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The feedback loop revisited




                     Israel Gutiérrez
             Universidad Carlos III de Madrid
Context




      photo: uc3mcom at flickr
Context




Lab session practices in computer rooms

                          photo: uc3mcom at flickr
Context




   Lab session practices in computer rooms
Active learning activities: guided and open ended
                               photo: uc3mcom at flickr
Scenario




      photo: candicejeanl at flickr
Scenario




Multimedia Applications (AMM)


                   photo: candicejeanl at flickr
Scenario




  Multimedia Applications (AMM)
Lab sessions are 50% of the lectures

                       photo: candicejeanl at flickr
Scenario




   Multimedia Applications (AMM)
 Lab sessions are 50% of the lectures
Work in pairs and in a proposed practice
                         photo: candicejeanl at flickr
Problems




      photo: berkeleylab at flickr
Problems




Feedback to students: effective but inefficient

                             photo: berkeleylab at flickr
Problems




Feedback to students: effective but inefficient
  Issues in the orchestration of the session
                             photo: berkeleylab at flickr
Problems




           photo: hackny at flickr
Problems




Feedback to the class: efficient but ineffective

                                 photo: hackny at flickr
Problems




Feedback to the class: efficient but ineffective
           Students engagement
                                 photo: hackny at flickr
Possible solutions
Possible solutions




Use a backchannel chat to improve communication
Possible solutions




 Use a backchannel chat to improve communication
 Conole G., and Alevizou P (2010) “A literature review of the use of Web 2.0 tools in Higher
Education”. A report commissioned by the Higher Education Academy.
Possible solutions




 Use a backchannel chat to improve communication
 Conole G., and Alevizou P (2010) “A literature review of the use of Web 2.0 tools in Higher
Education”. A report commissioned by the Higher Education Academy.
 Yardi, S. “Whispers in the Classroom." Digital Youth, Innovation, and the Unexpected. Edited by
Tara McPherson. The John D. and Catherine T. MacArthur Foundation Series on Digital Media and
Learning. Cambridge, MA: The MIT Press, 2008. 143–164.
Possible solutions
Possible solutions




Improve orchestration at enactment by means of
      lanterns for distributed awareness
Possible solutions




   Improve orchestration at enactment by means of
         lanterns for distributed awareness

 Alavi, H. S., Dillenbourg, P., & Kaplan, F. (2009). Distributed awareness for class orchestration.
Learning in the Synergy of Multiple Disciplines -- Proceedings of the 4th European Conference on
Technology Enhanced Learning (pp. 211-225). Springer.
!"
                   Possible solutions
        Paulo Blikstein"




                                                                                                 !
 #$%&'(")*"+,("-./("012$%15.'6"7,$8,"1==.74"'(4(1'8,('4"5."%."<18?"19/"@.'5,"$9"5$;
                      2              1              (              1              ;("5'18?$9%"
!"
                   Possible solutions
        Paulo Blikstein"




                 Learning analytics for assessment                                               !
 #$%&'(")*"+,("-./("012$%15.'6"7,$8,"1==.74"'(4(1'8,('4"5."%."<18?"19/"@.'5,"$9"5$;
                      2              1              (              1              ;("5'18?$9%"
!"
                      Possible solutions
         Paulo Blikstein"




                   Learning analytics for assessment                                                        !
 #$%&'(")* P. (2011). Using learning analytics to assess students ’ behavior in open ‐ ended programming
 Blikstein, "+,("-./("012$%15.'6"7,$8,"1==.74"'(4(1'8,('4"5."%."<18?"19/"@.'5,"$9"5$;
                          2                 1                (                1              ;("5'18?$9%"
   tasks. Proceedings of the 1st International Conference on Learning Analytics and Knowledge 2011
Our solution




              Impact for   Impact for
Measures
               students     teachers
Our solution
One-way websocket notifications




                      Impact for   Impact for
    Measures
                       students     teachers
Our solution
One-way websocket notifications
   Improve attention and effectiveness of general feedback




                        Impact for         Impact for
     Measures
                         students           teachers
Our solution
One-way websocket notifications
   Improve attention and effectiveness of general feedback
Record student interactions and use learning analytics




                        Impact for         Impact for
     Measures
                         students           teachers
Our solution
One-way websocket notifications
   Improve attention and effectiveness of general feedback
Record student interactions and use learning analytics
      Improve orchestration in enactment and provision of
                                          efficient feedback




                        Impact for          Impact for
     Measures
                         students            teachers
Our solution
One-way websocket notifications
    Improve attention and effectiveness of general feedback
Record student interactions and use learning analytics
      Improve orchestration in enactment and provision of
                                          efficient feedback
 Improve orchestration design for the following session and
            acquiring evidences for summative assessment



                        Impact for          Impact for
     Measures
                         students            teachers
Our solution
One-way websocket notifications
    Improve attention and effectiveness of general feedback
Record student interactions and use learning analytics
      Improve orchestration in enactment and provision of
                                          efficient feedback
 Improve orchestration design for the following session and
            acquiring evidences for summative assessment
     Engagement in lab sessions (support of other artifacts)


                        Impact for           Impact for
     Measures
                         students             teachers
Our solution
One-way websocket notifications
    Improve attention and effectiveness of general feedback
Record student interactions and use learning analytics
      Improve orchestration in enactment and provision of
                                          efficient feedback
 Improve orchestration design for the following session and
            acquiring evidences for summative assessment
     Engagement in lab sessions (support of other artifacts)
                         Awareness, reflection and reaction
                        Impact for           Impact for
     Measures
                         students             teachers
Our solution
One-way websocket notifications
    Improve attention and effectiveness of general feedback




classON
Record student interactions and use learning analytics
      Improve orchestration in enactment and provision of
                                          efficient feedback
 Improve orchestration design for the following session and
            acquiring evidences for summative assessment
     Engagement in lab sessions (support of other artifacts)
                         Awareness, reflection and reaction
                        Impact for           Impact for
     Measures
                         students             teachers
classON
classON


aCtive Learning ASSessment
Orchestration & Notifications
classON


     aCtive Learning ASSessment
     Orchestration & Notifications
Enactment phase: on class
classON


     aCtive Learning ASSessment
     Orchestration & Notifications
Enactment phase: on class
       Activate the class: improve orchestration
classON


     aCtive Learning ASSessment
     Orchestration & Notifications
Enactment phase: on class
       Activate the class: improve orchestration
               Activate the class: students’ engagement
classON
classON
 Formative
assessment
 and quick
  feedback
classON
 Formative
               HTML5 &
assessment
                  web
 and quick
              technologies
  feedback
classON
 Formative
               HTML5 &       Attention &
assessment
                  web        notification
 and quick
              technologies     system
  feedback
classON
 Formative
               HTML5 &       Attention &
assessment
                  web        notification
 and quick
              technologies     system
  feedback




 Learning
 analytics
classON
 Formative
               HTML5 &        Attention &
assessment
                  web         notification
 and quick
              technologies      system
  feedback



              Orchestrating
 Learning      learning at
 analytics     enactment
classON
 Formative
               HTML5 &        Attention &
assessment
                  web         notification
 and quick
              technologies      system
  feedback



              Orchestrating
 Learning                         Data
               learning at
 analytics                    visualization
               enactment
Formative assessment and
        feedback
Formative assessment and
        feedback




Quick &
efficient
Formative assessment and
        feedback

                     21st
                    Century
                     skills


Quick &
efficient
HTML5 & web technologies
HTML5 & web technologies

• Web notifications for forefront messages
HTML5 & web technologies

• Web notifications for forefront messages
• Web sockets for fast/real-time
  communication (datavis in real time)
HTML5 & web technologies

• Web notifications for forefront messages
• Web sockets for fast/real-time
  communication (datavis in real time)
• Key-value databases for a fast and efficient
  backend: MongoDB
HTML5 & web technologies

• Web notifications for forefront messages
• Web sockets for fast/real-time
  communication (datavis in real time)
• Key-value databases for a fast and efficient
  backend: MongoDB
• JavaScript libraries for datavis: d3, protovis...
Attention & notification system
Attention & notification system

• Web notifications in order to make info
  available without changing attention
  (supported by websockets)
Attention & notification system

• Web notifications in order to make info
  available without changing attention
  (supported by websockets)
• One-click subscription to the notifications
  channel from the wording of the session
Attention & notification system

• Web notifications in order to make info
  available without changing attention
  (supported by websockets)
• One-click subscription to the notifications
  channel from the wording of the session
• Simple interface for the teacher to send
  notifications to all the connected students
Experience
Experience

• AMM 2011
Experience

• AMM 2011
• 2 sessions
Experience

• AMM 2011
• 2 sessions
• Increasing
  complexity
Experience

• AMM 2011
• 2 sessions
• Increasing
  complexity
• Increasing
  interest
Experience

• AMM 2011
• 2 sessions
• Increasing
  complexity
• Increasing
  interest
Future works
Future works

• Attention improvement delaying
  notification delivery
Future works

• Attention improvement delaying
  notification delivery
• Intelligent Tutoring System based on
  common problems (notifications log)
Future works

• Attention improvement delaying
  notification delivery
• Intelligent Tutoring System based on
  common problems (notifications log)
• Collection of more student events and
  create real time visualizations
Keywords of the ECTEL’11
      short paper
Learning analytics
Learning analytics

Learning analytics is the measurement, collection,
analysis and reporting of data about learners and
their contexts, for purposes of understanding and
optimising learning and the environments in
which it occurs.

     CfP of Conference on Learning Analytics and Knowledge 2011
What to
instrumentalize?
What to
      instrumentalize?

• Lab session wording containing event
  collection in JavaScript
What to
      instrumentalize?

• Lab session wording containing event
  collection in JavaScript
• Login info from LMS in order to associate
  events to a student id
Event collection
   interface



                   !
Event collection
          interface



                                    !

  Buttons to start, finalize and
indicate a problem in an activity
Event collection
          interface



                                                !

  Buttons to start, finalize and     Todo list
indicate a problem in an activity   of tasks
Recorded Events
Recorded Events
• Access to the wording
Recorded Events
• Access to the wording
• Start working on a section
Recorded Events
• Access to the wording
• Start working on a section
• Finish working in a section
Recorded Events
• Access to the wording
• Start working on a section
• Finish working in a section
• I have a problem / I solved the problem
Recorded Events
• Access to the wording
• Start working on a section
• Finish working in a section
• I have a problem / I solved the problem
• How the problem was solved:
  individual effort, peer interaction or
  teacher feedback
Recorded Events
        • Access to the wording
        • Start working on a section
        • Finish working in a section
        • I have a problem / I solved the problem
        • How the problem was solved:
           individual effort, peer interaction or
           teacher feedback
How to translate that into learning outcomes achievement?
Contextual data
• Physical distribution of the labs
Contextual data
• Physical distribution of the labs




                                      !
Orchestrating learning at
      enactment
Orchestrating learning at
           enactment

The metaphor of “orchestrating learning” has
been frequently used to address the challenges
of coordinating the complexity of conducting
learning activities.

                                      Stellar D1.1
Teacher interface




                    !
Teacher information
Teacher information

• Progress
Teacher information

• Progress
• Stuck in a problem
Teacher information

• Progress
• Stuck in a problem
• Slow progress
Teacher information

• Progress
• Stuck in a problem
• Slow progress
• Consumed tutoring time
Teacher information

• Progress
• Stuck in a problem
• Slow progress
• Consumed tutoring time
• Teacher location
Teacher information

• Progress
• Stuck in a problem
• Slow progress
• Consumed tutoring time
• Teacher location
• Next step
Teacher information

• Progress           3


• Stuck in a problem
• Slow progress
• Consumed tutoring time
• Teacher location
• Next step
Teacher information

• Progress           3


• Stuck in a problem       3


• Slow progress
• Consumed tutoring time
• Teacher location
• Next step
Teacher information

• Progress           3


• Stuck in a problem       3


• Slow progress
• Consumed tutoring time
• Teacher location
• Next step
Teacher information

• Progress           3


• Stuck in a problem       3


• Slow progress
• Consumed tutoring time   2’



• Teacher location
• Next step
Teacher information

• Progress           3


• Stuck in a problem       3


• Slow progress
• Consumed tutoring time   2’



• Teacher location
• Next step
Teacher information

• Progress           3


• Stuck in a problem       3


• Slow progress
• Consumed tutoring time   2’



• Teacher location
• Next step
Teacher interface




                    !
Workflow
Workflow
• Use classON app to monitor student
  problems and state in real time
Workflow
• Use classON app to monitor student
  problems and state in real time
• In a normal situation teacher decides to
Workflow
• Use classON app to monitor student
  problems and state in real time
• In a normal situation teacher decides to
 • Directly help one of the teams
Workflow
• Use classON app to monitor student
  problems and state in real time
• In a normal situation teacher decides to
 • Directly help one of the teams
 • Make one team help another one
Workflow
• Use classON app to monitor student
  problems and state in real time
• In a normal situation teacher decides to
 • Directly help one of the teams
 • Make one team help another one
 • Send a notification (since it’s a common
    problem)
Data visualization
Data visualization


Information visualization is the interdisciplinary
study of the visual representation of large-
scale collections of information.

      Michael Friendly (2008). "Milestones in the history of thematic
              cartography, statistical graphics, and data visualization"
Intelligence
Amplification
(W. Ross Ashby, 1956)




                 Visualization
               Amplifies Cognition
                (@infosthetics, last Monday)
Intelligence
Amplification
(W. Ross Ashby, 1956)

                         rs !
                      h e
                   a c
                   r te
               l fo     Visualization
            o o
        t         Amplifies Cognition
    A
                   (@infosthetics, last Monday)
Critiques to datavis
Critiques to datavis

• Lack of usability and usefulness
Critiques to datavis

• Lack of usability and usefulness
• Not created for the average people
Critiques to datavis

• Lack of usability and usefulness
• Not created for the average people
• Noise
Datavis for students
Datavis for students
• Aesthetically attractive
Datavis for students
• Aesthetically attractive
• Fluent (straightforward and simple
  interaction)
Datavis for students
• Aesthetically attractive
• Fluent (straightforward and simple
  interaction)
• Make them reflect (in and out of class)
Datavis for students
• Aesthetically attractive
• Fluent (straightforward and simple
  interaction)
• Make them reflect (in and out of class)
 • Awareness of their knowledge and relate
    it to the average
Datavis for students
• Aesthetically attractive
• Fluent (straightforward and simple
  interaction)
• Make them reflect (in and out of class)
 • Awareness of their knowledge and relate
    it to the average
  • React with an designed (re)action
Summing up: classON
One-way websocket notifications
  Improve attention and effectiveness of general feedback
Record student interactions and use learning analytics
    Improve orchestration in enactment and provision of
                                          efficient feedback
 Improve orchestration design for the following session and
          acquiring evidences for summative assessment
        Engagement in lab sessions (also other artifacts)
                       Awareness, reflection and reaction
                        Impact for          Impact for
     Measures
                         students            teachers
Next steps
Next steps
• Define datavis for teachers’ and students’
  interactions
Next steps
• Define datavis for teachers’ and students’
  interactions
• Development of a classON prototype
Next steps
• Define datavis for teachers’ and students’
  interactions
• Development of a classON prototype
 • Save events for every interaction with the
    system (even events manually annotated)
Next steps
• Define datavis for teachers’ and students’
  interactions
• Development of a classON prototype
 • Save events for every interaction with the
    system (even events manually annotated)
• Use dataset to test the prototype
Evaluation
Evaluation

• AMM 2012
Evaluation

• AMM 2012
• Control and experiment groups OR
  competition between groups
Evaluation

• AMM 2012
• Control and experiment groups OR
  competition between groups
• How can we measure engagement
Evaluation

• AMM 2012
• Control and experiment groups OR
  competition between groups
• How can we measure engagement
 • Qualitative feedback
Thank you very much!
    Any questions?

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The feedback loop revisited

  • 1. The feedback loop revisited Israel Gutiérrez Universidad Carlos III de Madrid
  • 2. Context photo: uc3mcom at flickr
  • 3. Context Lab session practices in computer rooms photo: uc3mcom at flickr
  • 4. Context Lab session practices in computer rooms Active learning activities: guided and open ended photo: uc3mcom at flickr
  • 5. Scenario photo: candicejeanl at flickr
  • 6. Scenario Multimedia Applications (AMM) photo: candicejeanl at flickr
  • 7. Scenario Multimedia Applications (AMM) Lab sessions are 50% of the lectures photo: candicejeanl at flickr
  • 8. Scenario Multimedia Applications (AMM) Lab sessions are 50% of the lectures Work in pairs and in a proposed practice photo: candicejeanl at flickr
  • 9. Problems photo: berkeleylab at flickr
  • 10. Problems Feedback to students: effective but inefficient photo: berkeleylab at flickr
  • 11. Problems Feedback to students: effective but inefficient Issues in the orchestration of the session photo: berkeleylab at flickr
  • 12. Problems photo: hackny at flickr
  • 13. Problems Feedback to the class: efficient but ineffective photo: hackny at flickr
  • 14. Problems Feedback to the class: efficient but ineffective Students engagement photo: hackny at flickr
  • 16. Possible solutions Use a backchannel chat to improve communication
  • 17. Possible solutions Use a backchannel chat to improve communication Conole G., and Alevizou P (2010) “A literature review of the use of Web 2.0 tools in Higher Education”. A report commissioned by the Higher Education Academy.
  • 18. Possible solutions Use a backchannel chat to improve communication Conole G., and Alevizou P (2010) “A literature review of the use of Web 2.0 tools in Higher Education”. A report commissioned by the Higher Education Academy. Yardi, S. “Whispers in the Classroom." Digital Youth, Innovation, and the Unexpected. Edited by Tara McPherson. The John D. and Catherine T. MacArthur Foundation Series on Digital Media and Learning. Cambridge, MA: The MIT Press, 2008. 143–164.
  • 20. Possible solutions Improve orchestration at enactment by means of lanterns for distributed awareness
  • 21. Possible solutions Improve orchestration at enactment by means of lanterns for distributed awareness Alavi, H. S., Dillenbourg, P., & Kaplan, F. (2009). Distributed awareness for class orchestration. Learning in the Synergy of Multiple Disciplines -- Proceedings of the 4th European Conference on Technology Enhanced Learning (pp. 211-225). Springer.
  • 22. !" Possible solutions Paulo Blikstein" ! #$%&'(")*"+,("-./("012$%15.'6"7,$8,"1==.74"'(4(1'8,('4"5."%."<18?"19/"@.'5,"$9"5$; 2 1 ( 1 ;("5'18?$9%"
  • 23. !" Possible solutions Paulo Blikstein" Learning analytics for assessment ! #$%&'(")*"+,("-./("012$%15.'6"7,$8,"1==.74"'(4(1'8,('4"5."%."<18?"19/"@.'5,"$9"5$; 2 1 ( 1 ;("5'18?$9%"
  • 24. !" Possible solutions Paulo Blikstein" Learning analytics for assessment ! #$%&'(")* P. (2011). Using learning analytics to assess students ’ behavior in open ‐ ended programming Blikstein, "+,("-./("012$%15.'6"7,$8,"1==.74"'(4(1'8,('4"5."%."<18?"19/"@.'5,"$9"5$; 2 1 ( 1 ;("5'18?$9%" tasks. Proceedings of the 1st International Conference on Learning Analytics and Knowledge 2011
  • 25. Our solution Impact for Impact for Measures students teachers
  • 26. Our solution One-way websocket notifications Impact for Impact for Measures students teachers
  • 27. Our solution One-way websocket notifications Improve attention and effectiveness of general feedback Impact for Impact for Measures students teachers
  • 28. Our solution One-way websocket notifications Improve attention and effectiveness of general feedback Record student interactions and use learning analytics Impact for Impact for Measures students teachers
  • 29. Our solution One-way websocket notifications Improve attention and effectiveness of general feedback Record student interactions and use learning analytics Improve orchestration in enactment and provision of efficient feedback Impact for Impact for Measures students teachers
  • 30. Our solution One-way websocket notifications Improve attention and effectiveness of general feedback Record student interactions and use learning analytics Improve orchestration in enactment and provision of efficient feedback Improve orchestration design for the following session and acquiring evidences for summative assessment Impact for Impact for Measures students teachers
  • 31. Our solution One-way websocket notifications Improve attention and effectiveness of general feedback Record student interactions and use learning analytics Improve orchestration in enactment and provision of efficient feedback Improve orchestration design for the following session and acquiring evidences for summative assessment Engagement in lab sessions (support of other artifacts) Impact for Impact for Measures students teachers
  • 32. Our solution One-way websocket notifications Improve attention and effectiveness of general feedback Record student interactions and use learning analytics Improve orchestration in enactment and provision of efficient feedback Improve orchestration design for the following session and acquiring evidences for summative assessment Engagement in lab sessions (support of other artifacts) Awareness, reflection and reaction Impact for Impact for Measures students teachers
  • 33. Our solution One-way websocket notifications Improve attention and effectiveness of general feedback classON Record student interactions and use learning analytics Improve orchestration in enactment and provision of efficient feedback Improve orchestration design for the following session and acquiring evidences for summative assessment Engagement in lab sessions (support of other artifacts) Awareness, reflection and reaction Impact for Impact for Measures students teachers
  • 36. classON aCtive Learning ASSessment Orchestration & Notifications Enactment phase: on class
  • 37. classON aCtive Learning ASSessment Orchestration & Notifications Enactment phase: on class Activate the class: improve orchestration
  • 38. classON aCtive Learning ASSessment Orchestration & Notifications Enactment phase: on class Activate the class: improve orchestration Activate the class: students’ engagement
  • 41. classON Formative HTML5 & assessment web and quick technologies feedback
  • 42. classON Formative HTML5 & Attention & assessment web notification and quick technologies system feedback
  • 43. classON Formative HTML5 & Attention & assessment web notification and quick technologies system feedback Learning analytics
  • 44. classON Formative HTML5 & Attention & assessment web notification and quick technologies system feedback Orchestrating Learning learning at analytics enactment
  • 45. classON Formative HTML5 & Attention & assessment web notification and quick technologies system feedback Orchestrating Learning Data learning at analytics visualization enactment
  • 47. Formative assessment and feedback Quick & efficient
  • 48. Formative assessment and feedback 21st Century skills Quick & efficient
  • 49. HTML5 & web technologies
  • 50. HTML5 & web technologies • Web notifications for forefront messages
  • 51. HTML5 & web technologies • Web notifications for forefront messages • Web sockets for fast/real-time communication (datavis in real time)
  • 52. HTML5 & web technologies • Web notifications for forefront messages • Web sockets for fast/real-time communication (datavis in real time) • Key-value databases for a fast and efficient backend: MongoDB
  • 53. HTML5 & web technologies • Web notifications for forefront messages • Web sockets for fast/real-time communication (datavis in real time) • Key-value databases for a fast and efficient backend: MongoDB • JavaScript libraries for datavis: d3, protovis...
  • 55. Attention & notification system • Web notifications in order to make info available without changing attention (supported by websockets)
  • 56. Attention & notification system • Web notifications in order to make info available without changing attention (supported by websockets) • One-click subscription to the notifications channel from the wording of the session
  • 57. Attention & notification system • Web notifications in order to make info available without changing attention (supported by websockets) • One-click subscription to the notifications channel from the wording of the session • Simple interface for the teacher to send notifications to all the connected students
  • 61. Experience • AMM 2011 • 2 sessions • Increasing complexity
  • 62. Experience • AMM 2011 • 2 sessions • Increasing complexity • Increasing interest
  • 63. Experience • AMM 2011 • 2 sessions • Increasing complexity • Increasing interest
  • 65. Future works • Attention improvement delaying notification delivery
  • 66. Future works • Attention improvement delaying notification delivery • Intelligent Tutoring System based on common problems (notifications log)
  • 67. Future works • Attention improvement delaying notification delivery • Intelligent Tutoring System based on common problems (notifications log) • Collection of more student events and create real time visualizations
  • 68. Keywords of the ECTEL’11 short paper
  • 70. Learning analytics Learning analytics is the measurement, collection, analysis and reporting of data about learners and their contexts, for purposes of understanding and optimising learning and the environments in which it occurs. CfP of Conference on Learning Analytics and Knowledge 2011
  • 72. What to instrumentalize? • Lab session wording containing event collection in JavaScript
  • 73. What to instrumentalize? • Lab session wording containing event collection in JavaScript • Login info from LMS in order to associate events to a student id
  • 74. Event collection interface !
  • 75. Event collection interface ! Buttons to start, finalize and indicate a problem in an activity
  • 76. Event collection interface ! Buttons to start, finalize and Todo list indicate a problem in an activity of tasks
  • 78. Recorded Events • Access to the wording
  • 79. Recorded Events • Access to the wording • Start working on a section
  • 80. Recorded Events • Access to the wording • Start working on a section • Finish working in a section
  • 81. Recorded Events • Access to the wording • Start working on a section • Finish working in a section • I have a problem / I solved the problem
  • 82. Recorded Events • Access to the wording • Start working on a section • Finish working in a section • I have a problem / I solved the problem • How the problem was solved: individual effort, peer interaction or teacher feedback
  • 83. Recorded Events • Access to the wording • Start working on a section • Finish working in a section • I have a problem / I solved the problem • How the problem was solved: individual effort, peer interaction or teacher feedback How to translate that into learning outcomes achievement?
  • 84. Contextual data • Physical distribution of the labs
  • 85. Contextual data • Physical distribution of the labs !
  • 87. Orchestrating learning at enactment The metaphor of “orchestrating learning” has been frequently used to address the challenges of coordinating the complexity of conducting learning activities. Stellar D1.1
  • 92. Teacher information • Progress • Stuck in a problem • Slow progress
  • 93. Teacher information • Progress • Stuck in a problem • Slow progress • Consumed tutoring time
  • 94. Teacher information • Progress • Stuck in a problem • Slow progress • Consumed tutoring time • Teacher location
  • 95. Teacher information • Progress • Stuck in a problem • Slow progress • Consumed tutoring time • Teacher location • Next step
  • 96. Teacher information • Progress 3 • Stuck in a problem • Slow progress • Consumed tutoring time • Teacher location • Next step
  • 97. Teacher information • Progress 3 • Stuck in a problem 3 • Slow progress • Consumed tutoring time • Teacher location • Next step
  • 98. Teacher information • Progress 3 • Stuck in a problem 3 • Slow progress • Consumed tutoring time • Teacher location • Next step
  • 99. Teacher information • Progress 3 • Stuck in a problem 3 • Slow progress • Consumed tutoring time 2’ • Teacher location • Next step
  • 100. Teacher information • Progress 3 • Stuck in a problem 3 • Slow progress • Consumed tutoring time 2’ • Teacher location • Next step
  • 101. Teacher information • Progress 3 • Stuck in a problem 3 • Slow progress • Consumed tutoring time 2’ • Teacher location • Next step
  • 104. Workflow • Use classON app to monitor student problems and state in real time
  • 105. Workflow • Use classON app to monitor student problems and state in real time • In a normal situation teacher decides to
  • 106. Workflow • Use classON app to monitor student problems and state in real time • In a normal situation teacher decides to • Directly help one of the teams
  • 107. Workflow • Use classON app to monitor student problems and state in real time • In a normal situation teacher decides to • Directly help one of the teams • Make one team help another one
  • 108. Workflow • Use classON app to monitor student problems and state in real time • In a normal situation teacher decides to • Directly help one of the teams • Make one team help another one • Send a notification (since it’s a common problem)
  • 110. Data visualization Information visualization is the interdisciplinary study of the visual representation of large- scale collections of information. Michael Friendly (2008). "Milestones in the history of thematic cartography, statistical graphics, and data visualization"
  • 111. Intelligence Amplification (W. Ross Ashby, 1956) Visualization Amplifies Cognition (@infosthetics, last Monday)
  • 112. Intelligence Amplification (W. Ross Ashby, 1956) rs ! h e a c r te l fo Visualization o o t Amplifies Cognition A (@infosthetics, last Monday)
  • 114. Critiques to datavis • Lack of usability and usefulness
  • 115. Critiques to datavis • Lack of usability and usefulness • Not created for the average people
  • 116. Critiques to datavis • Lack of usability and usefulness • Not created for the average people • Noise
  • 118. Datavis for students • Aesthetically attractive
  • 119. Datavis for students • Aesthetically attractive • Fluent (straightforward and simple interaction)
  • 120. Datavis for students • Aesthetically attractive • Fluent (straightforward and simple interaction) • Make them reflect (in and out of class)
  • 121. Datavis for students • Aesthetically attractive • Fluent (straightforward and simple interaction) • Make them reflect (in and out of class) • Awareness of their knowledge and relate it to the average
  • 122. Datavis for students • Aesthetically attractive • Fluent (straightforward and simple interaction) • Make them reflect (in and out of class) • Awareness of their knowledge and relate it to the average • React with an designed (re)action
  • 123. Summing up: classON One-way websocket notifications Improve attention and effectiveness of general feedback Record student interactions and use learning analytics Improve orchestration in enactment and provision of efficient feedback Improve orchestration design for the following session and acquiring evidences for summative assessment Engagement in lab sessions (also other artifacts) Awareness, reflection and reaction Impact for Impact for Measures students teachers
  • 125. Next steps • Define datavis for teachers’ and students’ interactions
  • 126. Next steps • Define datavis for teachers’ and students’ interactions • Development of a classON prototype
  • 127. Next steps • Define datavis for teachers’ and students’ interactions • Development of a classON prototype • Save events for every interaction with the system (even events manually annotated)
  • 128. Next steps • Define datavis for teachers’ and students’ interactions • Development of a classON prototype • Save events for every interaction with the system (even events manually annotated) • Use dataset to test the prototype
  • 131. Evaluation • AMM 2012 • Control and experiment groups OR competition between groups
  • 132. Evaluation • AMM 2012 • Control and experiment groups OR competition between groups • How can we measure engagement
  • 133. Evaluation • AMM 2012 • Control and experiment groups OR competition between groups • How can we measure engagement • Qualitative feedback
  • 134.
  • 135. Thank you very much! Any questions?

Hinweis der Redaktion

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  11. Literature review and then found an article about experiences of using a chat tool in the classroom\n
  12. Literature review and then found an article about experiences of using a chat tool in the classroom\n
  13. Literature review and then found an article about experiences of using a chat tool in the classroom\n
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  16. Assessing student learning in unscripted, open-ended environments.\n\n
  17. Assessing student learning in unscripted, open-ended environments.\n\n
  18. Record student interaction and use learning analytics to provide teacher with infovis:\nTo better orchestrate the session in enactment: provide feedback in an efficient way\nTo better understand what happened in the session: summative component and improvement of the following sessions\nRecord student interaction and use learning analytics to provide students with infovis:\n To engage them in the sessions\n To make them reflect about the session, knowledge awareness, and the next step they should take (reaction)\n Use other engagement artifacts: badges, etc.\n
  19. Record student interaction and use learning analytics to provide teacher with infovis:\nTo better orchestrate the session in enactment: provide feedback in an efficient way\nTo better understand what happened in the session: summative component and improvement of the following sessions\nRecord student interaction and use learning analytics to provide students with infovis:\n To engage them in the sessions\n To make them reflect about the session, knowledge awareness, and the next step they should take (reaction)\n Use other engagement artifacts: badges, etc.\n
  20. Record student interaction and use learning analytics to provide teacher with infovis:\nTo better orchestrate the session in enactment: provide feedback in an efficient way\nTo better understand what happened in the session: summative component and improvement of the following sessions\nRecord student interaction and use learning analytics to provide students with infovis:\n To engage them in the sessions\n To make them reflect about the session, knowledge awareness, and the next step they should take (reaction)\n Use other engagement artifacts: badges, etc.\n
  21. Record student interaction and use learning analytics to provide teacher with infovis:\nTo better orchestrate the session in enactment: provide feedback in an efficient way\nTo better understand what happened in the session: summative component and improvement of the following sessions\nRecord student interaction and use learning analytics to provide students with infovis:\n To engage them in the sessions\n To make them reflect about the session, knowledge awareness, and the next step they should take (reaction)\n Use other engagement artifacts: badges, etc.\n
  22. Record student interaction and use learning analytics to provide teacher with infovis:\nTo better orchestrate the session in enactment: provide feedback in an efficient way\nTo better understand what happened in the session: summative component and improvement of the following sessions\nRecord student interaction and use learning analytics to provide students with infovis:\n To engage them in the sessions\n To make them reflect about the session, knowledge awareness, and the next step they should take (reaction)\n Use other engagement artifacts: badges, etc.\n
  23. Record student interaction and use learning analytics to provide teacher with infovis:\nTo better orchestrate the session in enactment: provide feedback in an efficient way\nTo better understand what happened in the session: summative component and improvement of the following sessions\nRecord student interaction and use learning analytics to provide students with infovis:\n To engage them in the sessions\n To make them reflect about the session, knowledge awareness, and the next step they should take (reaction)\n Use other engagement artifacts: badges, etc.\n
  24. Record student interaction and use learning analytics to provide teacher with infovis:\nTo better orchestrate the session in enactment: provide feedback in an efficient way\nTo better understand what happened in the session: summative component and improvement of the following sessions\nRecord student interaction and use learning analytics to provide students with infovis:\n To engage them in the sessions\n To make them reflect about the session, knowledge awareness, and the next step they should take (reaction)\n Use other engagement artifacts: badges, etc.\n
  25. Record student interaction and use learning analytics to provide teacher with infovis:\nTo better orchestrate the session in enactment: provide feedback in an efficient way\nTo better understand what happened in the session: summative component and improvement of the following sessions\nRecord student interaction and use learning analytics to provide students with infovis:\n To engage them in the sessions\n To make them reflect about the session, knowledge awareness, and the next step they should take (reaction)\n Use other engagement artifacts: badges, etc.\n
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  92. E.g., publish datavis every week at a certain time\n
  93. E.g., publish datavis every week at a certain time\n
  94. E.g., publish datavis every week at a certain time\n
  95. E.g., publish datavis every week at a certain time\n
  96. E.g., publish datavis every week at a certain time\n
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