Linking learning behavior analytics and learning science concepts: Designing a learning analytics dashboard for feedback to support learning regulation

Gayane Sedrakyan, Jonna Malmberg, Katrien Verbert, Sanna Järvelä, P.A. Kirschner

Research output: Contribution to journalArticleAcademicpeer-review

Abstract

Technological advancements have generated a strong interest in exploring learner behavior data through learning analytics to provide both learner and instructor with process-oriented feedback in the form of dashboards. However, little is known about the typology of dashboard feedback relevant for different learning goals, learners and teachers. While most dashboards and the feedback that they give are based only on learner performance indicators, research shows that effective feedback needs also to be grounded in the regulatory mechanisms underlying learning processes and an awareness of the learner's learning goals. The design artefact presented in this article uses a conceptual model that visualizes the relationships between dashboard design and the learning sciences to provide cognitive and behavioral process-oriented feedback to learners and teachers to support regulation of learning. A practical case example is given that demonstrates how the ideas presented in the paper can be deployed in the context of a learning dashboard. The case example uses several analytics/visualization techniques based on empirical evidence from earlier research that successfully tested these techniques in various learning contexts
Original languageEnglish
JournalComputers in Human Behavior
Early online date6 May 2018
DOIs
Publication statusE-pub ahead of print - 6 May 2018

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Learning
Feedback
Visualization
Research
Artifacts

Keywords

  • Learning analytics dashboards
  • Learning process analytics
  • Behavior analytics
  • Regulation
  • Process-oriented feedback
  • Feedback automation

Cite this

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title = "Linking learning behavior analytics and learning science concepts: Designing a learning analytics dashboard for feedback to support learning regulation",
abstract = "Technological advancements have generated a strong interest in exploring learner behavior data through learning analytics to provide both learner and instructor with process-oriented feedback in the form of dashboards. However, little is known about the typology of dashboard feedback relevant for different learning goals, learners and teachers. While most dashboards and the feedback that they give are based only on learner performance indicators, research shows that effective feedback needs also to be grounded in the regulatory mechanisms underlying learning processes and an awareness of the learner's learning goals. The design artefact presented in this article uses a conceptual model that visualizes the relationships between dashboard design and the learning sciences to provide cognitive and behavioral process-oriented feedback to learners and teachers to support regulation of learning. A practical case example is given that demonstrates how the ideas presented in the paper can be deployed in the context of a learning dashboard. The case example uses several analytics/visualization techniques based on empirical evidence from earlier research that successfully tested these techniques in various learning contexts",
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Linking learning behavior analytics and learning science concepts: Designing a learning analytics dashboard for feedback to support learning regulation. / Sedrakyan, Gayane; Malmberg, Jonna; Verbert, Katrien; Järvelä, Sanna; Kirschner, P.A.

In: Computers in Human Behavior, 06.05.2018.

Research output: Contribution to journalArticleAcademicpeer-review

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