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What is Learning
Analytics About?
A Survery of Different
Methods Used in 2013-2015
Mohammad Khalil & Martin Ebner, Graz Un...
Mohammad Khalil
Ph.D. Candidate
Graz University of
Technology, Austria
@TuMohdKhalil
mohammad.khalil@tugraz.at
Slides Avai...
What is Learning
Analytics ?
“
An Emerging field that is applied in
different educational settings, for
purposes of doing proper interventions
and impr...
Main process of Learning Analytics
◎ Collecting
◎ Analysis
◎ Acting
Khalil, M., & Ebner, M. (2015, June). Learning Analyti...
Big Data
Concept
Various Methods to
analyse educational data
sets
Goals of this study
Establish a future
forecast towards
new research work
Help Researcher to
identify the
common methods
C...
91Surveyed Papers
78Considered Publications
Research Design
Learning Analytics Disciplines
Computer Science
Diagram featured by poweredtemplate.com
Education
Education
Psychology
Sta...
Methods
http://wallpapers.brothersoft.com/track-and-field-93927.html
* Some papers share more than single category
Data Mining Techniques
“tends to make sense of data”
◎ Most used methods
◎ Classification, Regression,
Clustering, REP-tre...
Statistics and Mathematics
“measuring ,controlling and understanding data”
◎ Inferential and descriptive
statistics and ma...
Text Mining, Semantics &
Linguistic Analysis
“text and discourse analysis”
◎ Used for assessment purposes,
enhance collabo...
Visualization
“information is visually presented”
◎ Used to predict students
are risk, awareness tools,
dashboards
◎ heatm...
Social Network Analysis
“Relationships between entities”
◎ Used to investigate
connections between
learners, teachers and
...
Qualitative Analysis
“descisions based on explained descriptions”
◎ Used to understand nature of
discussion forums, and to...
Gamification
“using game mechanics to make learning fun”
◎ Used to improve students
performance, and building a
gamified g...
Prominent &
Popular methods
GoogleScholar, Density Plot.
Google Scholar Citations
MOOCs articles are
the most cited
papers
Density Plot
Is Learning Analytics always
great?
• Privacy
• Transparency
• Security
• Ownership
Mohammad Khalil
Thanks!
@TuMohdKhalil
mohammad.khalil@tugraz.at
http://mohdkhalil.wordpress.com
Slides Available at: http:...
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What is Learning Analytics about?

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What is Learning Analytics about?

  1. 1. What is Learning Analytics About? A Survery of Different Methods Used in 2013-2015 Mohammad Khalil & Martin Ebner, Graz University of Technology Mohammad Khalil & Martin Ebner All used images are CC0 and shareable from the source
  2. 2. Mohammad Khalil Ph.D. Candidate Graz University of Technology, Austria @TuMohdKhalil mohammad.khalil@tugraz.at Slides Available at: http://bit.do/ia9_la http://elearningblog.tugraz.at http://mohdkhalil.wordpress.com
  3. 3. What is Learning Analytics ?
  4. 4. “ An Emerging field that is applied in different educational settings, for purposes of doing proper interventions and improving education
  5. 5. Main process of Learning Analytics ◎ Collecting ◎ Analysis ◎ Acting Khalil, M., & Ebner, M. (2015, June). Learning Analytics: Principles and Constraints. In Proceedings of World Conference on Educational Multimedia, Hypermedia and Telecommunications (pp. 1326-1336).
  6. 6. Big Data Concept Various Methods to analyse educational data sets
  7. 7. Goals of this study Establish a future forecast towards new research work Help Researcher to identify the common methods Compare the beginning view and the ongoing current vision
  8. 8. 91Surveyed Papers 78Considered Publications Research Design
  9. 9. Learning Analytics Disciplines Computer Science Diagram featured by poweredtemplate.com Education Education Psychology Statistics Pedagogy Machine Learning
  10. 10. Methods http://wallpapers.brothersoft.com/track-and-field-93927.html
  11. 11. * Some papers share more than single category
  12. 12. Data Mining Techniques “tends to make sense of data” ◎ Most used methods ◎ Classification, Regression, Clustering, REP-trees…etc.
  13. 13. Statistics and Mathematics “measuring ,controlling and understanding data” ◎ Inferential and descriptive statistics and mathematics ◎ mean, median, standard deviation, markov chain…
  14. 14. Text Mining, Semantics & Linguistic Analysis “text and discourse analysis” ◎ Used for assessment purposes, enhance collaborative writing and predicition. ◎ Methods like ontologies, Natural Language Processing, mining text…
  15. 15. Visualization “information is visually presented” ◎ Used to predict students are risk, awareness tools, dashboards ◎ heatmaps, scatterplots, flowcharts…
  16. 16. Social Network Analysis “Relationships between entities” ◎ Used to investigate connections between learners, teachers and resources. ◎ Predict weak or strong ties
  17. 17. Qualitative Analysis “descisions based on explained descriptions” ◎ Used to understand nature of discussion forums, and to investigate needs. ◎ Methods like qualitative evaluation, qualitative reviews and qualitative meta-analysis…
  18. 18. Gamification “using game mechanics to make learning fun” ◎ Used to improve students performance, and building a gamified grading systems ◎ Methods like reward points, progress bars, badges and 3d immersive environment.
  19. 19. Prominent & Popular methods GoogleScholar, Density Plot.
  20. 20. Google Scholar Citations MOOCs articles are the most cited papers
  21. 21. Density Plot
  22. 22. Is Learning Analytics always great? • Privacy • Transparency • Security • Ownership
  23. 23. Mohammad Khalil Thanks! @TuMohdKhalil mohammad.khalil@tugraz.at http://mohdkhalil.wordpress.com Slides Available at: http://bit.do/ia9_la http://elearningblog.tugraz.at Mohammad Khalil & Martin Ebner, Graz University of Technology Educational Technology

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