Optimizing the Amount of Practice in an On-Line Platform

K. Kelly, N. Heffernan
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引用次数: 3

Abstract

Intelligent tutoring systems are known for providing customized learning opportunities for thousands of users. One feature of many systems is differentiating the amount of practice users receive. To do this, some systems rely on a threshold of consecutive correct responses. For instance, Khan Academy used to use ten correct in a row and now uses five correct in a row as the mastery threshold. The present research uses a series of randomized control trials, conducted in an online learning platform (eg., ASSISTments.org), to explore the effects of different thresholds of consecutive correct responses on learning. Results indicate that despite spending significantly more time practicing there is no significant difference on learning between two, three, four, or five consecutive correct responses. This suggests that systems, and MOOCS, can employ the simple rule of two or three consecutive correct responses when determining the amount of practice provided to users.
优化在线平台的练习量
智能辅导系统以为成千上万的用户提供定制的学习机会而闻名。许多系统的一个特点是区分用户接受的练习量。为了做到这一点,一些系统依赖于连续正确响应的阈值。例如,可汗学院过去使用连续10个正确,现在使用连续5个正确作为精通阈值。目前的研究采用了一系列随机对照试验,在一个在线学习平台上进行。(ASSISTments.org),探讨连续正确反应的不同阈值对学习的影响。结果表明,尽管花了更多的时间练习,但在学习两个,三个,四个或五个连续正确答案之间没有显着差异。这表明,在确定提供给用户的练习量时,系统和mooc可以采用连续两到三个正确答案的简单规则。
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