How does students' perception of ChatGPT shape online learning engagement and performance?

IF 23.4 Q1 Social Sciences
Mahboobeh Mehrvarz , Ghasem Salimi , Samaneh Abdoli , Bruce M. McLaren
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Abstract

Artiicial intelligence technologies, such as ChatGPT, Bert, LaMDA, and T5 have become deeply integrated into universities, influencing numerous functions within higher education and various aspects of students' lives. This article examined how students' perceptions of ChatGPT influence their engagement and performance in online learning, focusing on the mediating role of engagement. The perception of ChatGPT involves a student's understanding of, willingness to utilize, and concerns regarding the technology. These interconnected factors can influence students' online learning engagement with the software and, consequently, affect their academic performance. The study used self-reported data from 305 participants at a large university in Iran. The findings from Structural Equation Modeling (SEM) revealed that students' perception of ChatGPT accounts for 19.2 % of the variance in online learning engagement, while the combination of ChatGPT perception and online learning engagement explains 40.4 % of the variance in academic performance. Furthermore, students' perceptions of ChatGPT had direct effects on online learning engagement (β = 0.438) and academic performance (β = 0.268). Additionally, online engagement significantly mediated this relationship, with an indirect effect of β = 0.206. The observed direct and indirect effects highlighted the essential role of online learning engagement in fostering interaction and enhancing students' performance. Overall, our conceptual model provides researchers and university administrators with a comprehensive understanding of students' perceptions of ChatGPT, their engagement, and their academic performance in an online setting. This model also provides valuable insights for future research on designing student activities that leverage artificial intelligence technologies, including ChatGPT-based tools.

Abstract Image

学生对ChatGPT的认知如何影响在线学习的参与度和表现?
ChatGPT、Bert、LaMDA、T5等人工智能技术已经深度融入大学,影响着高等教育的诸多功能和学生生活的方方面面。本文研究了学生对ChatGPT的看法如何影响他们在在线学习中的参与度和表现,重点关注了参与度的中介作用。对ChatGPT的感知涉及到学生对该技术的理解、使用意愿和关注。这些相互关联的因素会影响学生对软件的在线学习参与度,从而影响他们的学习成绩。这项研究使用了伊朗一所大型大学的305名参与者的自我报告数据。结构方程模型(SEM)的研究结果显示,学生对ChatGPT的感知占在线学习投入方差的19.2%,而ChatGPT感知和在线学习投入的结合解释了学习成绩方差的40.4%。此外,学生对ChatGPT的认知对在线学习投入(β = 0.438)和学习成绩(β = 0.268)有直接影响。此外,在线参与显著地介导了这种关系,其间接效应为β = 0.206。观察到的直接和间接影响突出了在线学习参与在促进互动和提高学生表现方面的重要作用。总体而言,我们的概念模型为研究人员和大学管理人员提供了全面了解学生对ChatGPT的看法、他们的参与度以及他们在在线环境中的学术表现。该模型还为未来设计利用人工智能技术(包括基于chatgpt的工具)的学生活动的研究提供了有价值的见解。
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来源期刊
CiteScore
16.80
自引率
0.00%
发文量
66
审稿时长
50 days
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