Modelling the success of learning management systems: application of latent class segmentation using FIMIX-PLS

被引:10
作者
Arenas-Gaitan, Jorge [1 ]
Javier Rondan-Cataluna, Francisco [1 ]
Ramirez-Correa, Patricio E. [2 ]
机构
[1] Univ Seville, Dept Business Management & Mkt, Ave Ramon y Cajal 1, Seville 41018, Spain
[2] Univ Catolica Norte, Sch Engn, Coquimbo, Chile
关键词
Learning management system; information systems success; higher education; latent class segmentation; unobserved heterogeneity; TREATING UNOBSERVED HETEROGENEITY; STRUCTURAL EQUATION MODELS; SCALE DEVELOPMENT; VIRTUAL-REALITY; TECHNOLOGY; GENDER; VALIDITY; SUPPORT;
D O I
10.1080/10494820.2017.1283335
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
There is not a unique attitude towards the implementation of digital technology in educational sceneries. This paper aims to validate an adaptation of the DeLone and McLean information systems success model in the context of a learning management system. Furthermore, this study means to prove (1) the necessity of segmenting students in order to fit the model more accurately and (2) the impact of other new Internet tools on students' perceptions with regard to learning management systems. Partial least squares has been used to analyse the measurement and the structural model. Subsequently, the Finite Mixture Partial Least Squarestechnique has been employed to examine unobserved heterogeneity and to find users' segments. The results of this research indicate that to segment between two groups of students is especially useful in order to improve the understanding of the success of a learning management system. This segmentation is made according to the importance which the students attribute to the new Internet tools to support their learning.
引用
收藏
页码:135 / 147
页数:13
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