A meta-analysis on the effects of using AI chatbots in Korean English education

Sodam Seo, Jeong-ryeol Kim
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Abstract

This study aims to investigate the effects of using AI chatbots in Korean English education from a macro perspective. For this purpose, 19 experimental studies are selected to conduct a meta-analysis, synthesizing the results of 51 individual study cases. The results of this study are as follows: First, it is found that the overall effect size of using chatbots is more than medium size meaning that a chatbot is an effective tool to learn English. Second, in the aspects of linguistic competence and affective categories, each shows over medium sizes like the overall effect size. In details of the dependent variables, vocabulary and speaking in linguistic competence and motivation in affective categories, large effect sizes are shown. Third, the effect sizes are getting larger, as the younger the students are, the longer the experiment period lasts, and the more purpose-built the chatbot is. But the differences in the effect sizes in terms of these moderators (e.g., school level, experiment period, and chatbot type) are not significant. Lastly, it is suggested that follow-up studies are needed to collect a sufficient number of experimental study cases and subdivide the variables for performing a more detailed meta-anlysis.
人工智能聊天机器人在韩国英语教育中的效果荟萃分析
本研究旨在从宏观角度探讨人工智能聊天机器人在韩国英语教育中的应用效果。为此,我们选取了19项实验研究进行meta分析,综合了51个个体研究案例的结果。本研究的结果如下:首先,发现使用聊天机器人的整体效应大小大于中等大小,这意味着聊天机器人是学习英语的有效工具。其次,在语言能力和情感类别方面,每个方面都表现出中等以上的大小,就像总体效应大小一样。在因变量的细节,词汇和说话的语言能力和动机的情感范畴,显示出较大的效应量。第三,效应量越来越大,学生年龄越小,实验时间越长,聊天机器人的目的性越强。但这些调节因子(如学校水平、实验周期和聊天机器人类型)的效应大小差异并不显著。最后,建议后续研究收集足够数量的实验研究案例,并细分变量进行更详细的meta分析。
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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