Characterizing Amateur Tutoring Behavior on a Large Online Learning Platform

Dapeng Shan, Prasanta Bhattacharya, B. Kao, T. Phan
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Abstract

Online tutoring is an increasingly popular learning and business model, which matches students with amateur tutors recruited through a platform. While such platforms offer a unique opportunity to study how online and on-demand learning happens at scale, little is still known about how tutors engage on the platform. We present an exploratory analysis of tutor engagement on a large online tutoring platform, using an anonymized dataset of virtual sessions between tutors and students. Specifically, we show significant association between tutor engagement and associated factors like the subject and difficulty level of questions, and the experience of tutors on the platform. Moreover, we highlight important heterogeneities in tutor behavior, particularly in their work intensity. Our findings hold important implications for tutor retention and learning effectiveness on such platforms.
大型在线学习平台业余辅导行为特征研究
在线辅导是一种越来越受欢迎的学习和商业模式,它将学生与通过平台招募的业余导师相匹配。虽然这些平台提供了一个独特的机会来研究在线和按需学习是如何大规模发生的,但人们对导师在平台上的参与度知之甚少。我们对一个大型在线辅导平台上的导师参与度进行了探索性分析,使用了导师和学生之间虚拟会话的匿名数据集。具体而言,我们发现导师参与度与相关因素(如问题的主题和难度级别)以及导师在平台上的经验之间存在显著关联。此外,我们强调了导师行为的重要异质性,特别是他们的工作强度。我们的研究结果对此类平台上的导师保留率和学习效率具有重要意义。
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