learning analytics in moocs: can data improve students retention and learning?
TRANSCRIPT
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Learning Analytics in MOOCs: Can Data Improve Students
Retention and Learning?
Mohammad Khalil and Martin EbnerEducational Technology
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Where is our research Department located...
our department
Educational TechnologyTUGraz, Austria
OER
MOOCs
Learning AnalyticsPersonalized Learning
Big Data
Adaptive Learning
Educational Data Mining
Technology Enhanced Learning
Lifelong Learning
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1.MOOCsThe new generation of Distance Learning
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MOOCs ?
Image from: http://cdn2.hubspot.net/hub/685689/file-3231367982-jpg/blog-files/massiveopenonline_620x400.jpg?t=1462361738877
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To Summarize:You can attend courses
from prestigious universitiesfor free
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To Summarize:You can attend courses
from prestigious universitiesfor free
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platform...
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Issues ofMOOCs
Dropout
Motivation and Engagement
Interactions
Didactical design
Quiz assessment Seriousness
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Issues ofMOOCs
Dropout
Motivation and Engagement
Interactions
Didactical design
Quiz assessment Seriousness
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Khalil, M., & Ebner, M. (2016). What Massive Open Online Course (MOOC) Stakeholders Can Learn from Learning Analytics?. Learning, Design, and Technology. Springer International Publishing. (pp. 1-30).
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Can we Control or decrease
Dropout?
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Can we Control or decrease
Dropout?Yes! Through
Learning Analytics
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2. Learning AnalyticsIt is a data analytics...but in educational systems
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2. Learning AnalyticsIt is a data analytics...but in educational systems
like...MOOCs
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“Collecting traces that learners leave behind and using
those traces to improve learning.
-Erik Duval
a Simple Definition
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Data Collection
Quizzes
Forums Reading Logins
Forums Writing
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Behavior Comparison between Completed and Dropout students
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Assigning Weights
Quizzes
Forums Reading Logins
Forums Writing
W1
W3
W2 W4
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Assigning Weights
Quizzes
Forums Reading Logins
Forums Writing
W1
W3
W2 W4
W1 > W2 > W3 > W4
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Assigning Weights
Quizzes
Forums Reading Logins
Forums Writing
W1
W3
W2 W4
W1 > W2 > W3 > W4
Success Rate (SR) = W1.Readings + W2.Quiz_Attempts + W3.Login_Frequency +
W4.Writings
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Prediction based on Indicators Weight
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Prediction based on Indicators Weight
● Low numbers indicate dropout
● High numbers indicate completion
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AwarenessOr
Feedback
What can we do to enhance retention and learning?
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Student get notification:
Gamification Element like water
bottle
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EdMedia Vancouver, 2016 , June 28-30