Using Video Activity Reports to Support Remote Project-Based Learning

Distance learning has been expanding. Learner engagement is particularly important in project-based learning (PBL), but the interaction between teacher and learner and the understanding of learner status, including engagement, is not easy. This study aims to support teacher-learner communication bas...

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Main Authors: Kosuke Sasaki, Zhen He, Tomoo Inoue
Format: Article
Language:English
Published: Graz University of Technology 2023-11-01
Series:Journal of Universal Computer Science
Subjects:
Online Access:https://lib.jucs.org/article/113266/download/pdf/
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author Kosuke Sasaki
Zhen He
Tomoo Inoue
author_facet Kosuke Sasaki
Zhen He
Tomoo Inoue
author_sort Kosuke Sasaki
collection DOAJ
description Distance learning has been expanding. Learner engagement is particularly important in project-based learning (PBL), but the interaction between teacher and learner and the understanding of learner status, including engagement, is not easy. This study aims to support teacher-learner communication based on learner engagement for remote PBL. In this paper, we propose the use of video activity reports by learners to estimate and understand learner engagement and to demonstrate its feasibility on the basis of the relationship between verbal and nonverbal information that can be obtained from video activity reports and learner engagement. Analysis of 232 video activity reports submitted by eight graduate students while working on remote research-based PBLs reveals that learner engagement decreases (1) when the report contained negative words, (2) when filled pauses were frequent or long, and (3) when silent pauses were infrequent or short. Furthermore, the feasibility of an AI-based support system is demonstrated through the design and implementation of a prototype.
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spelling doaj.art-5deddfc0a0e442cea1937973de4ab5f42023-11-30T11:00:10ZengGraz University of TechnologyJournal of Universal Computer Science0948-69682023-11-0129111336136010.3897/jucs.113266113266Using Video Activity Reports to Support Remote Project-Based LearningKosuke Sasaki0Zhen He1Tomoo Inoue2University of TsukubaUniversity of TsukubaUniversity of TsukubaDistance learning has been expanding. Learner engagement is particularly important in project-based learning (PBL), but the interaction between teacher and learner and the understanding of learner status, including engagement, is not easy. This study aims to support teacher-learner communication based on learner engagement for remote PBL. In this paper, we propose the use of video activity reports by learners to estimate and understand learner engagement and to demonstrate its feasibility on the basis of the relationship between verbal and nonverbal information that can be obtained from video activity reports and learner engagement. Analysis of 232 video activity reports submitted by eight graduate students while working on remote research-based PBLs reveals that learner engagement decreases (1) when the report contained negative words, (2) when filled pauses were frequent or long, and (3) when silent pauses were infrequent or short. Furthermore, the feasibility of an AI-based support system is demonstrated through the design and implementation of a prototype.https://lib.jucs.org/article/113266/download/pdf/Distance learningProject-based learningEngagem
spellingShingle Kosuke Sasaki
Zhen He
Tomoo Inoue
Using Video Activity Reports to Support Remote Project-Based Learning
Journal of Universal Computer Science
Distance learning
Project-based learning
Engagem
title Using Video Activity Reports to Support Remote Project-Based Learning
title_full Using Video Activity Reports to Support Remote Project-Based Learning
title_fullStr Using Video Activity Reports to Support Remote Project-Based Learning
title_full_unstemmed Using Video Activity Reports to Support Remote Project-Based Learning
title_short Using Video Activity Reports to Support Remote Project-Based Learning
title_sort using video activity reports to support remote project based learning
topic Distance learning
Project-based learning
Engagem
url https://lib.jucs.org/article/113266/download/pdf/
work_keys_str_mv AT kosukesasaki usingvideoactivityreportstosupportremoteprojectbasedlearning
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AT tomooinoue usingvideoactivityreportstosupportremoteprojectbasedlearning