Technology Enhanced Learning Analytics Dashboard in Higher Education

IF 2.4 Q1 EDUCATION & EDUCATIONAL RESEARCH Electronic Journal of e-Learning Pub Date : 2022-02-14 DOI:10.34190/ejel.20.2.2189
Rangana Jayashanka, E. Hettiarachchi, K. Hewagamage
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引用次数: 3

Abstract

During the COVID-19 pandemic period, all the Sri Lankan universities delivered lectures in fully online mode using Virtual Learning Environments. In fully online mode, students cannot track their performance level, their progress in the course, and their performances compared to the rest of the class. This paper presents research work conducted at the University of Colombo School of Computing (UCSC), Sri Lanka, to solve the above problems and facilitate students learning in fully online and blended learning environments using Learning Analytics. The research objective is to design and create a Technology Enhanced Learning Analytics (TELA) dashboard for improving students’ motivation, engagement, and grades. The Design Science research strategy was followed to achieve the objectives of the research. Initially, a literature survey was conducted analyzing features and limitations in current Learning Analytic dashboards. Then, current Learning Analytic plugins for Moodle were studied to identify their drawbacks. Two surveys with 136 undergraduate students and interviews with 12 lecturers were conducted to determine required features of the TELA system. The system was designed as a Moodle Plugin. Finally, an evaluation of the system was done with third-year undergraduate students of the UCSC. The results showed that the TELA dashboard can improve students' motivation, engagement, and grades. As a result of the system, students could track their current progress and performance compared to the peers, which helps to improve their motivation to engage more in the course. Also, the increased engagement in the course enhances the student’s self-confidence since the student can see continuous improvement of his/her progress and performance which in turn improves the student’s grades.
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高等教育中技术增强的学习分析仪表板
在新冠肺炎大流行期间,斯里兰卡所有大学都使用虚拟学习环境以完全在线模式授课。在完全在线模式下,学生无法跟踪他们的表现水平、课程进度以及与班上其他人相比的表现。本文介绍了斯里兰卡科伦坡大学计算学院(UCSC)为解决上述问题并使用学习分析促进学生在完全在线和混合学习环境中学习而进行的研究工作。研究目标是设计和创建一个技术增强学习分析(TELA)仪表板,以提高学生的动机、参与度和成绩。遵循设计科学研究策略来实现研究目标。最初,进行了一项文献调查,分析了当前学习分析仪表板的特点和局限性。然后,对Moodle的当前学习分析插件进行了研究,以确定其缺点。为了确定影视处系统的必要功能,对136名本科生进行了两次调查,并对12名讲师进行了访谈。该系统被设计为Moodle插件。最后,对该系统进行了评估,并对加州大学旧金山分校的三年级本科生进行了评估。结果表明,TELA仪表盘可以提高学生的学习动机、参与度和成绩。由于该系统,学生可以跟踪他们目前与同龄人相比的进步和表现,这有助于提高他们更多地参与课程的动机。此外,课程参与度的提高增强了学生的自信心,因为学生可以看到自己的进步和表现不断提高,这反过来又提高了学生的成绩。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Electronic Journal of e-Learning
Electronic Journal of e-Learning EDUCATION & EDUCATIONAL RESEARCH-
CiteScore
5.90
自引率
18.20%
发文量
34
审稿时长
20 weeks
期刊最新文献
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