![Page 1: Using educational data to improve personalization Siemens_Using educat… · Data, Analytics and Learning An introduction to the logic and methods of analysis of data to improve teaching](https://reader034.vdocuments.mx/reader034/viewer/2022052104/603eed2649f4f82fff31e3c2/html5/thumbnails/1.jpg)
Using educational data to
improve personalization
George Siemens, PhD
July 1, 2014
![Page 2: Using educational data to improve personalization Siemens_Using educat… · Data, Analytics and Learning An introduction to the logic and methods of analysis of data to improve teaching](https://reader034.vdocuments.mx/reader034/viewer/2022052104/603eed2649f4f82fff31e3c2/html5/thumbnails/2.jpg)
“The slightest move in the virtual landscape
has to be paid for in lines of code” Bruno Latour
![Page 3: Using educational data to improve personalization Siemens_Using educat… · Data, Analytics and Learning An introduction to the logic and methods of analysis of data to improve teaching](https://reader034.vdocuments.mx/reader034/viewer/2022052104/603eed2649f4f82fff31e3c2/html5/thumbnails/3.jpg)
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
![Page 4: Using educational data to improve personalization Siemens_Using educat… · Data, Analytics and Learning An introduction to the logic and methods of analysis of data to improve teaching](https://reader034.vdocuments.mx/reader034/viewer/2022052104/603eed2649f4f82fff31e3c2/html5/thumbnails/4.jpg)
Siemens, American Behavioral Scientist 2013
![Page 5: Using educational data to improve personalization Siemens_Using educat… · Data, Analytics and Learning An introduction to the logic and methods of analysis of data to improve teaching](https://reader034.vdocuments.mx/reader034/viewer/2022052104/603eed2649f4f82fff31e3c2/html5/thumbnails/5.jpg)
Siemens, American Behavioral Scientist 2013
![Page 6: Using educational data to improve personalization Siemens_Using educat… · Data, Analytics and Learning An introduction to the logic and methods of analysis of data to improve teaching](https://reader034.vdocuments.mx/reader034/viewer/2022052104/603eed2649f4f82fff31e3c2/html5/thumbnails/6.jpg)
The model
Content that has been linked/mapped to
knowledge & key concepts
Learner knowledge graph
Personalization through social and
technological models
![Page 7: Using educational data to improve personalization Siemens_Using educat… · Data, Analytics and Learning An introduction to the logic and methods of analysis of data to improve teaching](https://reader034.vdocuments.mx/reader034/viewer/2022052104/603eed2649f4f82fff31e3c2/html5/thumbnails/7.jpg)
![Page 8: Using educational data to improve personalization Siemens_Using educat… · Data, Analytics and Learning An introduction to the logic and methods of analysis of data to improve teaching](https://reader034.vdocuments.mx/reader034/viewer/2022052104/603eed2649f4f82fff31e3c2/html5/thumbnails/8.jpg)
Personal Knowledge Graph
People – learners, students, everyone –
should have a personal knowledge graph
(PKG)
A network model of what we know
Learner-owned
![Page 9: Using educational data to improve personalization Siemens_Using educat… · Data, Analytics and Learning An introduction to the logic and methods of analysis of data to improve teaching](https://reader034.vdocuments.mx/reader034/viewer/2022052104/603eed2649f4f82fff31e3c2/html5/thumbnails/9.jpg)
Concept architecture
http://www.metacademy.org/
![Page 10: Using educational data to improve personalization Siemens_Using educat… · Data, Analytics and Learning An introduction to the logic and methods of analysis of data to improve teaching](https://reader034.vdocuments.mx/reader034/viewer/2022052104/603eed2649f4f82fff31e3c2/html5/thumbnails/10.jpg)
Knowledge Domains
Nursing
Computer Science
Landscaping
Personal Knowledge
Graph
82%
65%
38%
![Page 11: Using educational data to improve personalization Siemens_Using educat… · Data, Analytics and Learning An introduction to the logic and methods of analysis of data to improve teaching](https://reader034.vdocuments.mx/reader034/viewer/2022052104/603eed2649f4f82fff31e3c2/html5/thumbnails/11.jpg)