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清华大学学报(自然科学版)  2021, Vol. 61 Issue (2): 104-116    DOI: 10.16511/j.cnki.qhdxxb.2020.21.017
  专题:新型冠状病毒肺炎 本期目录 | 过刊浏览 | 高级检索 |
COVID-19疫情前后高校在线教学数据分析
孔啸1, 刘乃嘉2, 张梦豪1,3, 徐明伟1,3
1. 清华大学 网络科学与网络空间研究院, 北京信息科学与技术国家研究中心, 北京 100084;
2. 清华大学 信息化技术中心, 北京 100084;
3. 清华大学 计算机科学与技术系, 北京 100084
Analysis of online college teaching data before and after the COVID-19 epidemic
KONG Xiao1, LIU Naijia2, ZHANG Menghao1,3, XU Mingwei1,3
1. Institute for Network Science and Cyberspace & BNRist, Tsinghua University, Beijing 100084, China;
2. Information Technology Center, Tsinghua University, Beijing 100084, China;
3. Department of Computer Science and Technology, Tsinghua University, Beijing 100084, China
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摘要 受2020年初爆发的新型冠状病毒肺炎(COVID-19)疫情影响,中国高校全面开展线上教学工作。现有文献通过调查的方式对线上教学条件下学生学习效果和积极性产生的变化进行研究和探讨,得到的调查结果存在调查的主观偏差和样本的局限性问题。高校的教学选课系统是每个学生日常必须使用的。该文以清华大学为例,以其教学选课系统的日志数据为切入点,对线上教学前后同期学生的学习、生活特点进行解读。该文根据HTTP协议的特点对日志数据进行了清洗和整合,并以不同的视角对数据进行可视化和分析。该文发现,疫情期间至少98%的会话来自校园外。学生在脱离了校园环境后,访问教学选课系统的会话量下降了25%~47%,使用移动设备访问系统的人次下降了约7%,系统平均浏览时长下降了约8%。结果表明,线上教学期间学生对于校园学习、工作的积极性发生了明显的下降,需要学校更加重视对学生积极性与学习能动性的调动,从而改善教学质量。
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孔啸
刘乃嘉
张梦豪
徐明伟
关键词 Web服务器新型冠状病毒肺炎(COVID-19)在线教学学习能动性    
Abstract:The corona virus disease 2019 (COVID-19) pandemic has led Chinese universities to turn to online teaching. Several researchers have used surveys to study the characteristics and challenges of online teaching. However, these surveys inevitably included subjective bias and sample limitations. This study analyzed the server logs of the Tsinghua University course selection system during online teaching with comparisons with those of the past two years. Since all students must visit the course selection system every semester, the server logs track the students' learning and living habits. After data cleaning, visualization and analysis, the logs show that over 98% of the sessions came from outside the campus during the epidemic. The number of visits to the system decreased by 25%-47%, the number of visits originating from mobile devices decreased by 7%, and the average browsing time per visit declined by 8%. Thus, this study shows evidence that online teaching leads to a notable decline in student engagement with the system. This study then suggests that colleges pay more attention to the student's productivity and engagement, thereby improving the quality of teaching.
Key wordsWeb servers    corona virus disease 2019 (COVID-19)    online teaching    student engagement
收稿日期: 2020-07-23      出版日期: 2020-12-29
基金资助:徐明伟,教授,E-mail:xumw@tsinghua.edu.cn
引用本文:   
孔啸, 刘乃嘉, 张梦豪, 徐明伟. COVID-19疫情前后高校在线教学数据分析[J]. 清华大学学报(自然科学版), 2021, 61(2): 104-116.
KONG Xiao, LIU Naijia, ZHANG Menghao, XU Mingwei. Analysis of online college teaching data before and after the COVID-19 epidemic. Journal of Tsinghua University(Science and Technology), 2021, 61(2): 104-116.
链接本文:  
http://jst.tsinghuajournals.com/CN/10.16511/j.cnki.qhdxxb.2020.21.017  或          http://jst.tsinghuajournals.com/CN/Y2021/V61/I2/104
  
  
  
  
  
  
  
  
  
  
  
  
  
  
  
  
  
  
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