc.source.none.fl_str_mv Revista Produção Online; Vol. 14 No. 2 (2014); 744-763
Revista Produção Online; v. 14 n. 2 (2014); 744-763
1676-1901
reponame:Revista Produção Online
instname:Associação Brasileira de Engenharia de Produção (ABEPRO)
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instname_str Associação Brasileira de Engenharia de Produção (ABEPRO)
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institution ABEPRO
reponame_str Revista Produção Online
collection Revista Produção Online
repository.name.fl_str_mv Revista Produção Online - Associação Brasileira de Engenharia de Produção (ABEPRO)
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