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Learning Analytics - A New Discipline and Bits of Semantics - Dragan Ga šević @dgasevic https://semtech.athabascau.ca http://goo.gl/8foQa
 
[object Object]
[object Object]
Topics to discuss ,[object Object],[object Object],[object Object]
[object Object],[object Object]
Today’s idea of “learning”
Learning Paths  http://www.w3.org/2006/Talks/1023-sb-W3CTechSemWeb/DataServicesWebAppMetro2.jpg
Educational Ecosystems Authoring Reusability Packaging Educators Reusability Adaptivity Evolution Collaboration with educators and students
Educational Ecosystems Authoring Reusability Packaging Educators Feedback Learning and Collaborating Personalization Adaptivity Context-awareness Social interaction … Learners
Educational Ecosystems Educators Learners Authoring Reusability Packaging Learning and Collaborating Community Peer-Review Presenting Administration Mobile
Learning (Life) not in a box! A small part of a software engineer’s  life
Learning ecosystem … … … … … A small part of a software engineer’s  life
Three Generation of  Distance Education Pedagogies Anderson, T. & Dron, J. (2011) Three Generations of Distance Education Pedagogy, International Review of Research in Open and Distance Learning 12(3), 80-97,  http://goo.gl/j3mRF
[object Object],[object Object]
[object Object]
Learning Analytics – What? ,[object Object]
Learning Analytics – Why? ,[object Object]
http://solaresearch.org/OpenLearningAnalytics.pdf
Evidence-based Education As the integration of best research evidence with practitioner expertise and stakeholder values The goal made up based on
[object Object],[object Object],[object Object]
 
 
Learning Analytics ,[object Object],[object Object]
[object Object],[object Object],[object Object]
Semantic Web ,[object Object],[object Object]
Linked Data http://richard.cyganiak.de/2007/10/lod/
Linked Data http://richard.cyganiak.de/2007/10/lod/
[object Object],[object Object]
Learning Context Ontology:  LOCO Jovanović, J., Knight, C., Gašević, D., Richards, G., "Learning Object Context on the Semantic Web,"  6th IEEE International Conference on Advanced Learning Technologies , Kerkrade, The Netherlands, 2006 pp. 669-673 ( Best paper award ).
Education Social Semantic Web ,[object Object],[object Object]
LOCO-Analyst
Formative Evaluation Ali, L., Hatala, M. Gašević, D., Jovanović, J. (2012). A Qualitative Evaluation of Evolution of  a Learning Analytics Tool.  Computers & Education , 58(1) 470-489,  http://goo.gl/lCvMT Category Sub-category Q8 Suggestions for improving Visualization/GUI 77.8% Annotations 5.66% Other Features 11.11% No suggestions but liked  Data Visualization - Interface Design 5.56% Annotations -
Learning Analytics ,[object Object],[object Object]
[object Object],[object Object],[object Object]
LOCO-Analyst
LOCO-Analyst
LOCO-Analyst
LOCO-Analyst
Student comprehension
Learning Analytics Acceptance Model Inspired by Venkatesh, V., Morris, M. G., Davis, G. B., & Davis, F. D., 2003. User acceptance of information technology: Toward a unified view. MIS Quarterly, (27:3), pp. 425-478.
Learning Analytics Acceptance Model
Learning Analytics ,[object Object],[object Object]
 
Learning Analytics for  Community of Inquiry ,[object Object],[object Object]
http://learningworksforkids.com/EF/metacognition.html
Social Learning Analytics for Self-regulated Workplace Learning Siadaty, M., Gašević, D., Jovanović, J., Milikić, N., Jeremić, N., Ali, L., Giljanović, A., Hatala, M., "Learn-B: Social Analytics Tool for Self-regulated Workplace Learning,"  In Proceedings of the 2nd International Conference on Learning Analytics and Knowledge , 2012 (in press),  http://goo.gl/Vm8tv
Social Learning Analytics for Self-regulated Workplace Learning Siadaty, M., Gašević, D., Jovanović, J., Milikić, N., Jeremić, N., Ali, L., Giljanović, A., Hatala, M., "Learn-B: Social Analytics Tool for Self-regulated Workplace Learning,"  In Proceedings of the 2nd International Conference on Learning Analytics and Knowledge , 2012 (in press),  http://goo.gl/Vm8tv
Social Learning Analytics for Self-regulated Workplace Learning Siadaty, M., Gašević, D., Jovanović, J., Milikić, N., Jeremić, N., Ali, L., Giljanović, A., Hatala, M., "Learn-B: Social Analytics Tool for Self-regulated Workplace Learning,"  In Proceedings of the 2nd International Conference on Learning Analytics and Knowledge , 2012 (in press),  http://goo.gl/Vm8tv
Learning Analytics ,[object Object],[object Object]
Measuring Cognitive Presence ,[object Object],[object Object],[object Object]
http://www.cs.waikato.ac.nz/ml/weka
Cognition and meta-cognition ,[object Object]
http://www.processmining.org
http://goo.gl/jtO3i SNAPP http://nodexl.codeplex.com/
April 29 – May 2, 2012 Vancouver, BC, Canada  Early registration:  Tomorrow , Feb 15, 2012 http://lak12.sites.olt.ubc.ca/registration/
http://linkededucation.org Linked Learning 2012 @ WWW 2012  Submission registration:  Friday , Feb 17, 2012 http://lile2012.linkededucation.org/
[object Object],[object Object],[object Object],[object Object]
Thank you!

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Learning Analytics - A New Discipline and Bits of Semantics

Editor's Notes

  1. Learning Object Context as is a kind of LO metadata (we also call it context-awareness metadata) that captures all the information that characterizes the specific situations (contexts) in which certain LO has been used. A (specific) learning situation is determined by the learning activity, the learning content, and the learner(s) involved. Aimed at capturing diverse kinds of learning situations typical for modern e-Learning environments In a nutshell, context, as defined here, is about a student (or a group of students) interacting with a learning content by performing certain activity with a particular purpose in mind.
  2. implemented as an extension of the well-known open-source Reload Content Packaging Editor this design decision ensured that instructors effectively use the same tool for creating LOs, receiving and viewing automatically generated feedback about their use, and modifying the LOs accordingly. The main goal was to enable easier and wider acceptance of LOCO-Analyst.
  3. implemented as an extension of the well-known open-source Reload Content Packaging Editor this design decision ensured that instructors effectively use the same tool for creating LOs, receiving and viewing automatically generated feedback about their use, and modifying the LOs accordingly. The main goal was to enable easier and wider acceptance of LOCO-Analyst.
  4. implemented as an extension of the well-known open-source Reload Content Packaging Editor this design decision ensured that instructors effectively use the same tool for creating LOs, receiving and viewing automatically generated feedback about their use, and modifying the LOs accordingly. The main goal was to enable easier and wider acceptance of LOCO-Analyst.
  5. implemented as an extension of the well-known open-source Reload Content Packaging Editor this design decision ensured that instructors effectively use the same tool for creating LOs, receiving and viewing automatically generated feedback about their use, and modifying the LOs accordingly. The main goal was to enable easier and wider acceptance of LOCO-Analyst.
  6. implemented as an extension of the well-known open-source Reload Content Packaging Editor this design decision ensured that instructors effectively use the same tool for creating LOs, receiving and viewing automatically generated feedback about their use, and modifying the LOs accordingly. The main goal was to enable easier and wider acceptance of LOCO-Analyst.