Visual learning analytics techniques applied in software engineering subjects

被引:1
作者
Conde, Miguel A. [1 ]
Garcia-Penalvo, Francisco J. [2 ]
Gomez-Aguilar, Diego A. [2 ]
Theron, Roberto [2 ]
机构
[1] Univ Leon, Deptartment Mech Comp Sci & Aerosp Engn, Leon, Spain
[2] Univ Salamanca, GRIAL Res Grp, Dept Comp & Automat, Res Inst Educ Sci, Salamanca, Spain
来源
2014 IEEE FRONTIERS IN EDUCATION CONFERENCE (FIE) | 2014年
关键词
Visual Analytics; Learning Analytics; LMS; Data Mining;
D O I
10.1109/FIE.2014.7044486
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
The technology applied to educational contexts, and specially the learning platforms, provides students and teachers with a set of tools and spaces to carry out the learning processes. Information related to the participation and interaction of these stakeholders with their peers and with the platform is recorded. It would be useful to exploit this information in order to make decisions. However this is a complex activity mainly because of the huge quantity of information stored. This work presents a visual learning analytics system that makes possible the exploitation of that information. The system includes several tools that help to analyze users' interaction attending to different dimensions, such as: when interaction is carried out, which are more important contents for users, how they interact with others, etc. This system has been tested with the subject information recorded during five academic years. From this analysis it is possible to show that visual learning analytics may help to improve educational practices.
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页数:9
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