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Change in society
Change in education
Change in analytics
Change in information

Hierarchical

Connected
Change in group

Homogeneous

Heterogeneous
Change in focus
?
?
Outcome

Process
?

Change in education
?
Change in society
Change in education
Change in analytics
Change in information
Learning in open ecosystems
Exploration vs. exploitation
Learning Analytics should:
Drop the closed world assumption
Find useful learning material
Assess quality of material
Change in group
Mass personalized learning
Multi-disciplinary collaboration
Learning Analytics should:
Avoid pushing towards an average
Contextualize analysis of behavior
Support meaningful social interaction
Change in focus
?
Harder to predict outcome
More focus on “soft skills”
Learning Analytics should:
Support qualitative reflection
Focus on formative feedback
Find similar peers and mentors
Learning Analytics will be
More open-ended
More personalized
?

More supportive

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