SPOC论坛中学生认知行为的发展轨迹:认知网络分析与滞后序列分析相结合的综合方法

Zhi Liu, Ning Zhang, Shiqi Liu, Sannyuya Liu
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引用次数: 1

摘要

SPOC论坛是学习者在线交流和互动的主要工具。学习者能够通过合作讨论进行小组知识建构;这样就产生了大量的文本数据。这些数据往往反映了学习者的内隐认知行为。本研究旨在探讨SPOC论坛中学习者群体认知行为的发展轨迹,并进一步揭示学习者认知行为随时间变化的行为规律。具体来说,我们在14周内收集了35名参与者的论坛数据。采用滞后序列分析和认知网络分析相结合的方法,发现不同学习阶段的认知行为序列和认知行为之间的联系结构。随着论坛讨论的深入,行为序列呈现多样性趋势,认知行为结构变化显著。特别是在最后阶段,学习者的认知行为逐渐转向低阶认知行为,这可能与备考有关。因此,教师可以重新思考讨论内容和考试方式的设计,从而在论坛讨论中保持较高的认知参与水平。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Development Trajectory of Student Cognitive Behaviors in a SPOC Forum: An Integrated Approach Combining Epistemic Network Analysis and Lag Sequential Analysis
SPOC forums are the main vehicle for learners to communicate and interact online. Learners are able to conduct group knowledge construction through collaborative discussions; thus a large amount of text data are generated. These data often reflect learners’ implicit cognitive behaviors. This study aimed to explore the development trajectory of group cognitive behaviors in a SPOC forum among learners, and to further uncover the behavioral regularity that learners’ cognitive behavior may subsequently shift and change over time. Specifically, we collected 35 participants’ forum data across 14 weeks. Lag sequential analysis and epistemic network analysis were jointly adopted to discover cognitive behavior sequence and the connection structure between cognitive behaviors in different learning stages. As discussion progressed in the forum, behavior sequence had the tendency of diversity and the change of cognitive behavior structure was significant. Especially in the final stage, learners’ cognitive behaviors gradually shift to lower-order cognitive behaviors, which may be related to preparation for exams. Therefore, teacher could rethink the design of discussion content and examination style to maintain a relatively high level of cognitive engagement in forum discussion.
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