Analysis on the Impact of College Students' Online Learning Investment

Guan XueYi, Hu Weilin, W. Tianyi, Hao Yufeng, Ren Yonghao
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Abstract

In recent years, with the rapid development of the Internet and communication technology, online learning has become an important means and way for college students to acquire knowledge, but the quality and effect of online learning are not satisfactory. By exploring the reasons why college students are willing to invest time and energy in online learning, more targeted online courses can be developed to further promote the overall knowledge literacy of college students. This article adopts a data-driven approach, starting from the emotional dimension, by studying the comments and barrage data of some courses in bilibili, China University MOOC, and Tencent classrooms, after data cleaning, use topic analysis, word cloud graphs and data visualization to analyze the emotional state of college students in the process of learning online classes. Combined with the interactive mode, manipulation method, and auxiliary functions of the online course, leads to the reasons why college students are willing to invest time and energy in online learning. Through the research results, we found that online teaching videos with advanced marking of the difficulty of the course, humorous teaching style, and high degree of interaction are more popular among college students. Therefore, this research suggests that teachers can carry out gradient teaching when recording online courses, breaking down the difficulties from simple to deep, from easy to difficult, and at the same time increase teacher-student interaction in the teaching process to increase students' participation, thereby increasing the emotional investment in online learning level. Applying the findings of this survey to online teaching platforms and online teaching arrangements for colleges and universities will better increase the degree of college students' online learning investment, and improve the sustainability of college students' online learning investment as a whole.
大学生网络学习投入的影响分析
近年来,随着互联网和通信技术的飞速发展,在线学习已成为大学生获取知识的重要手段和途径,但在线学习的质量和效果却不尽人意。通过探究大学生愿意在网络学习中投入时间和精力的原因,可以开发出更有针对性的网络课程,进一步提升大学生的整体知识素养。本文采用数据驱动的方法,从情感维度出发,通过对bilibili、中国大学MOOC、腾讯课堂部分课程的评论和弹幕数据进行研究,经过数据清洗,运用话题分析、词云图、数据可视化等方法,分析大学生在线课程学习过程中的情感状态。结合网络课程的互动模式、操作方法和辅助功能,导致了大学生愿意投入时间和精力进行在线学习的原因。通过研究结果,我们发现课程难度评分先进、教学风格幽默、互动性强的网络教学视频更受大学生欢迎。因此,本研究建议教师在录制网络课程时可以进行梯度教学,将难点由简单到深入,由容易到困难进行分解,同时在教学过程中增加师生互动,提高学生的参与度,从而提高在线学习的情感投入水平。将本次调查的结果应用到高校的在线教学平台和在线教学安排中,可以更好地提高大学生在线学习投资的程度,提高大学生在线学习投资的整体可持续性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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