A Literature Review on Intelligent Services Applied to Distance Learning
Distance learning has assumed a relevant role in the educational scenario. The use of Virtual Learning Environments contributes to obtaining a substantial amount of educational data. In this sense, the analyzed data generate knowledge used by institutions to assist managers and professors in strateg...
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MDPI AG
2021
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oai:doaj.org-article:0f08c51671ef4983a47c48225f7e7d642021-11-25T17:23:11ZA Literature Review on Intelligent Services Applied to Distance Learning10.3390/educsci111106662227-7102https://doaj.org/article/0f08c51671ef4983a47c48225f7e7d642021-10-01T00:00:00Zhttps://www.mdpi.com/2227-7102/11/11/666https://doaj.org/toc/2227-7102Distance learning has assumed a relevant role in the educational scenario. The use of Virtual Learning Environments contributes to obtaining a substantial amount of educational data. In this sense, the analyzed data generate knowledge used by institutions to assist managers and professors in strategic planning and teaching. The discovery of students’ behaviors enables a wide variety of intelligent services for assisting in the learning process. This article presents a literature review in order to identify the intelligent services applied in distance learning. The research covers the period from January 2010 to May 2021. The initial search found 1316 articles, among which 51 were selected for further studies. Considering the selected articles, 33% (17/51) focus on learning systems, 35% (18/51) propose recommendation systems, 26% (13/51) approach predictive systems or models, and 6% (3/51) use assessment tools. This review allowed for the observation that the principal services offered are recommendation systems and learning systems. In these services, the analysis of student profiles stands out to identify patterns of behavior, detect low performance, and identify probabilities of dropouts from courses.Lidia Martins da SilvaLucas Pfeiffer Salomão DiasSandro RigoJorge Luis Victória BarbosaDaiana R. F. LeithardtValderi Reis Quietinho LeithardtMDPI AGarticledistance learningintelligent servicesliterature reviewvirtual learning environmentsEducationLENEducation Sciences, Vol 11, Iss 666, p 666 (2021) |
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distance learning intelligent services literature review virtual learning environments Education L |
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distance learning intelligent services literature review virtual learning environments Education L Lidia Martins da Silva Lucas Pfeiffer Salomão Dias Sandro Rigo Jorge Luis Victória Barbosa Daiana R. F. Leithardt Valderi Reis Quietinho Leithardt A Literature Review on Intelligent Services Applied to Distance Learning |
description |
Distance learning has assumed a relevant role in the educational scenario. The use of Virtual Learning Environments contributes to obtaining a substantial amount of educational data. In this sense, the analyzed data generate knowledge used by institutions to assist managers and professors in strategic planning and teaching. The discovery of students’ behaviors enables a wide variety of intelligent services for assisting in the learning process. This article presents a literature review in order to identify the intelligent services applied in distance learning. The research covers the period from January 2010 to May 2021. The initial search found 1316 articles, among which 51 were selected for further studies. Considering the selected articles, 33% (17/51) focus on learning systems, 35% (18/51) propose recommendation systems, 26% (13/51) approach predictive systems or models, and 6% (3/51) use assessment tools. This review allowed for the observation that the principal services offered are recommendation systems and learning systems. In these services, the analysis of student profiles stands out to identify patterns of behavior, detect low performance, and identify probabilities of dropouts from courses. |
format |
article |
author |
Lidia Martins da Silva Lucas Pfeiffer Salomão Dias Sandro Rigo Jorge Luis Victória Barbosa Daiana R. F. Leithardt Valderi Reis Quietinho Leithardt |
author_facet |
Lidia Martins da Silva Lucas Pfeiffer Salomão Dias Sandro Rigo Jorge Luis Victória Barbosa Daiana R. F. Leithardt Valderi Reis Quietinho Leithardt |
author_sort |
Lidia Martins da Silva |
title |
A Literature Review on Intelligent Services Applied to Distance Learning |
title_short |
A Literature Review on Intelligent Services Applied to Distance Learning |
title_full |
A Literature Review on Intelligent Services Applied to Distance Learning |
title_fullStr |
A Literature Review on Intelligent Services Applied to Distance Learning |
title_full_unstemmed |
A Literature Review on Intelligent Services Applied to Distance Learning |
title_sort |
literature review on intelligent services applied to distance learning |
publisher |
MDPI AG |
publishDate |
2021 |
url |
https://doaj.org/article/0f08c51671ef4983a47c48225f7e7d64 |
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