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eLearning & Learning
Analytics in Higher
Education
Mohammad Khalil
Senior Researcher
25.11.2020
CompBiomed/NordBioMed
Research Methodology
@TUMohdKhalil
http://mohdkhalil.wordpress.com
e-mail: mohammad.khalil@uib.no
Sydney Pressey Multiple
Choice Machine (1924)
Plato V (1981)
Examples of educational technology
(e-learning)
4
MOOCs…The Hype!
CC0
The timeline of the Hype
July 2011: Stanford’s
Online Intro to AI is
Announced
October 2011: Stanford’s First Three
Courses Go Live
January 2012: Coursera
and Udacity Go Live
May 2nd, 2012: Harvard
and MIT Announce edX
July – September 2012: Coursera
Reaches 1 Million Learners, 33
University Partners, and 100+
Courses
Udacity raised 15 million
USD, Coursera raised 16
million USD
Source: Class Central, Dhawal Shah
Who Provide MOOCs?
8
10 million* students 1750+ courses
25 million* students 2500+ courses
7 million* students 640+ courses
* Figures might change
Open source MOOC platform
Who make MOOCs?
12
However…
Is the hype over?
17
Derivations of MOOCs
MOOC
SPOC
19
Mini
MOOC
Other
types
Use Technology to Extend or Improve
quantity
quality
MOOC
SPOC (Small Private Online Course)
Credits: C. Delgado Kloos, UC3M
- Based
- Based
23
What research says about MOOCS?
Zawacki-Richter, O., Alturki, U., & Aldraiweesh, A. (2017). Review and
content analysis of the international review of research in open and
distance/distributed learning (2000–2015). International Review of
Research in Open and Distributed Learning, 18(2), 1-26.
Learning Analytics: A Primer Course. Prinsloo, Slade, Khalil.
Learning Analytics and/in MOOCs…
26
27
CC0
a Highlight on the
problem
VS
For courses on a smaller scale
Partner institutions
Any university or organization may
host and create moocs/mini
moocs/spocs
- Based
VS
edX data packages
+
Log files
Open edX
Log files…only
“
“In order to get access to the edX data package, a partner
institution must have an agreement with edX that includes
data access” – edX
How log files look like…
Date and
time
Event type
username
Video id
Imagine hundreds of events per user
38
• Not accurate enough
• Basic analytics
• Limited features
• Exporting data from Insights is restricted
Issues of Open edX Insights
Open edX Advanced Learning Analytics Tool
- oXALIC
40
Motivation & Objectives
▸Provide a technical solution of a Learning Analytics
module for MOOCs (Open edX)
▸Provide a set of useful visualizations in a dashboard
view for both researchers and teachers
▸Introduce new branches of Learning Analytics: such as
curriculum analytics and student behavioral analytics
DEMO
43
https://la-lab.apps.slate.uib.no/oxalic/
(Access restricted to certain parties)
Last fetched logdata: 26th.Feb
Wiki documentation
Bartimote, K., Pardo, A., & Reimann, P. (2018). The perspective realism brings to learning analytics in the
classroom. Learning Analytics in the Classroom: Translating Learning Analytics Research for Teachers.
Interpreting Learning Analytics for
Learning Design!
Thank You
Mohammad Khalil
25.11.2020

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