Proposal of a system of
indicators to assess
teamwork using log-based
learning analytics.
Carmen Ruiz-de-Azcárate
Ángel He...
Goal
 To provide a set of indicators (LMS log-based data) with the
potential to help identifying and improving teamwork a...
Presentation
Overview
 1-Why isTeamwork important?
 2-What isTeamwork?
 3-Teamwork interactions in LMS?
 4- Major find...
1-Why is
Teamwork
important?
2-What is
Teamwork ?
In this work,TW refers to
 a behavioral pattern of two or more individuals
 which interact dynamica...
2-What is
Teamwork ?
3-Teamwork
interactions in
LMS?
4- Major
findings from
prior research
5-Communication
Indicators
6 5
5-Cooperation
Indicators
6 6
5- Monitoring
Indicators
9 9
5-Coordination
Indicators
8 8
6-Conclusion
 LearningAnalytics has neglected Collaborative Learning Behaviors.
 This study proposes a system of teamwor...
Thank you
carmen.ruizazcarate@upm.es
angel.hernandez@upm.es
s.iglesias@upm.es
emiliano.acquila@upm.es
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VII Jornadas eMadrid "Education in exponential times". armen Ruiz-De-Azcárate: "Proposal of a system of indicators to assess teamwork using log-based learning analytics". 04/07/2017.

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VII Jornadas eMadrid "Education in exponential times". armen Ruiz-De-Azcárate: "Proposal of a system of indicators to assess teamwork using log-based learning analytics". 04/07/2017.

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VII Jornadas eMadrid "Education in exponential times". armen Ruiz-De-Azcárate: "Proposal of a system of indicators to assess teamwork using log-based learning analytics". 04/07/2017.

  1. 1. Proposal of a system of indicators to assess teamwork using log-based learning analytics. Carmen Ruiz-de-Azcárate Ángel Hernández-García Santiago Iglesias-Pradas Emiliano Acquila-Natale Madrid, 07/04/2017
  2. 2. Goal  To provide a set of indicators (LMS log-based data) with the potential to help identifying and improving teamwork assessment in online project-based learning.
  3. 3. Presentation Overview  1-Why isTeamwork important?  2-What isTeamwork?  3-Teamwork interactions in LMS?  4- Major findings from prior research  5- Indicators ofTeamwork dimensions: Communication Cooperation Coordination Monitoring/Tracking  6- Conclusions
  4. 4. 1-Why is Teamwork important?
  5. 5. 2-What is Teamwork ? In this work,TW refers to  a behavioral pattern of two or more individuals  which interact dynamically,  negotiate and reach agreements,  coordinating efforts,  achieving their common goals,  and, the most important, which is a cause and predictor of results.
  6. 6. 2-What is Teamwork ?
  7. 7. 3-Teamwork interactions in LMS?
  8. 8. 4- Major findings from prior research
  9. 9. 5-Communication Indicators 6 5
  10. 10. 5-Cooperation Indicators 6 6
  11. 11. 5- Monitoring Indicators 9 9
  12. 12. 5-Coordination Indicators 8 8
  13. 13. 6-Conclusion  LearningAnalytics has neglected Collaborative Learning Behaviors.  This study proposes a system of teamwork indicators as a starting point of further development for teamwork assessment using learning analytics.  The research also introduces the temporal component, missing from most log-based learning analytics studies, which is essential to better understand learning processes.  The true value of this research will only become evident after empirical validation of the system of indicators in real settings.
  14. 14. Thank you carmen.ruizazcarate@upm.es angel.hernandez@upm.es s.iglesias@upm.es emiliano.acquila@upm.es

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