国家学前教育分析系统的战略发展

IF 0.3 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
B. Divjak, Petra Vondra, Katarina Pažur Aničić
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引用次数: 1

摘要

本文阐述了克罗地亚学前教育的国家学习分析(LA)和教育数据挖掘系统的设计。所描述的方法包括以下五个阶段:1)目标设定,2)用户需求分析,3)数据可用性分析,4)仪表盘预设计和5)功能验证。在国家和(或)地区一级为学前教育开发学习分析系统方面,存在明显的研究差距,也缺乏实际例子。因此,本研究旨在填补公认的空白,做出科学贡献,同时也有助于解决国家学校LAS发展的实际问题。为了提高LAS的可用性,所有最终用户的参与至关重要。在所述案例中,确定了六个主要用户群体:10-18岁的学生、教师、学校管理和支持人员、负责教育的地区和国家当局、战略机构和研究人员,以及从事系统开发的项目合作伙伴。通过几轮磋商,为每一个项目设计了单独的仪表板功能。与用户的协商从焦点小组和小组开始,集思广益,找出他们想回答的最重要问题,以加强学习和教学。在两轮磋商期间,对收集到的问题的相关性进行了评估。最后,目标用户对每个仪表板的预生产功能提供了反馈,并对其进行了验证。在这个过程中,发现了一些挑战,包括数据收集和保护、道德问题和对未成年学生成绩的解释,以及对用户需求的持续调整。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Strategic Development of a National Pre-tertiary Learning Analytics System
This paper elaborates the design of a National Learning Analytics (LA) and Educational Data Mining System for pre-tertiary education in Croatia. The described approach consists of the following five phases: 1) objectives setting, 2) user needs analysis, 3) data availability analysis, 4) dashboards pre-design and 5) validation of functionalities. There is an evident research gap, as well as the lack of practical examples about the development of a Learning Analytics System (LAS) for pre-tertiary education on the national and/or regional level. Therefore, this research aims to make a scientific contribution by filling the recognized gap, but also contribute to solving the practical issues of national schools’ LAS development. To increase the usability of an LAS, the involvement of all end users is essential. In the described case, six main user groups were identified: 10-18 years old students, teachers, school management and support staff, regional and national authorities responsible for education, strategic bodies and researchers and, finally, project partners that work on system development. For each of them, separate dashboard functionalities have been designed through several rounds of consultations. Consultations with users started with focus groups and panels, to brainstorm the most important issues they would like to answer in order to enhance learning and teaching. Between the two rounds of consultation, there was an evaluation phase of the relevance of the gathered questions. Finally, targeted users provided feedback on the pre-production functionalities of each dashboard and validated them. In this process, several challenges were detected, including data gathering and protection, ethical issues and interpretation of results for students who are underage, and continuous adjustments to the users’ needs.
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来源期刊
Journal of Information and Organizational Sciences
Journal of Information and Organizational Sciences COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS-
CiteScore
1.10
自引率
0.00%
发文量
14
审稿时长
12 weeks
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