Learning Analytics Dashboard for Motivation and Performance

被引:16
|
作者
Fleur, Damien S. [1 ,2 ]
van den Bos, Wouter [2 ,3 ]
Bredeweg, Bert [1 ,4 ]
机构
[1] Univ Amsterdam, Informat Inst, Amsterdam, Netherlands
[2] Univ Amsterdam, Dept Psychol, Amsterdam, Netherlands
[3] Max Planck Inst Human Dev, Ctr Adapt Rational, Berlin, Germany
[4] Amsterdam Univ Appl Sci, Amsterdam, Netherlands
来源
关键词
Learning Analytics; Motivation; Social comparison; Goal orientation; ACHIEVEMENT; NOVELTY;
D O I
10.1007/978-3-030-49663-0_51
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Deploying Learning Analytics that significantly improve learning outcomes remains a challenge. Motivation has been found to be related to academic achievement and is argued to play an essential role in efficient learning. We developed a Learning Analytics dashboard and designed an intervention that relies on goal orientation and social comparison. Subjects can see a prediction of their final grade in a course as well as how they perform in comparison to classmates with similar goal grades. Those with access to the dashboard ended up more motivated than those without access, outperformed their peers as the course progressed and achieved higher final grades. Our results indicate that learner-oriented dashboards are technically feasible and may have tangible benefits for learners.
引用
收藏
页码:411 / 419
页数:9
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