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Lee O’Farrell
• Student Success is a strategic priority of NF
• DESSI Project
• ORLA (Online Resource for Learning Analytics)
o www.teachingandlearning.ie/ORLA
o www.teachingandlearning.ie/publication/resources-to-support-
development-of-data-enabled-student-success-strategies/
• Previous LA webinar:
https://www.teachingandlearning.ie/event/webinar-learning-analytics-what-
works/
• Contributed to 16 institutional strategies/policies
• DESSI-supported initiatives currently under way in 9 HEIs
• Increased awareness of value of (student-centred) data at both
institutional and national level
• Facilitated intra-institutional conversations and collaborations
• Enabled inter-institutional co-operation
• Growth of data-informed teaching approaches (eg VLE reporting)
• National-level focus has engaged institutions
REPORT
Understanding and
Enabling Student Success
in Irish Higher Education
REPORT
Making a Difference: A
Student View of Excellent
Teaching
INSIGHT
Towards a National
Understanding of Student
Success
• Hazel Farrell – Waterford Institute of Technology
• Pieterjan Bonne – OFLA Project
• Mark Glynn & Shadi Karazi – Dublin City University
STUDENT
ENGAGEMENT
RETENTION EVOLVE AS AN
EDUCATOR
TWO STUDENTS ARE CLEARLY
IN DIFFICULTY
I NEED TO WORK AT
ENHANCING UNDERSTANDING
OF QUESTIONS 1 AND 10
Positive student
feedback
More informed
perspective
Early detection
Increase in the number of
quizzes
Integral part of Continuous
Assessment
Broader range of modules
– Theoretical and Practical
www.oflaproject.eu
@OFLAproject
Pieterjan.Bonne@arteveldehs.be
Rianne Bouwmeester, Tim Bezemer, Peter Crowson, Ed Foster, Sofie Heirweg,
Rebecca Siddle, Harold Van Rijen, Beatrijs Vandenkerckhove, Veerle
Vanoverberghe
Prompts (data) Communication Intervention
The OfLA model
Snowballing through the
literature
From reviews to cases
• 2 review lead to 39 articles selected for abstract screening
• Viberg, O., Hatakka, M., Bälter, O., & Mavroudi, A. (2018). The current landscape of learning
analytics in higher education. Computers in Human Behavior, 89, 98-110.
• Wong, B. T. M. (2017). Learning analytics in higher education: an analysis of case
studies. Asian Association of Open Universities Journal, 12(1), 21-40.
• 23 articles processed with a total of 48 cases
• 36 unique cases where data was used for an intervention
Work with what you have got but use it effectively
Basic data are available
Communicate concerns and existing support (which are normally already
tailored to your student population)
Improve time between student and mentor/advisor
Data
Use a combination of data
including at least actionable and recent data.
Data should be visually and continuously accessible for all stakeholders
Data
Use a combination of data
including at least actionable and recent data.
Data should be visually and continuously accessible for all stakeholders
Data should lead to (targeted) intervention
(minimum is making aware and this might be sufficient)
Communication
Communication should be actionable/activating.
Communication to the student should be/come across as personalized.
Support staff should have the final say.
Intervention
Start the conversation from the data
Use data as a shared aspect in the conversation
Timing is important
www.oflaproject.eu
@OFLAproject
Pieterjan.Bonne@arteveldehs.be
Rianne Bouwmeester, Tim Bezemer, Peter Crowson, Ed Foster, Sofie Heirweg,
Rebecca Siddle, Harold Van Rijen, Beatrijs Vandenkerckhove, Veerle
Vanoverberghe
Using Analytics to improve the
learning experience
Assessment analytics from Moodle
Dr Mark Glynn, Dr Shadi Karazi
Assessment team
LauraClare ShadiFiona Rob SuzanneMark
This project is one of the many initiatives that we have undertaken in DCU to address the
multifaceted challenge of assessment in higher education. There is a team of people
involved in a range of projects, former and current members of the TEU team.
What people say...
I had an Oral CA the
same week as
[Module X] CA.
Had many assessments
and exams at this time,
was overwhelmed and
exhausted
Normally I would spend more
time but there was a lot of
work due around the same
time, so, as this was a mock-
exam, it was not my priority
Lot of CAs towards
end of term
Students
I have to get a certain
amount covered
before I can assess
them
I don’t know how much
lecturers know about how
much is going on in the
bigger picture for students
because we just tend to be
responsible for [our own]
modules.
They need all my
assignments in order to prove
they have met the learning
outcomes
They need all my
assignments in order
to prove they have
met the learning
outcomes
Staff
Overview of Assessment
A
CB
1
2
3
4
4
5
6
7
1 2 3 4 5 6 7 8 9 10 11 12
Week
Numberofassessments
13
Moodle solution
Can we automate this process
and take advantage of the
resulting data?
“Multi-tag timeline” Report
Multi tag timeline plugin built by LTS
Assessment Breakdown
My Feedback plugin built by UCL
Student Breakdown
My Feedback plugin built by UCL
One step data generation
Requirement
-Insert deadlines to create
calendar
Result
-calendar view for all
-provide online submission
for students
-Analyse assignment
submissions
-Monitor student across a
programme
Contact us
mark.glynn@dcu.ie, Shadi.karazi@dcu.ie
lee.ofarrell@teachingandlearning.ie
www.teachingandlearning.ie/ORLA

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Learning Analytics: Innovative Practices

  • 2. • Student Success is a strategic priority of NF • DESSI Project • ORLA (Online Resource for Learning Analytics) o www.teachingandlearning.ie/ORLA o www.teachingandlearning.ie/publication/resources-to-support- development-of-data-enabled-student-success-strategies/ • Previous LA webinar: https://www.teachingandlearning.ie/event/webinar-learning-analytics-what- works/
  • 3. • Contributed to 16 institutional strategies/policies • DESSI-supported initiatives currently under way in 9 HEIs • Increased awareness of value of (student-centred) data at both institutional and national level • Facilitated intra-institutional conversations and collaborations • Enabled inter-institutional co-operation • Growth of data-informed teaching approaches (eg VLE reporting) • National-level focus has engaged institutions
  • 4. REPORT Understanding and Enabling Student Success in Irish Higher Education REPORT Making a Difference: A Student View of Excellent Teaching INSIGHT Towards a National Understanding of Student Success
  • 5. • Hazel Farrell – Waterford Institute of Technology • Pieterjan Bonne – OFLA Project • Mark Glynn & Shadi Karazi – Dublin City University
  • 6.
  • 7.
  • 9.
  • 10.
  • 11.
  • 12. TWO STUDENTS ARE CLEARLY IN DIFFICULTY I NEED TO WORK AT ENHANCING UNDERSTANDING OF QUESTIONS 1 AND 10
  • 14. Increase in the number of quizzes Integral part of Continuous Assessment Broader range of modules – Theoretical and Practical
  • 15.
  • 16.
  • 17.
  • 18. www.oflaproject.eu @OFLAproject Pieterjan.Bonne@arteveldehs.be Rianne Bouwmeester, Tim Bezemer, Peter Crowson, Ed Foster, Sofie Heirweg, Rebecca Siddle, Harold Van Rijen, Beatrijs Vandenkerckhove, Veerle Vanoverberghe
  • 19. Prompts (data) Communication Intervention The OfLA model
  • 21. From reviews to cases • 2 review lead to 39 articles selected for abstract screening • Viberg, O., Hatakka, M., Bälter, O., & Mavroudi, A. (2018). The current landscape of learning analytics in higher education. Computers in Human Behavior, 89, 98-110. • Wong, B. T. M. (2017). Learning analytics in higher education: an analysis of case studies. Asian Association of Open Universities Journal, 12(1), 21-40. • 23 articles processed with a total of 48 cases • 36 unique cases where data was used for an intervention
  • 22. Work with what you have got but use it effectively Basic data are available Communicate concerns and existing support (which are normally already tailored to your student population) Improve time between student and mentor/advisor
  • 23. Data Use a combination of data including at least actionable and recent data. Data should be visually and continuously accessible for all stakeholders
  • 24.
  • 25. Data Use a combination of data including at least actionable and recent data. Data should be visually and continuously accessible for all stakeholders Data should lead to (targeted) intervention (minimum is making aware and this might be sufficient)
  • 26. Communication Communication should be actionable/activating. Communication to the student should be/come across as personalized. Support staff should have the final say.
  • 27. Intervention Start the conversation from the data Use data as a shared aspect in the conversation Timing is important
  • 28. www.oflaproject.eu @OFLAproject Pieterjan.Bonne@arteveldehs.be Rianne Bouwmeester, Tim Bezemer, Peter Crowson, Ed Foster, Sofie Heirweg, Rebecca Siddle, Harold Van Rijen, Beatrijs Vandenkerckhove, Veerle Vanoverberghe
  • 29.
  • 30.
  • 31. Using Analytics to improve the learning experience Assessment analytics from Moodle Dr Mark Glynn, Dr Shadi Karazi
  • 32. Assessment team LauraClare ShadiFiona Rob SuzanneMark This project is one of the many initiatives that we have undertaken in DCU to address the multifaceted challenge of assessment in higher education. There is a team of people involved in a range of projects, former and current members of the TEU team.
  • 33. What people say... I had an Oral CA the same week as [Module X] CA. Had many assessments and exams at this time, was overwhelmed and exhausted Normally I would spend more time but there was a lot of work due around the same time, so, as this was a mock- exam, it was not my priority Lot of CAs towards end of term Students I have to get a certain amount covered before I can assess them I don’t know how much lecturers know about how much is going on in the bigger picture for students because we just tend to be responsible for [our own] modules. They need all my assignments in order to prove they have met the learning outcomes They need all my assignments in order to prove they have met the learning outcomes Staff
  • 34. Overview of Assessment A CB 1 2 3 4 4 5 6 7 1 2 3 4 5 6 7 8 9 10 11 12 Week Numberofassessments 13
  • 35. Moodle solution Can we automate this process and take advantage of the resulting data?
  • 36. “Multi-tag timeline” Report Multi tag timeline plugin built by LTS
  • 37. Assessment Breakdown My Feedback plugin built by UCL
  • 38. Student Breakdown My Feedback plugin built by UCL
  • 39. One step data generation Requirement -Insert deadlines to create calendar Result -calendar view for all -provide online submission for students -Analyse assignment submissions -Monitor student across a programme
  • 41.