Analysis of the learners' learning behaviours in MOOC informationisation leadership

Mei-hui Liu, Shusheng Shen, Changsheng Chen
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Abstract

For better adapting the course to different learners' needs, this study analysed the learners' online learning behaviours. Through using data mining technology to mine the learning behaviours from five dimensions: video watching, text reading, discussion and communication, test and assignments taking, we draw the following conclusions: the demographic characteristics of learners show that the learners are mainly composed of principals, middle-level educational managers and key teachers. The learner's general learning behaviour characteristics are mainly expressed by the facts that the learners' interest in practical cases, and few participants can last more than four weeks, and the learners like videos and texts but they do not like to speak in the discussion forum. Learners can be divided into three clusters: certificate-oriented learners, practice oriented learners and browsers. The value of MOOC should not be evaluated on the basis of certification rates but on whether the learner's learning needs are met.
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MOOC信息化领导下学习者学习行为分析
为了更好地使课程适应不同学习者的需求,本研究分析了学习者的在线学习行为。运用数据挖掘技术,从视频观看、文本阅读、讨论交流、考试作业五个维度对学生的学习行为进行挖掘,得出以下结论:学习者的人口统计学特征表明,学习者主要由校长、教育中层管理人员和骨干教师组成;学习者的一般学习行为特征主要表现为学习者对实际案例的兴趣,很少有参与者能持续四周以上,学习者喜欢视频和文本,但不喜欢在论坛上发言。学习者可以分为三类:证书型学习者、实践型学习者和浏览型学习者。MOOC的价值不应该根据认证率来评估,而应该根据学习者的学习需求是否得到满足来评估。
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来源期刊
CiteScore
1.60
自引率
6.20%
发文量
65
期刊介绍: IJCEELL is the journal of continuing engineering education, lifelong learning and professional development for scientists, engineers and technologists. It deals with continuing education and the learning organisation, virtual laboratories, interactive knowledge media, new technologies for delivery of education and training, future developments in continuing engineering education; continuing engineering education and lifelong learning in the field of management, and government policies relating to continuing engineering education and lifelong learning.
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