Learning analytics in Russia and abroad: level of development, trends and prospects

T. A. Kustitskaya, M. Noskov
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Abstract

Problem statement. Learning analytics is an emerging scientific field, which studies learners and learning process based on data from digital environment. The aim of the study - to observe the development of learning analytics, its prospects and limitations and detecting the state of art of this scientific field in Russia. Methodology . The study is based on context analysis of scientific articles on the topic in the public domain. Special attention is given to reviewing scientific publications of Russian-speaking authors devoted to analytics of education data and the implementation of learning analytics tools in the educational process. Results . The research detects the global directions of learning analytics development and its problematic aspects. It provides the quantitative and qualitative analysis of scientific publications of Russian-speaking authors and identifiers the most popular research questions in the learning analytics field. It proposes the author’s vision of the hierarchy of directions for learning analytics development, consisting of the research aspect, the environment transformation aspect and the legal regulation aspect. The national initiatives in the digitalization of education are briefly discussed. Conclusion . A certain lag in the level of development of learning analytics in Russia from the global one is revealed. At the same time, there is a noticeable increase in interest to this area among individual researchers, educational institutions and at the state level, which allows us to count on positive changes.
学习分析在俄罗斯和国外:发展水平,趋势和前景
问题陈述。学习分析是一门新兴的科学领域,它基于数字环境中的数据来研究学习者和学习过程。该研究的目的是观察学习分析的发展,其前景和局限性,并检测俄罗斯这一科学领域的现状。方法。这项研究是基于对公共领域有关该主题的科学文章的语境分析。特别注意审查俄语作者的科学出版物,这些作者致力于分析教育数据和在教育过程中实施学习分析工具。结果。研究发现了学习分析发展的全球方向及其存在的问题。它提供了俄语作者和标识符的科学出版物的定量和定性分析,这是学习分析领域最受欢迎的研究问题。提出了笔者对学习分析发展方向层次的设想,包括研究方向、环境转型方向和法律规制方向。简要讨论了国家在教育数字化方面的举措。结论。俄罗斯学习分析的发展水平与全球相比存在一定的滞后。与此同时,个人研究人员、教育机构和州一级对这一领域的兴趣明显增加,这使我们能够期待积极的变化。
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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