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research article

Analytics for learning design: A layered framework and tools

Hernandez-Leo, Davinia
•
Martinez-Maldonado, Roberto
•
Pardo, Abelardo
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January 1, 2019
British Journal of Educational Technology

The field of learning design studies how to support teachers in devising suitable activities for their students to learn. The field of learning analytics explores how data about students' interactions can be used to increase the understanding of learning experiences. Despite its clear synergy, there is only limited and fragmented work exploring the active role that data analytics can play in supporting design for learning. This paper builds on previous research to propose a framework (analytics layers for learning design) that articulates three layers of data analytics-learning analytics, design analytics and community analytics-to support informed decision-making in learning design. Additionally, a set of tools and experiences are described to illustrate how the different data analytics perspectives proposed by the framework can support learning design processes.

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Type
research article
DOI
10.1111/bjet.12645
Web of Science ID

WOS:000456675500008

Author(s)
Hernandez-Leo, Davinia
Martinez-Maldonado, Roberto
Pardo, Abelardo
Munoz-Cristobal, Juan A.
Rodriguez-Triana, Maria J.  
Date Issued

2019-01-01

Published in
British Journal of Educational Technology
Volume

50

Issue

1

Start page

139

End page

152

Subjects

Education & Educational Research

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
REACT  
Available on Infoscience
June 18, 2019
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/157829
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