British Journal of Educational Technology · 2018 · 116 citations · 21 references
EducationDesignEducational TechnologyData AnalyticsData-driven DesignInstructional DesignData-driven InstructionDesign AnalyticsLearner AnalysisLearner Behavior AnalysisLearning AnalyticsActivitiesAnalytics-driven InstructionDesign Process AnalyticsLearning Analytics For DesignVisualization Of Learning Data
The field of learning design studies how to support teachers in devising suitable activities for their students to learn, while learning analytics explores how data about students’ interactions can increase understanding of learning experiences, yet work integrating data analytics into learning design remains limited and fragmented. The paper proposes a framework of analytics layers for learning design that articulates learning analytics, design analytics, and community analytics to support informed decision‑making. The authors describe tools and experiences that illustrate how the framework’s analytics perspectives can support learning design processes.
Abstract 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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Rebecca Ferguson, Simon Buckingham Shum · 2012 · 522 citations · Full text
Lori Lockyer, Elizabeth Heathcote, Shane Dawson · American Behavioral Scientist · 2013 · 442 citations
Education, Instruction, Teaching +9