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Perceiving Learning at a Glance: A Systematic Literature Review of Learning Dashboard Research

机译:感知学习一览:学习仪表盘研究的系统文献综述

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摘要

This paper presents a systematic literature review of the state-of-the-art of research on learning dashboards in the fields of Learning Analytics and Educational Data Mining. Research on learning dashboards aims to identify what data is meaningful to different stakeholders and how data can be presented to support sense-making processes. Learning dashboards are becoming popular due to the increased use of educational technologies, such as Learning Management Systems (LMS) and Massive Open Online Courses (MOOCs). The initial search of five main academic databases and GScholar resulted in 346 papers out of which 55 papers were included in the final analysis. Our review distinguishes different kinds of research studies as well as various aspects of learning dashboards and their maturity regarding evaluation. As the research field is still relatively young, most studies are exploratory and proof-of-concept. The review concludes by offering a definition for learning dashboards and by outlining open issues and future lines of work in the area of learning dashboards. There is a need for longitudinal research in authentic settings and studies that systematically compare different dashboard designs.
机译:本文对学习分析和教育数据挖掘领域中有关学习仪表板的最新研究进行了系统的文献综述。对学习仪表板的研究旨在确定哪些数据对不同的利益相关者有意义,以及如何显示数据以支持理性决策过程。由于越来越多地使用教育技术,例如学习管理系统(LMS)和大规模在线公开课程(MOOC),学习仪表板变得越来越流行。对5个主要学术数据库和GScholar的初步搜索导致346篇论文,其中55篇论文被纳入最终分析。我们的评论区分了不同类型的研究,学习仪表板的各个方面以及它们在评估方面的成熟度。由于研究领域还比较年轻,因此大多数研究都是探索性的和概念验证的。审查通过提供学习仪表板的定义并概述学习仪表板领域中的未解决问题和未来工作来结束。需要在真实的环境中进行纵向研究,并进行系统地比较不同仪表板设计的研究。

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