COVID-19大流行期间韩国社会在线远程教育对话的变化:新闻文章的主题建模分析

Kyungmee Lee, Tae-jong Kim, Berrin Cefa Sari, Aras Bozkurt
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引用次数: 0

摘要

本研究探讨了韩国社会在新冠肺炎大流行之前、期间和之后出现的在线远程教育(ODE)主导话语。作者对2019年至2021年韩国24家媒体发表的8865篇新闻进行了主题建模分析。利用潜在狄利克雷分配(Latent Dirichlet Allocation, LDA)算法和社交网络分析软件(NetMiner),从每个时期识别出最热门的5个话题和与每个话题相关的前10个单词。作者观察到,不仅新闻文章的数量发生了重大变化,而且每年发表的谈话的深度也发生了重大变化。研究结果揭示了几个关键点。首先,以前被认为是边缘和异常的ODE,在韩国社会的所有教育水平上都获得了正常。其次,韩国独特的文化、历史和技术基础设施塑造了ODE的话语。第三,以社会正义为导向和以商业为导向的ODE话语之间的明确划分反映了韩国社会中持续存在的不平等。最后,在2021年,ODE话语趋于成熟,对ODE的正面和负面都有了更加批判和现实的看法。进一步讨论了这种见解对大流行后ODE研究和实践的有益影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Shifting Conversations on Online Distance Education in South Korean Society During the COVID-19 Pandemic: A Topic Modeling Analysis of News Articles
This study explored the dominant discourses on online distance education (ODE) that emerged in South Korean society before, during, and after the COVID-19 pandemic. The authors conducted a topic modeling analysis of 8,865 news articles published by 24 South Korean media outlets between 2019 and 2021. Using the Latent Dirichlet Allocation (LDA) algorithm and social network analysis software (NetMiner), the top five topics and the top ten words associated with each topic were identified from each period. The authors observed significant changes not only in the number of news articles but also in the depth of the conversations published each year. The results have revealed several key points. First, ODE, previously considered marginal and abnormal, gained in normality across all educational levels in Korean society. Second, ODE discourses have been shaped by the unique cultural, historical, and technological infrastructure in South Korea. Third, a clear division between social-justice-oriented and business-oriented ODE discourses reflect a persistent inequality in Korean society. Finally, ODE discourses matured in 2021, with more critical and realistic perspectives on both the positives and negatives of ODE. The useful implications of such insights for post-pandemic ODE research and practice are further discussed.  
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