Use of activity logs to improve online collaboration

This article presents a review of works that center their interest in eLearning platforms and the data mining of participants’ activity. The studies in this research area generate information, through the analysis of such logs and data, that is provided to the students in real time to help them to c...

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Main Authors: César Coll Salvador, Anna Engel Rocamora, Shamaly Niño Carrasco
Format: Article
Language:English
Published: Asociación Iberoamericana de Educación Superior y a Distancia (AIESAD) 2018-02-01
Series:RIED: Revista Iberoamericana de Educación a Distancia
Subjects:
Online Access:http://revistas.uned.es/index.php/ried/article/view/20641
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author César Coll Salvador
Anna Engel Rocamora
Shamaly Niño Carrasco
author_facet César Coll Salvador
Anna Engel Rocamora
Shamaly Niño Carrasco
author_sort César Coll Salvador
collection DOAJ
description This article presents a review of works that center their interest in eLearning platforms and the data mining of participants’ activity. The studies in this research area generate information, through the analysis of such logs and data, that is provided to the students in real time to help them to collaborate and learn through collaboration on the platform. There are studies from different areas of study such as Learning Analytics, Educational Data Mining, Group Awareness Tools or Interaction Analysis Tools. The review takes a double perspective: i) to analyze the data extracted from activity logs, their processing, the information generated and the ways to communicate it; and ii) to explorer the model and the instruments used to assess how the information provided impact on online collaborative processes and/or the learning. The conclusions emphasize that the models of collaborative learning that justifies the selection of the data extracted from the activity logs, the processing, the information generated and provided to the students and the way of communicating it, are not explicitly stated. In addition, important biases are detected because of not considering the multidimensional nature of the collaborative learning processes. Also, few studies analyze the relations between students' uses of the information provided and the quality of their collaborative processes and learning results. The very few studies that do analyze such relation do not go into depth on the changes in group dynamics caused by information.
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spelling doaj.art-5b3650a6fe2844d1825a814e51bf20112022-12-21T18:39:08ZengAsociación Iberoamericana de Educación Superior y a Distancia (AIESAD)RIED: Revista Iberoamericana de Educación a Distancia1138-27831390-33062018-02-0121213915710.5944/ried.21.2.2064117015Use of activity logs to improve online collaborationCésar Coll Salvador0Anna Engel RocamoraShamaly Niño Carrasco1Universidad de BarcelonaUniversidad de BarcelonaThis article presents a review of works that center their interest in eLearning platforms and the data mining of participants’ activity. The studies in this research area generate information, through the analysis of such logs and data, that is provided to the students in real time to help them to collaborate and learn through collaboration on the platform. There are studies from different areas of study such as Learning Analytics, Educational Data Mining, Group Awareness Tools or Interaction Analysis Tools. The review takes a double perspective: i) to analyze the data extracted from activity logs, their processing, the information generated and the ways to communicate it; and ii) to explorer the model and the instruments used to assess how the information provided impact on online collaborative processes and/or the learning. The conclusions emphasize that the models of collaborative learning that justifies the selection of the data extracted from the activity logs, the processing, the information generated and provided to the students and the way of communicating it, are not explicitly stated. In addition, important biases are detected because of not considering the multidimensional nature of the collaborative learning processes. Also, few studies analyze the relations between students' uses of the information provided and the quality of their collaborative processes and learning results. The very few studies that do analyze such relation do not go into depth on the changes in group dynamics caused by information.http://revistas.uned.es/index.php/ried/article/view/20641analíticas de actividadaprendizaje en líneaCSCLenseñanza superiorregistros de actividad.
spellingShingle César Coll Salvador
Anna Engel Rocamora
Shamaly Niño Carrasco
Use of activity logs to improve online collaboration
RIED: Revista Iberoamericana de Educación a Distancia
analíticas de actividad
aprendizaje en línea
CSCL
enseñanza superior
registros de actividad.
title Use of activity logs to improve online collaboration
title_full Use of activity logs to improve online collaboration
title_fullStr Use of activity logs to improve online collaboration
title_full_unstemmed Use of activity logs to improve online collaboration
title_short Use of activity logs to improve online collaboration
title_sort use of activity logs to improve online collaboration
topic analíticas de actividad
aprendizaje en línea
CSCL
enseñanza superior
registros de actividad.
url http://revistas.uned.es/index.php/ried/article/view/20641
work_keys_str_mv AT cesarcollsalvador useofactivitylogstoimproveonlinecollaboration
AT annaengelrocamora useofactivitylogstoimproveonlinecollaboration
AT shamalyninocarrasco useofactivitylogstoimproveonlinecollaboration