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评估新冠疫情期间学生的在线学习满意度:判别分析

Estimating students' online learning satisfaction during COVID-19: A discriminant analysis.

作者信息

Al-Nasa'h Mais, Al-Tarawneh Luae', Abu Awwad Ferial M, Ahmad Ikhlas

机构信息

Department of Counseling and Special Education, School of Educational Sciences, The University of Jordan, Jordan.

Communications Engineering Department, King Abdullah II School of Engineering, Princess Sumaya University for Technology, Jordan.

出版信息

Heliyon. 2021 Dec;7(12):e08544. doi: 10.1016/j.heliyon.2021.e08544. Epub 2021 Dec 6.

Abstract

This study aims to examine online learning effects regarding self-efficacy, generalized anxiety, and fear of COVID-19 on three distinct online learning satisfaction levels (low, moderate, and high) among university students. A cross-sectional survey was utilized for data collection between June 2020 and August 2020 to assess students' online self-efficacy, general anxiety, fear of COVID-19, and online learning satisfaction. The descriptive data analysis demonstrated a fundamental understanding of the gathered data results. Meanwhile, discriminant data analysis was employed to explore different online learning satisfaction levels following various study factors. The correlational analysis implied online learning self-efficacy to be significantly and positively associated with online learning satisfaction while general anxiety and fear of COVID-19 were significantly and negatively related to online learning satisfaction. The discriminant analysis revealed the emergence of three online learning satisfaction levels from online self-efficacy, general anxiety, and fear of COVID-19. This study theoretically justified the essentiality of online learning self-efficacy towards online learning satisfaction. High online learning satisfaction levels occurred with high online self-efficacy, moderate general anxiety, and low fear of COVID-19. Two discriminant functions (academic engagement and fear) were subsequently evolved. Academic engagement corresponded to online self-efficacy and general anxiety while fear was associated with COVID-19. In this vein, online learning self-efficacy and moderate general anxiety led to high online learning satisfaction. The fear of COVID-19 also required alleviation towards online learning satisfaction. For example, academicians and policymakers needed to focus on developing online self-efficacy and reducing the fear of COVID-19 for high online learning satisfaction.

摘要

本研究旨在考察大学生在三种不同的在线学习满意度水平(低、中、高)下,在线学习对自我效能感、广泛性焦虑和对新冠病毒的恐惧的影响。2020年6月至2020年8月期间采用横断面调查收集数据,以评估学生的在线自我效能感、广泛性焦虑、对新冠病毒的恐惧以及在线学习满意度。描述性数据分析展示了对所收集数据结果的基本理解。同时,采用判别数据分析来探究不同学习因素下不同的在线学习满意度水平。相关分析表明,在线学习自我效能感与在线学习满意度显著正相关,而广泛性焦虑和对新冠病毒的恐惧与在线学习满意度显著负相关。判别分析揭示了从在线自我效能感、广泛性焦虑和对新冠病毒的恐惧中出现了三种在线学习满意度水平。本研究从理论上证明了在线学习自我效能感对在线学习满意度的重要性。高在线学习满意度出现在高在线自我效能感、中度广泛性焦虑和低对新冠病毒恐惧的情况下。随后产生了两个判别函数(学业参与度和恐惧)。学业参与度对应在线自我效能感和广泛性焦虑,而恐惧与对新冠病毒的恐惧相关。就此而言,在线学习自我效能感和中度广泛性焦虑会带来高在线学习满意度。对新冠病毒的恐惧也需要减轻以提高在线学习满意度。例如,学者和政策制定者需要专注于培养在线自我效能感并减少对新冠病毒的恐惧,以实现高在线学习满意度。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d5aa/8666652/7f9f76f9311d/gr1.jpg

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