Towards a learning analytics platform for supporting the educational process

George Lepouras, A. Katifori, C. Vassilakis, Angeliki Antoniou, N. Platis
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引用次数: 11

Abstract

In this paper, we present the vision of an open source learning analytics platform, able to harvest data from different sources, including e-learning platforms and environments, registrar's information systems, alumni systems, etc., so as to provide all stakeholders with the necessary functionality to make decisions on the learning process. The platform's architecture is modular, allowing the introduction of new functionality or connection to new systems to collect needed data. All data can be analyzed and presented though interactive visualizations to find correlations between metrics, to make predictions for students or student groups, to identify best practices for instructors and let them explore 'what-if' scenarios, to offer students personalized recommendations and personalized detailed feedback, etc. Our objective is to inform and empower all stakeholders to improve the learning experience.
朝着支持教育过程的学习分析平台迈进
在本文中,我们提出了一个开源学习分析平台的愿景,该平台能够从不同的来源收集数据,包括电子学习平台和环境、注册商信息系统、校友系统等,从而为所有利益相关者提供必要的功能,以便在学习过程中做出决策。该平台的架构是模块化的,允许引入新的功能或连接到新的系统来收集所需的数据。所有数据都可以通过交互式可视化进行分析和呈现,以发现指标之间的相关性,为学生或学生群体做出预测,为教师确定最佳实践,让他们探索“假设”场景,为学生提供个性化建议和个性化详细反馈等。我们的目标是告知并授权所有利益相关者改善学习体验。
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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