A Conceptual Framework linking Learning Design with Learning Analytics

被引:92
作者
Bakharia, Aneesha [1 ]
Corrin, Linda [2 ]
de Barba, Paula [2 ]
Kennedy, Gregor [2 ]
Gasevic, Dragan [3 ,4 ]
Mulder, Raoul [5 ]
Williams, David [6 ]
Dawson, Shane [7 ]
Lockyer, Lori [8 ]
机构
[1] Queensland Univ Technol, Sch Informat Syst, Brisbane, Qld, Australia
[2] Univ Melbourne, Melbourne Ctr Study Higher Educ, Melbourne, Vic, Australia
[3] Univ Edinburgh, Moray House Sch Educ, Edinburgh, Midlothian, Scotland
[4] Univ Edinburgh, Sch Informat, Edinburgh, Midlothian, Scotland
[5] Univ Melbourne, Sch Biosci, Melbourne, Vic, Australia
[6] Univ Melbourne, Dept Physiol, Melbourne, Vic, Australia
[7] Univ South Australia, Teaching Innovat Unit, Adelaide, SA, Australia
[8] Macquarie Univ, Sch Educ, Sydney, NSW, Australia
来源
LAK '16 CONFERENCE PROCEEDINGS: THE SIXTH INTERNATIONAL LEARNING ANALYTICS & KNOWLEDGE CONFERENCE, | 2016年
关键词
Learning analytics; Intervention design; Learning design; INQUIRY;
D O I
10.1145/2883851.2883944
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper we present a learning analytics conceptual framework that supports enquiry-based evaluation of learning designs. The dimensions of the proposed framework emerged from a review of existing analytics tools, the analysis of interviews with teachers, and user scenarios to understand what types of analytics would be useful in evaluating a learning activity in relation to pedagogical intent. The proposed framework incorporates various types of analytics, with the teacher playing a key role in bringing context to the analysis and making decisions on the feedback provided to students as well as the scaffolding and adaptation of the learning design. The framework consists of five dimensions: temporal analytics, tool-specific analytics, cohort dynamics, comparative analytics and contingency. Specific metrics and visualisations are defined for each dimension of the conceptual framework. Finally the development of a tool that partially implements the conceptual framework is discussed.
引用
收藏
页码:329 / 338
页数:10
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