Descriptive Network Modeling and Analysis for Investigating User Acceptance in a Learning Management System Context

Parisa Shayan, R. Rondinelli, Menno van Zaanen, M. Atzmüller
{"title":"Descriptive Network Modeling and Analysis for Investigating User Acceptance in a Learning Management System Context","authors":"Parisa Shayan, R. Rondinelli, Menno van Zaanen, M. Atzmüller","doi":"10.1145/3345002.3349288","DOIUrl":null,"url":null,"abstract":"Learning Management Systems (LMSs) play a significant role in educational technology. In this paper, we analyze different approaches in order to investigate the acceptance of an LMS. Utilizing questionnaire information structured on the Technology Acceptance Model (TAM), we apply descriptive network modeling and analysis complementing basic statistical analysis in order to identify specific patterns in the user data. We present the applied analysis methodology in detail, and demonstrate the connection to user modeling:here, descriptive statistics indicate student satisfaction with the usage (acceptance level) as a whole; network analysis indicates the level of variability w.r.t. the user questions, while specific patterns or motifs show the satisfaction levels for the different networks.","PeriodicalId":153835,"journal":{"name":"Proceedings of the 23rd International Workshop on Personalization and Recommendation on the Web and Beyond","volume":"40 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 23rd International Workshop on Personalization and Recommendation on the Web and Beyond","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3345002.3349288","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

Learning Management Systems (LMSs) play a significant role in educational technology. In this paper, we analyze different approaches in order to investigate the acceptance of an LMS. Utilizing questionnaire information structured on the Technology Acceptance Model (TAM), we apply descriptive network modeling and analysis complementing basic statistical analysis in order to identify specific patterns in the user data. We present the applied analysis methodology in detail, and demonstrate the connection to user modeling:here, descriptive statistics indicate student satisfaction with the usage (acceptance level) as a whole; network analysis indicates the level of variability w.r.t. the user questions, while specific patterns or motifs show the satisfaction levels for the different networks.
在学习管理系统环境下调查用户接受度的描述性网络建模和分析
学习管理系统(lms)在教育技术中扮演着重要的角色。在本文中,我们分析了不同的方法来研究LMS的接受度。利用基于技术接受模型(TAM)的问卷调查信息,我们采用描述性网络建模和分析来补充基本的统计分析,以识别用户数据中的特定模式。我们详细介绍了应用分析方法,并展示了与用户建模的联系:在这里,描述性统计表明学生对使用(接受水平)的整体满意度;网络分析表明了用户问题的可变性水平,而特定的模式或主题显示了不同网络的满意度水平。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信