利用 PLS-SEM 将 DeLone 和 McLean 模型应用于 COVID-19 期间学生的电子学习系统

IF 4.7 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-03-15 DOI:10.1177/20427530241239401
Zaheer Abbas, Nimra Munir
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引用次数: 0

摘要

教育是国家社会和经济发展的最重要因素。本研究旨在了解古吉拉特大学学生的在线学习体验、系统满意度和系统使用情况。由于 COVID-19 的流行,传统(面对面)的学习方法被停止,教育机构转向在线教学平台。为了评估在线学习系统(平台),使用了修改后的 DeLone 和 McLean(D&M)模型,其中包括教师信息质量、教师服务质量、系统质量、系统使用情况、系统满意度和学习成绩等因素。数据是通过学生大学电子邮件媒介,采用自填问卷的方式从 340 名学生(2017-20 批)中收集的。对数据的可靠性和有效性进行了测试,结果符合要求。确认性因子分析的结果显示,所有基本因子都达到了测量不变量检验和费尼尔与拉克尔标准。多组分析表明,第 4 学段和第 8 学段/第 4 学段的学生对教师的信息质量对系统满意度的看法不同。此外,BS6 级和 BS8 级/MSc4 级的学生在系统使用和学习成绩方面也有不同的看法。此外,PLS-SEM 结果显示,BS6th 和 BS8th/MSc4th 的学生认为系统使用对他们的学习成绩有显著的积极影响。此外,结果还显示,教师的服务质量与系统满意度之间存在一周的负相关关系。
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Application of DeLone and McLean model on students’ E-learning systems during COVID-19 using PLS-SEM
Education is the most important factor for growth of countries’ social and economic development. The purpose of this study is to know online learning experience, system satisfaction and system usage of students in University of Gujrat. Due to COVID-19 pandemic, traditional (face to face) learning method was stopped and educational institutions shifted to online teaching and learning platforms. To gauge online learning system (platforms) a modified DeLone and McLean (D&M) model was used that comprising Instructors’ Information Quality, Instructors’ Service Quality, System Quality, System Usage, System Satisfaction and Academic Achievements factors. The data was collected from 340 students (Batch, 2017-20) using self-administrated questionnaire through Students’ University email medium. Reliability and Validity of the data was tested and found up to the mark. The results of Confirmatory Factor Analysis revealed that all underlying factors achieved measurement invariance test and Fernell and Lacker criteria. Multi-group analysis showed that students of BS4th and BS8th/MSc4th have different opinion with respect to instructors’ information quality towards system satisfaction. Also, students of BS6th and BS8th/MSc 4th have different view according to system usage and their academic achievements. Further, PLS-SEM results showed that students of BS6th and BS8th/MSc4th reported significant positive impact of System Usage on their Academic Achievements. Furthermore, results depicted that a week negative relationship exist between instructors’ service quality with system satisfaction.
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
期刊介绍: ACS Applied Bio Materials is an interdisciplinary journal publishing original research covering all aspects of biomaterials and biointerfaces including and beyond the traditional biosensing, biomedical and therapeutic applications. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrates knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important bio applications. The journal is specifically interested in work that addresses the relationship between structure and function and assesses the stability and degradation of materials under relevant environmental and biological conditions.
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