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Learning Analytics - Towards a New Discipline- Dragan Ga šević Email: dgasevic@acm.org https://semtech.athabascau.ca
 
[object Object]
[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
[object Object],[object Object]
[object Object]
Learning Analytics – What? ,[object Object]
Learning Analytics – Why? ,[object Object]
Evidence-based Education As the integration of best research evidence with practitioner expertise and stakeholder values The goal made up based on
Evidence-based BPM
Current best  evidence from research   to integrate with practical experience and human values   in the decision making process
 
Example How to develop presentation skills in asynchronous course delivery?
Approach “ YouTube-like” to present Students record their presentations and  share with their peers
 
How to discuss such presentations? By using discussion forums (in Moodle)
 
Participation in discussions is  part of the course mark
[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., "A Qualitative Evaluation of Evolution of  a Learning Analytics Tool,"  Computers & Education , 2011 (in press),  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 -
[object Object],[object Object],[object Object]
LOCO-Analyst
LOCO-Analyst
LOCO-Analyst
LOCO-Analyst
Student comprehension
Evaluation of LOCO-Analyst ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Learning Analytics ,[object Object],[object Object]
 
http://learningworksforkids.com/EF/metacognition.html
Learning Analytics ,[object Object],[object Object]
http://goo.gl/jtO3i SNAPP http://nodexl.codeplex.com/
http://www.processmining.org
http://www.cs.waikato.ac.nz/ml/weka
Submission:  October 16, 2011
[object Object],[object Object],[object Object],[object Object]
Thank you!

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Learning Analytics -Towards a New Discipline-

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.