Describing and analysing sequences of learner actions is becoming more popular in learning analytics. Nevertheless, the authors found a variety of definitions of what a learning sequence is, of which data is used for the analysis, and which methods are implemented, as well as of the purpose and educational interventions designed with them. In this literature review, the authors aim to generate an overview of these concepts to develop a decision framework for using sequence analysis in educational research. After analysing 44 articles, the conclusions enable us to highlight different learning tasks and educational settings where sequences are analysed, identify data mapping models for different types of sequence actions, differentiate methods based on purpose and scope, and identify possible educational interventions based on the outcomes of sequence analysis.
翻译:描述和分析学习者动作序列在学习分析领域日益流行。然而,作者发现关于学习序列的定义、用于分析的数据类型、采用的方法,以及基于这些分析所设计的教育目的和干预措施存在多种解读。本综述旨在梳理这些概念,为教育研究中序列分析的应用构建决策框架。通过分析44篇文章,我们得以聚焦课堂任务与教育场景中的序列分析,识别不同序列动作类型的数据映射模型,区分基于目的与范围的分析方法,并明确基于序列分析结果可设计的教育干预措施。