Factors Influencing the Quality of Online Teaching: Application of DEMATEL and Cluster Technology

Ruining Li, Yichen Meng
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引用次数: 1

Abstract

With the informationization of higher education, colleges and universities can fully apply online teaching mode to education and teaching. Therefore, analysis of factors affecting teaching quality of college teachers in online teaching can effectively make evaluation object (teachers) have a sense of achievement and pride, so as to mobilize enthusiasm of evaluation object and to stimulate the consciousness of honor and shame and consciousness of competition. This study adopts application of DEMATEL and Cluster technology, conducts a questionnaire survey on 5 colleges and universities in Henan Province, analyzes and identifies the teachers’ factors among factors affecting teaching quality of E-commerce courses, and analyzes comprehensive influence index of teachers’ factors, namely impact degree, affected degree, cause degree and centrality degree. A cluster flight is carried out on evaluation results of students. Results show that X2-2, X2-4, X2-5, and X4-3 represent high degree of centrality and high degree of cause, that is high importance of factor and the cause factor. The results of teacher evaluation can be divided into three groups by the K-means clustering method, and the clustering group shows significant significance for all research items (p < 0.05). The weights of X2-2, X2-4, X2-5, and X4-3 in cluster analysis also rank the top four, which is highly consistent with the results of DEMATEL’s research, demonstrating that application of DEMATEL and Cluster technology proposed is very maneuverable and scientific. Research results have important reference value for improving online teaching strategy, improving the quality of online teaching, and regulating teaching activities as a whole through the use of online teaching quality evaluation.
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影响网络教学质量的因素——DEMATEL与集群技术的应用
随着高等教育的信息化,高校可以将在线教学模式全面应用于教育教学。因此,分析网络教学中影响高校教师教学质量的因素,可以有效地使评价对象(教师)产生成就感和自豪感,从而调动评价对象的积极性,激发教师的荣辱意识和竞争意识。本研究采用DEMATEL和聚类技术,对河南省5所高校进行了问卷调查,对影响电子商务课程教学质量的因素中教师因素进行了分析和识别,并分析了教师因素的综合影响指标,即影响程度、影响程度、,原因度和中心度。对学生的评估结果进行了集群飞行。结果表明,X2-2、X2-4、X2-5和X4-3代表高度的中心性和高度的原因,即因素和原因因素的高度重要性。采用K-means聚类方法将教师评价结果分为三组,聚类组对所有研究项目均具有显著性意义(p<0.05)。聚类分析中X2-2、X2-4、X2-5和X4-3的权重也排名前四,这与DEMATEL的研究结果高度一致,证明了DEMATEL和集群技术的应用具有很强的可操作性和科学性。研究结果对改进在线教学策略、提高在线教学质量、通过在线教学质量评估整体规范教学活动具有重要参考价值。
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来源期刊
自引率
0.00%
发文量
352
审稿时长
12 weeks
期刊介绍: This interdisciplinary journal focuses on the exchange of relevant trends and research results and presents practical experiences gained while developing and testing elements of technology enhanced learning. It bridges the gap between pure academic research journals and more practical publications. So it covers the full range from research, application development to experience reports and product descriptions. Fields of interest include, but are not limited to: -Software / Distributed Systems -Knowledge Management -Semantic Web -MashUp Technologies -Platforms and Content Authoring -New Learning Models and Applications -Pedagogical and Psychological Issues -Trust / Security -Internet Applications -Networked Tools -Mobile / wireless -Electronics -Visualisation -Bio- / Neuroinformatics -Language /Speech -Collaboration Tools / Collaborative Networks
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