A Social Network Analysis of Online Engagement for College Students Traditionally Underrepresented in STEM

Destiny Williams-Dobosz, R. F. Azevedo, Amos Jeng, Vyom Thakkar, Suma Bhat, Nigel Bosch, M. Perry
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引用次数: 5

Abstract

Little is known about the online learning behaviors of students traditionally underrepresented in STEM fields (i.e., UR-STEM students), as well as how those behaviors impact important learning outcomes. The present study examined the relationship between online discussion forum engagement and success for UR-STEM and non-UR-STEM students, using the Community of Inquiry (CoI) model as our theoretical framework. Social network analysis and nested regression models were used to explore how three different measures of forum engagement—1) total number of posts written, 2) number of help-seeking posts written and replied to, and 3) level of connectivity—were related to improvement (i.e., relative performance gains) for 70 undergraduate students enrolled in an online introductory STEM course. We found a significant positive relationship between help-seeking and improvement and nonsignificant effects of general posting and connectivity; these results held for UR-STEM and non-UR-STEM students alike. Our findings suggest that online help-seeking has benefits for course improvement beyond what can be predicted by posting alone and that one need not be well connected in a class network to achieve positive learning outcomes. Finally, UR-STEM students demonstrated greater grade improvement than their non-UR-STEM counterparts, which suggests that the online environment has the potential to combat barriers to success that disproportionately affect underrepresented students.
传统上未被充分代表的STEM大学生在线参与的社会网络分析
对于传统上在STEM领域未被充分代表的学生(即UR-STEM学生)的在线学习行为,以及这些行为如何影响重要的学习成果,人们知之甚少。本研究使用探究社区(CoI)模型作为我们的理论框架,研究了UR-STEM和非UR-STEM学生的在线论坛参与与成功之间的关系。使用社会网络分析和嵌套回归模型来探索论坛参与度的三种不同衡量标准——1)撰写的帖子总数,2)撰写和回复的求助帖子数量,以及3)连接水平——与参加在线STEM入门课程的70名本科生的改进(即相对绩效收益)之间的关系。我们发现求助和改进与一般发帖和连通性的影响呈显著正相关;这些结果适用于UR-STEM和非UR-STEM学生。我们的研究结果表明,在线求助对课程改进的好处远远超过了单独发帖所能预测的,而且一个人不需要在班级网络中建立良好的联系就能取得积极的学习成果。最后,UR-STEM学生比非UR-STEM学生表现出更大的成绩进步,这表明在线环境有可能消除阻碍成功的障碍,这些障碍不成比例地影响了代表性不足的学生。
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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