使用文献计量分析绘制数据驱动学习的前景

IF 4.6 1区 文学 Q1 EDUCATION & EDUCATIONAL RESEARCH Recall Pub Date : 2022-11-22 DOI:10.1017/S0958344022000222
Jihua Dong, Yanan Zhao, L. Buckingham
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引用次数: 4

摘要

摘要本研究采用文献计量方法分析常见的研究主题、高影响力的出版物和研究场所,确定最新的变革性研究,并绘制数据驱动学习(DDL)自诞生以来的发展阶段图。使用CiteSpace 6.1.R2分析了从科学网检索的126篇文章和3297篇引用文献(1994-2021)的数据集。该分析揭示了主要的研究主题和高影响力的出版物,以及DDL领域最新的变革性研究。DDL的以下进化阶段是根据Shneider(2009)的科学模型和CiteSpace生成的时间线确定的,即概念化阶段(1980年代至1998年)、成熟阶段(1998年至2011年)和扩展阶段(2011年至现在),第4阶段刚刚出现。最后,该分析确定了未来潜在的研究方向,包括DDL在大规模课堂实践中的实施以及变量在DDL中的作用。
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Charting the landscape of data-driven learning using a bibliometric analysis
Abstract This study employs a bibliometric approach to analyse common research themes, high-impact publications and research venues, identify the most recent transformative research, and map the developmental stages of data-driven learning (DDL) since its genesis. A dataset of 126 articles and 3,297 cited references (1994–2021) retrieved from the Web of Science was analysed using CiteSpace 6.1.R2. The analysis uncovered the principal research themes and high-impact publications, and the most recent transformative research in the DDL field. The following evolutionary stages of DDL were determined based on Shneider’s (2009) scientific model and the timeline generated by CiteSpace, namely, the conceptualising stage (1980s–1998), the maturing stage (1998–2011), and the expansion stage (2011–now), with Stage 4 just emerging. Finally, the analysis discerned potential future research directions, including the implementation of DDL in larger-scale classroom practice and the role of variables in DDL.
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来源期刊
Recall
Recall Multiple-
CiteScore
8.50
自引率
4.40%
发文量
17
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