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Distance measure between instructor-recommended and learner's learning pathways

Authors: Marie-Luce Bourguet; Yushan Li;

Distance measure between instructor-recommended and learner's learning pathways

Abstract

We propose a distance measure between instructor-recommended and learners' learning pathways and discuss how it may be used. The context of this study is a 15-week undergraduate course. The digital learning activities consisted in reading materials, interactive videos, quizzes and worksheets. They allowed the collection of many time-stamped digital traces. The course instructor recommended to engage in the activities regularly and prior to attending weekly synchronous tutorials. However, learning was largely self-regulated. This led to different learning strategies, which were captured and visualised in the form of learning pathways. Several patterns emerged: "regular learners" followed the recommendations; "irregular/selective learners" tended to engage in some activities only and irrespectively of the timing of the tutorials; and "late learners" waited until the end of the course to start engaging. We have formulated a distance measure (D) between the students' and the instructor-recommended learning pathways and found D to be a good indicator of a learner's time management and self-regulation skills. D was also found to have a moderate negative correlation (r = -0.6087) with exam marks, implying that the visualisation of learning pathways combined with a distance measure could be useful to raise students' awareness of their lack of self-regulation skills.

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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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