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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
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?
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