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

被引:2
|
作者
Shayan, Parisa [1 ]
Rondinelli, Roberto [2 ]
van Zaanen, Menno [1 ]
Atzmueller, Martin [1 ]
机构
[1] Tilburg Univ, Tilburg, Netherlands
[2] Univ Macerata, Macerata, Italy
关键词
User Modeling; Network Analysis; Network Motifs; Learning Management System; Technology Acceptance Model;
D O I
10.1145/3345002.3349288
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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.
引用
收藏
页码:7 / 13
页数:7
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