Influence of socio-economic factors on the Portuguese education system

Detalhes bibliográficos
Autor(a) principal: Pombinho, Paulo
Data de Publicação: 2022
Outros Autores: Cavique, Luís, Correia, Luís
Tipo de documento: Artigo
Idioma: por
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: https://doi.org/10.34627/rcc.v17i0.282
Resumo: This paper studies the influence of the socio-economic factors of different municipalities on the educational success of students. To verify the existence of relevant factors to the academic course of the students, datasets were obtained with socio-economic descriptors by municipality, average grades of national exams and success rates of students. These datasets were submitted to a K-nearest neighbours technique to allow finding attributes in municipalities with missing values. Classification algorithms were then applied through decision and regression trees, which allowed analyzing which socio-economic attributes were potentially more related to school success. The work performed allowed identifying some factors as targets of potential future studies without, however, verifying strong correlations with any socio-economic attribute.
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spelling Influence of socio-economic factors on the Portuguese education systemInfluência de fatores socioeconómicos no sistema de Ensino PortuguêsThis paper studies the influence of the socio-economic factors of different municipalities on the educational success of students. To verify the existence of relevant factors to the academic course of the students, datasets were obtained with socio-economic descriptors by municipality, average grades of national exams and success rates of students. These datasets were submitted to a K-nearest neighbours technique to allow finding attributes in municipalities with missing values. Classification algorithms were then applied through decision and regression trees, which allowed analyzing which socio-economic attributes were potentially more related to school success. The work performed allowed identifying some factors as targets of potential future studies without, however, verifying strong correlations with any socio-economic attribute.O presente artigo estuda a influência dos fatores socioeconómicos dos diferentes municípios no sucesso educacional dos estudantes. Para verificar a existência de fatores relevantes para o percurso académico dos estudantes, foram obtidos datasets com descritores socioeconómicos por município, médias das notas dos exames nacionais e as taxas de sucesso dos alunos. Estes datasets foram submetidos a uma técnica de K-nearest neighbours para permitir encontrar valores de atributos em municípios com valores em falta. Foram, de seguida, aplicados algoritmos de classificação, através de árvores de decisão e regressão, que permitiram analisar quais os atributos socioeconómicos que tinham, potencialmente, maior relação com o sucesso escolar. O trabalho efetuado permite identificar alguns fatores como alvos de potenciais estudos futuros sem, no entanto, se verificar correlações fortes com nenhum atributo socioeconómico.Universidade Aberta2022-12-16info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttps://doi.org/10.34627/rcc.v17i0.282https://doi.org/10.34627/rcc.v17i0.282Revista de Ciências da Computação; v. 17 (2022); 65-782182-18011646-633010.34627/rcc.v17i0reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAPporhttps://journals.uab.pt/index.php/rcc/article/view/282https://journals.uab.pt/index.php/rcc/article/view/282/246Direitos de Autor (c) 2022 Universidade Abertahttp://creativecommons.org/licenses/by/4.0info:eu-repo/semantics/openAccessPombinho, PauloCavique, LuísCorreia, Luís2022-12-23T06:30:16Zoai:ojs2.journals.uab.pt:article/282Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T16:28:48.264712Repositório 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 Influence of socio-economic factors on the Portuguese education system
Influência de fatores socioeconómicos no sistema de Ensino Português
title Influence of socio-economic factors on the Portuguese education system
spellingShingle Influence of socio-economic factors on the Portuguese education system
Pombinho, Paulo
title_short Influence of socio-economic factors on the Portuguese education system
title_full Influence of socio-economic factors on the Portuguese education system
title_fullStr Influence of socio-economic factors on the Portuguese education system
title_full_unstemmed Influence of socio-economic factors on the Portuguese education system
title_sort Influence of socio-economic factors on the Portuguese education system
author Pombinho, Paulo
author_facet Pombinho, Paulo
Cavique, Luís
Correia, Luís
author_role author
author2 Cavique, Luís
Correia, Luís
author2_role author
author
dc.contributor.author.fl_str_mv Pombinho, Paulo
Cavique, Luís
Correia, Luís
description This paper studies the influence of the socio-economic factors of different municipalities on the educational success of students. To verify the existence of relevant factors to the academic course of the students, datasets were obtained with socio-economic descriptors by municipality, average grades of national exams and success rates of students. These datasets were submitted to a K-nearest neighbours technique to allow finding attributes in municipalities with missing values. Classification algorithms were then applied through decision and regression trees, which allowed analyzing which socio-economic attributes were potentially more related to school success. The work performed allowed identifying some factors as targets of potential future studies without, however, verifying strong correlations with any socio-economic attribute.
publishDate 2022
dc.date.none.fl_str_mv 2022-12-16
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
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status_str publishedVersion
dc.identifier.uri.fl_str_mv https://doi.org/10.34627/rcc.v17i0.282
https://doi.org/10.34627/rcc.v17i0.282
url https://doi.org/10.34627/rcc.v17i0.282
dc.language.iso.fl_str_mv por
language por
dc.relation.none.fl_str_mv https://journals.uab.pt/index.php/rcc/article/view/282
https://journals.uab.pt/index.php/rcc/article/view/282/246
dc.rights.driver.fl_str_mv Direitos de Autor (c) 2022 Universidade Aberta
http://creativecommons.org/licenses/by/4.0
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Direitos de Autor (c) 2022 Universidade Aberta
http://creativecommons.org/licenses/by/4.0
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidade Aberta
publisher.none.fl_str_mv Universidade Aberta
dc.source.none.fl_str_mv Revista de Ciências da Computação; v. 17 (2022); 65-78
2182-1801
1646-6330
10.34627/rcc.v17i0
reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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