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Using educational data to
improve personalization
George Siemens, PhD
July 1, 2014
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“The slightest move in the virtual landscape
has to be paid for in lines of code” Bruno Latour
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Analytics around social interactions
Analytics around learning content
Analytics in different spaces (digital/F2F)
Analytics on interaction with the learning system (university/k-12)
Analytics on intervention and adaptation
Assessment of analytics
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Siemens, American Behavioral Scientist 2013
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Siemens, American Behavioral Scientist 2013
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The model
Content that has been linked/mapped to
knowledge & key concepts
Learner knowledge graph
Personalization through social and
technological models
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Personal Knowledge Graph
People – learners, students, everyone –
should have a personal knowledge graph
(PKG)
A network model of what we know
Learner-owned
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Concept architecture
http://www.metacademy.org/
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Knowledge Domains
Nursing
Computer Science
Landscaping
Personal Knowledge
Graph
82%
65%
38%
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