Learning Analytics Tool for Bulgarian School Education

IF 0.2 Q4 EDUCATION & EDUCATIONAL RESEARCH Mathematics and Informatics Pub Date : 2021-08-30 DOI:10.53656/math2021-4-2-lea
S. Gaftandzhieva, R. Doneva, G. Pashev, M. Docheva
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Abstract

Nowadays, schools use many information systems to automate their activities for different stakeholders’ groups – learning management systems, student diary, library systems, digital repositories, financial management and accounting systems, document processing systems, etc. The huge amount of data generated by the users of these systems, led to increased interest in the collection and analysis of data to encourage students to achieve higher results, teachers to provide personalized support and school managers to make data-driven decisions at all levels of school, and stimulates research into the application of Learning Analytics (LA) in schools. The paper presents a LA model and a software prototype of the LA tool designed for the needs of Bulgarian school education from the perspective of different stakeholder groups (students, teachers, class teachers, parents, school managers, inspectors from evaluation agencies), aiming to improve school methods of approaching and analyzing learning data. The tool allows stakeholders to track data for students’ learning or training for different purposes, e.g. monitoring, analysis, forecast, intervention, recommendations, etc., but finally to improve the quality of learning and teaching processes. Research and experiments with the model and the LA tool under consideration are conducted based on the information infrastructure of a typical Bulgarian school.
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保加利亚学校教育学习分析工具
如今,学校使用许多信息系统来为不同的利益相关者群体自动化他们的活动-学习管理系统,学生日记,图书馆系统,数字资料库,财务管理和会计系统,文件处理系统等。这些系统的用户产生的大量数据,增加了对数据收集和分析的兴趣,以鼓励学生取得更高的成绩,教师提供个性化的支持,学校管理者在学校的各个层面做出数据驱动的决策,并刺激了对学习分析(LA)在学校应用的研究。本文从不同利益相关者群体(学生、教师、班主任、家长、学校管理者、评估机构的检查员)的角度,为保加利亚学校教育的需求设计了一个LA模型和一个LA工具的软件原型,旨在改进学校接近和分析学习数据的方法。该工具允许利益相关者跟踪学生学习或培训的数据,用于不同的目的,例如监测、分析、预测、干预、建议等,但最终是为了提高学习和教学过程的质量。基于保加利亚一所典型学校的信息基础设施,对所考虑的模型和LA工具进行了研究和实验。
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来源期刊
Mathematics and Informatics
Mathematics and Informatics EDUCATION & EDUCATIONAL RESEARCH-
自引率
50.00%
发文量
40
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