A bibliometric analysis of artificial intelligence chatbots in educational contexts

IF 3.5 Q1 EDUCATION & EDUCATIONAL RESEARCH
Yupeng Lin, Zhonggen Yu
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引用次数: 3

Abstract

Purpose The application of artificial intelligence chatbots is an emerging trend in educational technology studies for its multi-faceted advantages. However, the existing studies rarely take a perspective of educational technology application to evaluate the application of chatbots to educational contexts. This study aims to bridge the research gap by taking an educational perspective to review the existing literature on artificial intelligence chatbots. Design/methodology/approach This study combines bibliometric analysis and citation network analysis: a bibliometric analysis through visualization of keyword, authors, organizations and countries and a citation network analysis based on literature clustering. Findings Educational applications of chatbots are still rising in post-COVID-19 learning environments. Popular research issues on this topic include technological advancements, students’ perception of chatbots and effectiveness of chatbots in different educational contexts. Originating from similar technological and theoretical foundations, chatbots are primarily applied to language education, educational services (such as information counseling and automated grading), health-care education and medical training. Diversifying application contexts demonstrate specific purposes for using chatbots in education but are confronted with some common challenges. Multi-faceted factors can influence the effectiveness and acceptance of chatbots in education. This study provides an extended framework to facilitate extending artificial intelligence chatbot applications in education. Research limitations/implications The authors have to acknowledge that this study is subjected to some limitations. First, the literature search was based on the core collection on Web of Science, which did not include some existing studies. Second, this bibliometric analysis only included studies published in English. Third, due to the limitation in technological expertise, the authors could not comprehensively interpret the implications of some studies reporting technological advancements. However, this study intended to establish its research significance by summarizing and evaluating the effectiveness of artificial intelligence chatbots from an educational perspective. Originality/value This study identifies the publication trends of artificial intelligence chatbots in educational contexts. It bridges the research gap caused by previous neglection of treating educational contexts as an interconnected whole which can demonstrate its characteristics. It identifies the major application contexts of artificial intelligence chatbots in education and encouraged further extending of applications. It also proposes an extended framework to consider that covers three critical components of technological integration in education when future researchers and instructors apply artificial intelligence chatbots to new educational contexts.
人工智能聊天机器人在教育环境中的文献计量分析
目的人工智能聊天机器人的应用具有多方面的优势,是教育技术研究的一个新兴趋势。然而,现有的研究很少从教育技术应用的角度来评估聊天机器人在教育情境中的应用。本研究旨在通过从教育的角度对人工智能聊天机器人的现有文献进行回顾,以弥合研究空白。设计/方法/方法本研究将文献计量分析与引文网络分析相结合:通过关键词、作者、组织和国家的可视化进行文献计量分析和基于文献聚类的引文网络分析。在covid -19后的学习环境中,聊天机器人的教育应用仍在增加。关于这一主题的热门研究问题包括技术进步、学生对聊天机器人的看法以及聊天机器人在不同教育背景下的有效性。聊天机器人源于类似的技术和理论基础,主要应用于语言教育、教育服务(如信息咨询和自动评分)、卫生保健教育和医疗培训。多样化的应用环境展示了在教育中使用聊天机器人的特定目的,但也面临着一些共同的挑战。多方面的因素会影响聊天机器人在教育中的有效性和接受度。本研究提供了一个扩展的框架,以促进人工智能聊天机器人在教育中的应用。研究的局限性/启示作者必须承认本研究有一定的局限性。首先,文献检索是基于Web of Science的核心馆藏,没有包括一些已有的研究。其次,这个文献计量分析只包括用英语发表的研究。第三,由于技术专业知识的限制,作者无法全面解释一些报告技术进步的研究的含义。然而,本研究旨在通过从教育角度总结和评估人工智能聊天机器人的有效性来确立其研究意义。原创性/价值本研究确定了人工智能聊天机器人在教育背景下的出版趋势。它弥补了以往忽视将教育情境作为一个相互联系的整体来看待而造成的研究空白,从而体现了教育情境的特征。它确定了人工智能聊天机器人在教育中的主要应用环境,并鼓励进一步扩展应用。当未来的研究人员和教师将人工智能聊天机器人应用于新的教育环境时,它还提出了一个扩展框架,涵盖了教育中技术集成的三个关键组成部分。
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来源期刊
Interactive Technology and Smart Education
Interactive Technology and Smart Education EDUCATION & EDUCATIONAL RESEARCH-
CiteScore
12.00
自引率
2.30%
发文量
30
期刊介绍: Interactive Technology and Smart Education (ITSE) is a multi-disciplinary, peer-reviewed journal, which provides a distinct forum to specially promote innovation and participative research approaches. The following terms are defined, as used in the context of this journal: -Interactive Technology refers to all forms of digital technology, as described above, emphasizing innovation and human-/user-centred approaches. -Smart Education "SMART" is used as an acronym that refers to interactive technology that offers a more flexible and tailored approach to meet diverse individual requirements by being “Sensitive, Manageable, Adaptable, Responsive and Timely” to educators’ pedagogical strategies and learners’ educational and social needs’. -Articles are invited that explore innovative use of educational technologies that advance interactive technology in general and its applications in education in particular. The journal aims to bridge gaps in the field by promoting design research, action research, and continuous evaluation as an integral part of the development cycle of usable solutions/systems.
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