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Improve teaching with modalities and collaborative groups in an LMS: an analysis of monitoring using visualisation techniques

Monitoring students in Learning Management Systems (LMS) throughout the teaching–learning process has been shown to be a very effective technique for detecting students at risk. Likewise, the teaching style in the LMS conditions, the type of student behaviours on the platform and the learning outcom...

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Autores principales: Sáiz-Manzanares, María Consuelo, Marticorena-Sánchez, Raúl, Rodríguez-Díez, Juan José, Rodríguez-Arribas, Sandra, Díez-Pastor, José Francisco, Ji, Yi Peng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8277096/
https://www.ncbi.nlm.nih.gov/pubmed/34276167
http://dx.doi.org/10.1007/s12528-021-09289-9
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author Sáiz-Manzanares, María Consuelo
Marticorena-Sánchez, Raúl
Rodríguez-Díez, Juan José
Rodríguez-Arribas, Sandra
Díez-Pastor, José Francisco
Ji, Yi Peng
author_facet Sáiz-Manzanares, María Consuelo
Marticorena-Sánchez, Raúl
Rodríguez-Díez, Juan José
Rodríguez-Arribas, Sandra
Díez-Pastor, José Francisco
Ji, Yi Peng
author_sort Sáiz-Manzanares, María Consuelo
collection PubMed
description Monitoring students in Learning Management Systems (LMS) throughout the teaching–learning process has been shown to be a very effective technique for detecting students at risk. Likewise, the teaching style in the LMS conditions, the type of student behaviours on the platform and the learning outcomes. The main objective of this study was to test the effectiveness of three teaching modalities (all using Online Project-based Learning -OPBL- and Flipped Classroom experiences and differing in the use of virtual laboratories and Intelligent Personal Assistant -IPA-) on Moodle behaviour and student performance taking into account the covariate "collaborative group". Both quantitative and qualitative research methods were used. With regard to the quantitative analysis, differences were found in student behaviour in Moodle and in learning outcomes, with respect to teaching modalities that included virtual laboratories. Similarly, the qualitative study also analysed the behaviour patterns found in each collaborative group in the three teaching modalities studied. The results indicate that the collaborative group homogenises the learning outcomes, but not the behaviour pattern of each member. Future research will address the analysis of collaborative behaviour in LMSs according to different variables (motivation and metacognitive strategies in students, number of members, interactions between students and teacher in the LMS, etc.).
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spelling pubmed-82770962021-07-14 Improve teaching with modalities and collaborative groups in an LMS: an analysis of monitoring using visualisation techniques Sáiz-Manzanares, María Consuelo Marticorena-Sánchez, Raúl Rodríguez-Díez, Juan José Rodríguez-Arribas, Sandra Díez-Pastor, José Francisco Ji, Yi Peng J Comput High Educ Article Monitoring students in Learning Management Systems (LMS) throughout the teaching–learning process has been shown to be a very effective technique for detecting students at risk. Likewise, the teaching style in the LMS conditions, the type of student behaviours on the platform and the learning outcomes. The main objective of this study was to test the effectiveness of three teaching modalities (all using Online Project-based Learning -OPBL- and Flipped Classroom experiences and differing in the use of virtual laboratories and Intelligent Personal Assistant -IPA-) on Moodle behaviour and student performance taking into account the covariate "collaborative group". Both quantitative and qualitative research methods were used. With regard to the quantitative analysis, differences were found in student behaviour in Moodle and in learning outcomes, with respect to teaching modalities that included virtual laboratories. Similarly, the qualitative study also analysed the behaviour patterns found in each collaborative group in the three teaching modalities studied. The results indicate that the collaborative group homogenises the learning outcomes, but not the behaviour pattern of each member. Future research will address the analysis of collaborative behaviour in LMSs according to different variables (motivation and metacognitive strategies in students, number of members, interactions between students and teacher in the LMS, etc.). Springer US 2021-07-13 2021 /pmc/articles/PMC8277096/ /pubmed/34276167 http://dx.doi.org/10.1007/s12528-021-09289-9 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Sáiz-Manzanares, María Consuelo
Marticorena-Sánchez, Raúl
Rodríguez-Díez, Juan José
Rodríguez-Arribas, Sandra
Díez-Pastor, José Francisco
Ji, Yi Peng
Improve teaching with modalities and collaborative groups in an LMS: an analysis of monitoring using visualisation techniques
title Improve teaching with modalities and collaborative groups in an LMS: an analysis of monitoring using visualisation techniques
title_full Improve teaching with modalities and collaborative groups in an LMS: an analysis of monitoring using visualisation techniques
title_fullStr Improve teaching with modalities and collaborative groups in an LMS: an analysis of monitoring using visualisation techniques
title_full_unstemmed Improve teaching with modalities and collaborative groups in an LMS: an analysis of monitoring using visualisation techniques
title_short Improve teaching with modalities and collaborative groups in an LMS: an analysis of monitoring using visualisation techniques
title_sort improve teaching with modalities and collaborative groups in an lms: an analysis of monitoring using visualisation techniques
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8277096/
https://www.ncbi.nlm.nih.gov/pubmed/34276167
http://dx.doi.org/10.1007/s12528-021-09289-9
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