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Unravelling the dynamics of instructional practice: a longitudinal study on learning design and VLE activities

Nguyen, Quan; Rienties, Bart and Toetenel, Lisette (2017). Unravelling the dynamics of instructional practice: a longitudinal study on learning design and VLE activities. In: Proceedings of the Seventh International Learning Analytics & Knowledge Conference, LAK 17, ACM, New York, NY, USA, pp. 168–177.

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Substantial progress has been made in understanding how teachers design for learning. However, there remains a paucity of evidence of the actual students' response towards leaning designs. Learning analytics has the power to provide just-in-time support, especially when predictive analytics is married with the way teachers have designed their course, or so-called a learning design. This study investigates how learning designs are configured over time and their impact on student activities by analyzing longitudinal data of 38 modules with a total of 43,099 registered students over 30 weeks at the Open University UK, using social network analysis and panel data analysis. Our analysis unpacked dynamic configurations of learning designs between modules over time, which allows teachers to reflect on their practice in order to anticipate problems and make informed interventions. Furthermore, by controlling for the heterogeneity between modules, our results indicated that learning designs were able to explain up to 60% of the variability in student online activities, which reinforced the importance of pedagogical context in learning analytics.

Item Type: Conference or Workshop Item
Copyright Holders: 2017 ACM
ISBN: 1-4503-4870-X, 978-1-4503-4870-6
Keywords: Learning analytics; learning design; social network analysis; longitudinal; panel data analysis
Academic Unit/School: Faculty of Wellbeing, Education and Language Studies (WELS)
Learning and Teaching Innovation (LTI) > Institute of Educational Technology (IET)
Learning and Teaching Innovation (LTI)
Item ID: 48838
Depositing User: Quan Nguyen
Date Deposited: 17 Mar 2017 10:32
Last Modified: 01 May 2019 20:45
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