The Influence of Grades on Learning Behavior in MOOCs: Certification vs, Continued Participation

Li Wang, Erik Hemberg, Una-May O’Reilly
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Abstract

MOOCs (massive open online courses) often use comprehensive exams and homework problem sets to assess students in their overall understanding of course material. The grades students receive on these tests and assignments determine whether they complete or become certified in course material. However, beyond receiving a certification, how do grades impact the learning behavior in students? Do students who receive poor grades actively change their overall activity to improve their grades? To better understand the impact of grades, we observe overall student activity on two MITx MOOCs for certified students and students who continuously participate in MOOC assignments. We use click stream data to compile the overall activity of a student and we use points earned divided by total possible points to calculate the students’ grades. We observe that students with the highest levels of activity have some of the highest grades. We also observe that the difference in activity before and after the finalization of a grade (delta-activity) have greater variation as grade increases. Finally, we observe very little changes in grades (delta-grade) for certified students when visualized against delta-activity and that continuously participating students have greater grade changes compared to certified students.
成绩对mooc学习行为的影响:认证vs持续参与
mooc(大规模在线开放课程)通常使用综合考试和作业问题集来评估学生对课程材料的整体理解。学生在这些测试和作业中获得的分数决定了他们是否完成或获得课程材料的认证。然而,除了获得认证之外,分数如何影响学生的学习行为?成绩差的学生会主动改变他们的整体活动来提高成绩吗?为了更好地理解成绩的影响,我们观察了两门麻省理工学院MOOC课程的总体学生活动,这两门课程分别面向获得认证的学生和持续参与MOOC作业的学生。我们使用点击流数据来汇编学生的整体活动,我们使用获得的分数除以可能的总分数来计算学生的成绩。我们观察到,活跃程度最高的学生有些成绩也最高。我们还观察到,在一个等级确定之前和之后的活度差异(δ活度)随着等级的增加而有更大的变化。最后,我们观察到,与delta活动相比,认证学生的成绩变化很小,而持续参与的学生比认证学生的成绩变化更大。
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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