LearningRlab: Educational R Package for Statistics in Computer Science Engineering

This paper describes and evaluates the educational interest of LearningRlab, an educational R package developed for teaching statistics in computer science engineering. The package was developed by final degree project students to be used as an educational environment for statistics students who eva...

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Autores: Cuadrado Gallego, Juan José|||0000-0001-8178-5556, Gómez Pérez, Josefa|||0000-0003-0111-8898, Tayebi Tayebi, Abdelhamid|||0000-0002-6216-257X, Usero Aragonés, Luis|||0000-0001-8658-9992, Hellín Asensio, Carlos Javier|||0000-0002-1576-5466, Valledor Pérez, Adrián|||0000-0002-6899-1336
Formato: artículo
Fecha de publicación:2023
País:España
Recursos:Universidad de Alcalá (UAH)
Repositorio:e_Buah Biblioteca Digital Universidad de Alcalá
Idioma:inglés
OAI Identifier:oai:ebuah.uah.es:10017/63233
Acesso em linha:http://hdl.handle.net/10017/63233
https://dx.doi.org/10.3390/s23146412
Access Level:acceso abierto
Palavra-chave:Computer science engineering
Statistics
Descriptive statistics
Probability
Final degree project
R packages
Informática
Computer science
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spelling LearningRlab: Educational R Package for Statistics in Computer Science EngineeringCuadrado Gallego, Juan José|||0000-0001-8178-5556Gómez Pérez, Josefa|||0000-0003-0111-8898Tayebi Tayebi, Abdelhamid|||0000-0002-6216-257XUsero Aragonés, Luis|||0000-0001-8658-9992Hellín Asensio, Carlos Javier|||0000-0002-1576-5466Valledor Pérez, Adrián|||0000-0002-6899-1336Computer science engineeringStatisticsDescriptive statisticsProbabilityFinal degree projectR packagesInformáticaComputer scienceThis paper describes and evaluates the educational interest of LearningRlab, an educational R package developed for teaching statistics in computer science engineering. The package was developed by final degree project students to be used as an educational environment for statistics students who evaluated the package and provided feedback for future versions. Such a process increases the motivation of both groups of students. This paper presents how the use of the R packages conceived and developed for engineering education can improve the learning process in the computer science engineering bachelor's degree. Two different evaluations, one performed by a group of statistics students, and the other performed by final degree project students, were used to evaluate the impact on the learning process of the first version of the package to develop the second version of the package, which corrects and enhances the first version. The evaluation results show a positive effect on the learning process in both subjects. The analysis of the learning outcomes reflected in the grades of the experimental and control groups demonstrates that LearningRlab can be used as a teaching aid for statistics and final degree project subjects of the computer science engineering degree. The average laboratory grade of the students who used the package (5.76) was noticeably higher than the average laboratory grade of students who did not use it (1.84).20232023-05-18journal articlehttp://purl.org/coar/resource_type/c_6501NAhttp://purl.org/coar/version/c_be7fb7dd8ff6fe43info:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10017/63233https://dx.doi.org/10.3390/s23146412reponame:e_Buah Biblioteca Digital Universidad de Alcaláinstname:Universidad de Alcalá (UAH)Inglésengopen accesshttp://purl.org/coar/access_right/c_abf2Attribution-NonCommercial-NoDerivatives 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessoai:ebuah.uah.es:10017/632332026-06-18T11:13:07Z
dc.title.none.fl_str_mv LearningRlab: Educational R Package for Statistics in Computer Science Engineering
title LearningRlab: Educational R Package for Statistics in Computer Science Engineering
spellingShingle LearningRlab: Educational R Package for Statistics in Computer Science Engineering
Cuadrado Gallego, Juan José|||0000-0001-8178-5556
Computer science engineering
Statistics
Descriptive statistics
Probability
Final degree project
R packages
Informática
Computer science
title_short LearningRlab: Educational R Package for Statistics in Computer Science Engineering
title_full LearningRlab: Educational R Package for Statistics in Computer Science Engineering
title_fullStr LearningRlab: Educational R Package for Statistics in Computer Science Engineering
title_full_unstemmed LearningRlab: Educational R Package for Statistics in Computer Science Engineering
title_sort LearningRlab: Educational R Package for Statistics in Computer Science Engineering
dc.creator.none.fl_str_mv Cuadrado Gallego, Juan José|||0000-0001-8178-5556
Gómez Pérez, Josefa|||0000-0003-0111-8898
Tayebi Tayebi, Abdelhamid|||0000-0002-6216-257X
Usero Aragonés, Luis|||0000-0001-8658-9992
Hellín Asensio, Carlos Javier|||0000-0002-1576-5466
Valledor Pérez, Adrián|||0000-0002-6899-1336
author Cuadrado Gallego, Juan José|||0000-0001-8178-5556
author_facet Cuadrado Gallego, Juan José|||0000-0001-8178-5556
Gómez Pérez, Josefa|||0000-0003-0111-8898
Tayebi Tayebi, Abdelhamid|||0000-0002-6216-257X
Usero Aragonés, Luis|||0000-0001-8658-9992
Hellín Asensio, Carlos Javier|||0000-0002-1576-5466
Valledor Pérez, Adrián|||0000-0002-6899-1336
author_role author
author2 Gómez Pérez, Josefa|||0000-0003-0111-8898
Tayebi Tayebi, Abdelhamid|||0000-0002-6216-257X
Usero Aragonés, Luis|||0000-0001-8658-9992
Hellín Asensio, Carlos Javier|||0000-0002-1576-5466
Valledor Pérez, Adrián|||0000-0002-6899-1336
author2_role author
author
author
author
author
dc.subject.none.fl_str_mv Computer science engineering
Statistics
Descriptive statistics
Probability
Final degree project
R packages
Informática
Computer science
topic Computer science engineering
Statistics
Descriptive statistics
Probability
Final degree project
R packages
Informática
Computer science
description This paper describes and evaluates the educational interest of LearningRlab, an educational R package developed for teaching statistics in computer science engineering. The package was developed by final degree project students to be used as an educational environment for statistics students who evaluated the package and provided feedback for future versions. Such a process increases the motivation of both groups of students. This paper presents how the use of the R packages conceived and developed for engineering education can improve the learning process in the computer science engineering bachelor's degree. Two different evaluations, one performed by a group of statistics students, and the other performed by final degree project students, were used to evaluate the impact on the learning process of the first version of the package to develop the second version of the package, which corrects and enhances the first version. The evaluation results show a positive effect on the learning process in both subjects. The analysis of the learning outcomes reflected in the grades of the experimental and control groups demonstrates that LearningRlab can be used as a teaching aid for statistics and final degree project subjects of the computer science engineering degree. The average laboratory grade of the students who used the package (5.76) was noticeably higher than the average laboratory grade of students who did not use it (1.84).
publishDate 2023
dc.date.none.fl_str_mv 2023
2023-05-18
dc.type.none.fl_str_mv journal article
http://purl.org/coar/resource_type/c_6501
NA
http://purl.org/coar/version/c_be7fb7dd8ff6fe43
dc.type.openaire.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.none.fl_str_mv http://hdl.handle.net/10017/63233
https://dx.doi.org/10.3390/s23146412
url http://hdl.handle.net/10017/63233
https://dx.doi.org/10.3390/s23146412
dc.language.none.fl_str_mv Inglés
eng
language_invalid_str_mv Inglés
language eng
dc.rights.none.fl_str_mv open access
http://purl.org/coar/access_right/c_abf2
Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
dc.rights.openaire.fl_str_mv info:eu-repo/semantics/openAccess
rights_invalid_str_mv open access
http://purl.org/coar/access_right/c_abf2
Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.source.none.fl_str_mv reponame:e_Buah Biblioteca Digital Universidad de Alcalá
instname:Universidad de Alcalá (UAH)
instname_str Universidad de Alcalá (UAH)
reponame_str e_Buah Biblioteca Digital Universidad de Alcalá
collection e_Buah Biblioteca Digital Universidad de Alcalá
repository.name.fl_str_mv
repository.mail.fl_str_mv
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