利用数字徽章提高学习者在线课程的记忆率

F. Urfan, A. Suciani, Desy Irafadillah Effendi
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引用次数: 0

摘要

学习者的留存率是影响高校在线学习完成率的重要因素。记忆率高的学习者更有可能以满意的成绩完成课程。使用数字徽章开发在线课程是提高学习者留存率的一种策略。在大学的在线课程或讲座中,学生留存率经常是一个问题。提高学生留存率的措施之一是使用数字徽章。本研究旨在通过学习管理系统(LMS)中的数字徽章提高学习者的保留率,本研究中使用的是Moodle。调查对象是参加“水资源管理遥感”在线课程的大学生。使用的研究方法是一个实验,比较使用数字徽章的课程和不使用数字徽章的课程。研究数据来源于Moodle上的日志数据,通过K-Means聚类技术进行分析,得到学习者留存率分为三类:高留存率、中等留存率和低留存率。结果表明,使用数字徽章可以提高学习者的记忆。基于这些结果,本研究建议使用数字徽章开发在线课程或在线讲座。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Utilization of Digital Badges to Improve Learners’ Retention in Online Course
Learners’ retention is an essential factor that affects the completion rate of online learning in universities. Learners with high retention have a preponderant probability of completing the course with satisfactory results. The development of online courses using digital badges is a strategy to increase learners’ retention. Student retention is a matter that is often found in online courses or lectures at the college level. One of the actions taken to increase student retention is the use of digital badges. This study aims to increase learner retention through digital badges in the Learning Management System (LMS), which in this research is using Moodle. The research respondents were college students involved in the online course “Remote Sensing for Water Resources Management.” The research method used is an experiment comparing courses that use digital badges and courses that do not use them. The research data was obtained from log data on the Moodle and analyzed by K-Means Clustering technique to obtain three categories of learner retention: high retention, medium retention, and low retention. The results showed that the use of digital badges can increase learners’ retention. Based on these results, this study recommends using digital badges to develop online courses or online lectures.
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