Blended Learning in Algeria: Assessing Students' Satisfaction and Future Preferences Using SEM and Sentiment Analysis.

IF 2.2 Q1 EDUCATION & EDUCATIONAL RESEARCH
Meriem Laifa, Roya Imani Giglou, Samir Akhrouf
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Abstract

Given the still existing restrictions of COVID-19, blended learning is undoubtedly becoming a better-fitting strategy for higher education institutions in underprivileged countries. Acknowledging the current changes in higher education, this study aims to investigate the elements that influence students' satisfaction and their future preferences regarding blended learning in Algeria. A total of 782 questionnaires were collected from different Algerian universities. A structural Equation Modeling (SEM) analysis was conducted to investigate the relationship among the latent variables of the proposed theoretical model. Moreover, an unsupervised sentiment analysis approach was applied to analyze the qualitative data received in the form of feedback from the participants. The results show that students' perceived ease of use and perceived usefulness of blended learning had a significant positive impact on their satisfaction. Similarly, satisfaction had a positive influence on students' future preferences regarding blended learning. In turn, students' perceived ease of use and usefulness had an indirect effect on their future preferences, mediated by satisfaction. Additionally, qualitative data echoed students' eagerness to adopt more advanced learning technologies and what obstacles currently stand in their way. The contribution of this study is to reflect the current situation of blended learning adoption in developing countries and to support future curriculum planning and development. It can also help teachers, students, and policymakers to make better decisions and recommendations for an improved and more sustainable learning and teaching environment in the future.

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阿尔及利亚的混合学习:使用SEM和情绪分析评估学生的满意度和未来偏好。
鉴于新冠肺炎的限制仍然存在,混合学习无疑正在成为贫困国家高等教育机构的一种更好的策略。鉴于当前高等教育的变化,本研究旨在调查影响阿尔及利亚学生对混合学习的满意度和未来偏好的因素。共从阿尔及利亚不同的大学收集了782份问卷。对所提出的理论模型进行了结构方程建模(SEM)分析,以研究潜在变量之间的关系。此外,应用无监督情绪分析方法来分析以参与者反馈形式收到的定性数据。结果表明,学生对混合学习的易用性和有用性的感知对他们的满意度有显著的正向影响。同样,满意度对学生未来对混合学习的偏好也有积极影响。反过来,学生感知到的易用性和有用性对他们未来的偏好产生了间接影响,这是由满意度介导的。此外,定性数据反映了学生们渴望采用更先进的学习技术,以及目前阻碍他们学习的障碍。本研究的贡献是反映发展中国家采用混合学习的现状,并支持未来的课程规划和发展。它还可以帮助教师、学生和政策制定者做出更好的决策和建议,以改善未来更可持续的学习和教学环境。
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来源期刊
Innovative Higher Education
Innovative Higher Education EDUCATION & EDUCATIONAL RESEARCH-
CiteScore
4.30
自引率
9.10%
发文量
46
期刊介绍: Innovative Higher Education is a refereed scholarly journal that strives to package fresh ideas in higher education in a straightforward and readable fashion. The four main purposes of Innovative Higher Education are: (1) to present descriptions and evaluations of current innovations and provocative new ideas with relevance for action beyond the immediate context in higher education; (2) to focus on the effect of such innovations on teaching and students; (3) to be open to diverse forms of scholarship and research methods by maintaining flexibility in the selection of topics deemed appropriate for the journal; and (4) to strike a balance between practice and theory by presenting manuscripts in a readable and scholarly manner to both faculty and administrators in the academic community.
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