{"title":"A review of two decades of research on the application of multicriteria decision making techniques to evaluate e-learning’s effectiveness","authors":"","doi":"10.34105/j.kmel.2022.14.024","DOIUrl":null,"url":null,"abstract":"Multicriteria decision-making (MCDM) techniques have been widely adopted to evaluate the effectiveness of e-learning. However, the literature review has not kept pace with the rapid accumulation of knowledge in this field. This study systematically reviews the MCDM techniques applied in e-learning issues. In total, we reviewed 77 published studies selected from the Web of Science and Scopus databases. We classified the selected studies by the publication year, the authors’ nationality, and the type of MCDM techniques examined. We further discovered that the majority of previous studies adopted Information System Success Model (D&M model) which was proposed by Delone and McLean in 1992. Due to limited features that were provided by the e-learning system back in the mid-2000, the original D&M model might not consider some significant factors such as students’ characteristics, instructors’ characteristics, user interface and learning community. The goals of this systematic literature review are to understand if the original D&M model is addressed in modern e-learning and to determine if new factors have emerged to evaluate e-learning’s effectiveness but not captured by the original D&M model. This review contributes three new theoretical perspectives. First, reclassification of the D&M model is conducted to include learners’ characteristics, instructors’ characteristics, user interface, and learning community. Second, this study discovers that there is a need to perform reclassification of overlapping subfactors. Third, this review also identifies that the dependencies among the factors in the D&M model are inadequately examined in previous studies. Researchers can utilize the findings of this study as a foundation to formulate their research frameworks, and practitioners can integrate the significant factors identified in this study into their decision-making processes when developing e-learning at their institutions.","PeriodicalId":45327,"journal":{"name":"Knowledge Management & E-Learning-An International Journal","volume":"8 1","pages":""},"PeriodicalIF":2.5000,"publicationDate":"2022-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Knowledge Management & E-Learning-An International Journal","FirstCategoryId":"95","ListUrlMain":"https://doi.org/10.34105/j.kmel.2022.14.024","RegionNum":4,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"EDUCATION & EDUCATIONAL RESEARCH","Score":null,"Total":0}
引用次数: 3
Abstract
Multicriteria decision-making (MCDM) techniques have been widely adopted to evaluate the effectiveness of e-learning. However, the literature review has not kept pace with the rapid accumulation of knowledge in this field. This study systematically reviews the MCDM techniques applied in e-learning issues. In total, we reviewed 77 published studies selected from the Web of Science and Scopus databases. We classified the selected studies by the publication year, the authors’ nationality, and the type of MCDM techniques examined. We further discovered that the majority of previous studies adopted Information System Success Model (D&M model) which was proposed by Delone and McLean in 1992. Due to limited features that were provided by the e-learning system back in the mid-2000, the original D&M model might not consider some significant factors such as students’ characteristics, instructors’ characteristics, user interface and learning community. The goals of this systematic literature review are to understand if the original D&M model is addressed in modern e-learning and to determine if new factors have emerged to evaluate e-learning’s effectiveness but not captured by the original D&M model. This review contributes three new theoretical perspectives. First, reclassification of the D&M model is conducted to include learners’ characteristics, instructors’ characteristics, user interface, and learning community. Second, this study discovers that there is a need to perform reclassification of overlapping subfactors. Third, this review also identifies that the dependencies among the factors in the D&M model are inadequately examined in previous studies. Researchers can utilize the findings of this study as a foundation to formulate their research frameworks, and practitioners can integrate the significant factors identified in this study into their decision-making processes when developing e-learning at their institutions.
多准则决策(MCDM)技术已被广泛应用于评价电子学习的有效性。然而,文献综述并没有跟上这一领域知识快速积累的步伐。本研究系统回顾了MCDM技术在电子学习中的应用。总的来说,我们从Web of Science和Scopus数据库中选择了77篇已发表的研究。我们根据发表年份、作者国籍和所检查的MCDM技术类型对所选研究进行分类。我们进一步发现,以往的研究大多采用Delone和McLean于1992年提出的信息系统成功模型(Information System Success Model, D&M Model)。由于2000年中期电子学习系统提供的功能有限,最初的D&M模型可能没有考虑到一些重要因素,如学生特征、教师特征、用户界面和学习社区。本系统文献综述的目标是了解原始D&M模型是否在现代电子学习中得到了解决,并确定是否出现了新的因素来评估电子学习的有效性,但原始D&M模型没有捕捉到这些因素。这一综述提供了三个新的理论视角。首先,对D&M模型进行重新分类,包括学习者特征、教师特征、用户界面和学习社区。其次,本研究发现有必要对重叠子因子进行重分类。第三,本综述还发现,在以往的研究中,D&M模型中各因素之间的依赖关系没有得到充分的检验。研究者可以利用本研究的发现作为基础来制定他们的研究框架,实践者可以在他们的机构开发电子学习时将本研究中确定的重要因素整合到他们的决策过程中。