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近十年我国学习分析领域研究热点及发展趋势——基于CNKI (2013~2023)核心期刊文献分析
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Abstract:
本文的目的为系统梳理学习分析研究复杂脉络,探索学习分析前沿热点主题,追踪学习分析研究发展趋势。本文通过文献梳理对国内学习分析实践进行了探索性描述研究,采用CiteSpace软件基于中国知网数据库中权威期刊绘制了2012~2023年学习分析领域研究图谱,并通过高频热点词挖掘及聚类分析对该领域的研究现状、热点主题、发展趋势进行可视化整理。研究表明:我国学习分析领域以数据挖掘、学习投入、精准教学、学习科学等为研究热点,呈现出初步萌芽、快速发展、深入拓展三个主要阶段。结论:我国目前学习分析研究正处于拓展应用领域与规范研究伦理阶段,未来研究将趋向于更精准学习分析方法、更广泛的应用领域、更完善的分析机制及更符合伦理的研究规范。
The purpose of this paper is to systematically sort out the complex vein of learning analytics research, explore the hot topics at the frontier of learning analytics, and track the development trend of learning analytics research. An exploratory descriptive study of domestic learning analytics practice was conducted through literature combing, and CiteSpace software was used to draw a research mapping of learning analytics field from 2012 to 2023 based on authoritative journals in the CNKI database, and visualize and organize the current research status, hot topics, and development trend of the field through high-frequency hot words mining and clustering analysis. The study shows that the field of learning analytics in China takes data mining, learning input, precise teaching, and learning science as the research hotspots, and presents three main stages: initial germination, rapid development, and in-depth expansion. Conclusion: China’s current learning analytics research is in the stage of expanding application fields and standardizing research ethics, and future research will tend to be more accurate learning analytics methods, broader application fields, more perfect analysis mechanisms and more ethical research norms.
[1] | 顾小清, 张进良, 蔡慧英. 学习分析: 正在浮现中的数据技术[J]. 远程教育杂志, 2012, 30(1): 18-25. |
[2] | 陈悦, 陈超美, 胡志刚, 王贤文. 引文空间分析原理与应用: CiteSpace实用指南[M]. 北京: 科学出版社, 2014: 16, 76. |
[3] | 张雅俐, 卢红. 基于CiteSpace的“双创”教育研究文献分析[J]. 教育理论与实践, 2019, 39(30): 21-24. |
[4] | 李征, 周小勇. 近20年国内外语教育技术研究评述与未来展望: 基于CiteSpace的可视化分析[J]. 中国电化教育, 2018(6): 91-96 122. |
[5] | 王志军, 杨阳. 认知网络分析法及其应用案例分析[J]. 电化教育研究, 2019, 40(6): 27-34 57. |
[6] | 李海峰, 王炜. 学习分析研究: 基本框架和核心问题——2022版《学习分析手册》的要点与思考[J]. 开放教育研究, 2022, 28(6): 60-71. |
[7] | 张家华, 胡惠芝, 黄昌勤. 多模态学习分析技术支持的学习评价研究[J]. 现代教育技术, 2022, 32(9): 38-45. |