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Towards Configurable Learning Analytics for
Constructionist Mathematical e-Books
Sokratis Karkalas, Christian Bokhove
Patricia Charlton and Manolis Mavrikis
AIED 2015 #2
Motivation
● E-book authoring software is an emerging technology
AIED 2015 #3
Motivation
● E-book authoring software is an emerging technology
● Typical e-books are simple transformations of traditional
textbooks into digital books
AIED 2015 #4
Motivation
● E-book authoring software is an emerging technology
● Typical e-books are simple transformations of traditional
textbooks into digital books
● Current technology offers computational affordances that
have not been exploited yet in this context
AIED 2015 #5
Motivation
● E-book authoring software is an emerging technology
● Typical e-books are simple transformations of traditional
textbooks into digital books
● Current technology offers computational affordances that
have not been exploited yet in this context
● MCSquared is investigating this potential in the context of
learning mathematical concepts
AIED 2015 #6
MCSquared Project
Can e-book technological affordances be used to support
learning of mathematical concepts?
AIED 2015 #7
MCSquared Approach
● Promote student engagement and creativity
AIED 2015 #8
MCSquared Approach
● Promote student engagement and creativity
● Provide highly interactive constructionist e-book widgets
AIED 2015 #9
MCSquared Approach
● Promote student engagement and creativity
● Provide highly interactive constructionist e-book widgets
● Intercept user activity and log processes followed and
artefacts created
AIED 2015 #10
MCSquared Approach
● Promote student engagement and creativity
● Provide highly interactive constructionist e-book widgets
● Intercept user activity and log processes followed and
artefacts created
● Process data and provide real-time support to learners and
teachers
AIED 2015 #11
Requirements for LA
1)Usage and other book-level descriptive statistics
2)Structured answer and related descriptive statistics
3)Constructionist Analytics
AIED 2015 #12
Requirements for LA
Constructionist Analytics
● Constructionist descriptive statistics (i.e. number of objects
constructed, moved, deleted, etc.)
● Data regarding construction operations (achievements of
key ’landmarks’)
● Specif ic patterns of interaction within a widget
AIED 2015 #13
Technical Requirement
Generic, interoperable framework that enables conf igurability
of learning analytics and intelligent support
Technical Difficulty
Interactive, creative e-books comprise multiple
heterogeneous widgets
AIED 2015 #14
Architecture
AIED 2015 #15
Student
AIED 2015 #16
Teacher
AIED 2015 #17
Conclusion
● The system has been tested by project partners
● Preliminary results show that it meets its original design
objectives
It offers:
● rapid integration of learning objects
● dynamic conf iguration of learning analytics and intelligent
support
AIED 2015 #18
Thank you for your attention

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Towards Configurable Learning Analytics for Constructionist Mathematical e-Books

  • 1. Towards Configurable Learning Analytics for Constructionist Mathematical e-Books Sokratis Karkalas, Christian Bokhove Patricia Charlton and Manolis Mavrikis
  • 2. AIED 2015 #2 Motivation ● E-book authoring software is an emerging technology
  • 3. AIED 2015 #3 Motivation ● E-book authoring software is an emerging technology ● Typical e-books are simple transformations of traditional textbooks into digital books
  • 4. AIED 2015 #4 Motivation ● E-book authoring software is an emerging technology ● Typical e-books are simple transformations of traditional textbooks into digital books ● Current technology offers computational affordances that have not been exploited yet in this context
  • 5. AIED 2015 #5 Motivation ● E-book authoring software is an emerging technology ● Typical e-books are simple transformations of traditional textbooks into digital books ● Current technology offers computational affordances that have not been exploited yet in this context ● MCSquared is investigating this potential in the context of learning mathematical concepts
  • 6. AIED 2015 #6 MCSquared Project Can e-book technological affordances be used to support learning of mathematical concepts?
  • 7. AIED 2015 #7 MCSquared Approach ● Promote student engagement and creativity
  • 8. AIED 2015 #8 MCSquared Approach ● Promote student engagement and creativity ● Provide highly interactive constructionist e-book widgets
  • 9. AIED 2015 #9 MCSquared Approach ● Promote student engagement and creativity ● Provide highly interactive constructionist e-book widgets ● Intercept user activity and log processes followed and artefacts created
  • 10. AIED 2015 #10 MCSquared Approach ● Promote student engagement and creativity ● Provide highly interactive constructionist e-book widgets ● Intercept user activity and log processes followed and artefacts created ● Process data and provide real-time support to learners and teachers
  • 11. AIED 2015 #11 Requirements for LA 1)Usage and other book-level descriptive statistics 2)Structured answer and related descriptive statistics 3)Constructionist Analytics
  • 12. AIED 2015 #12 Requirements for LA Constructionist Analytics ● Constructionist descriptive statistics (i.e. number of objects constructed, moved, deleted, etc.) ● Data regarding construction operations (achievements of key ’landmarks’) ● Specif ic patterns of interaction within a widget
  • 13. AIED 2015 #13 Technical Requirement Generic, interoperable framework that enables conf igurability of learning analytics and intelligent support Technical Difficulty Interactive, creative e-books comprise multiple heterogeneous widgets
  • 17. AIED 2015 #17 Conclusion ● The system has been tested by project partners ● Preliminary results show that it meets its original design objectives It offers: ● rapid integration of learning objects ● dynamic conf iguration of learning analytics and intelligent support
  • 18. AIED 2015 #18 Thank you for your attention