Chris Moore Flickr Will Learning Analytics Transform Higher Education? Digital Education Show Kuala Lumpur, 15 June 2015 Dr Abelardo Pardo (@abelardopardo ) Faculty of Engineering and IT slideshare.net/abelardo_pardo
Will Learning Analytics Transform Higher Education?
Aug 03, 2015
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Chris
Moore
Flickr
Will Learning Analytics TransformHigher Education?
Digital Education ShowKuala Lumpur, 15 June 2015
Dr Abelardo Pardo (@abelardopardo)Faculty of Engineering and IT
slideshare.net/abelardo_pardo
Abelardo Pardo Will Learning Analytics Transform Higher Education? 2
JeanE
tienneM
inh-Duy
Poirrierflickr.com
Abelardo Pardo Will Learning Analytics Transform Higher Education? 3
Evan
Blaserflickr.com
Elements
Actors
Culture
Scenarios
Abelardo Pardo Will Learning Analytics Transform Higher Education? 4
Evan
Blaserflickr.com
Elements
Abelardo Pardo Will Learning Analytics Transform Higher Education? 5
Thomas
LethO
lsenflickr.com
Stakeholders
DataSources
Analysis
Actions
Abelardo Pardo Will Learning Analytics Transform Higher Education? 6
Martin
Fischflickr.com
Stakeholders
PolicyMakers
InstitutionalManagement
Instructors
Students
Parents
Abelardo Pardo Will Learning Analytics Transform Higher Education? 7
http://ww
w.learninganalytics.net/?p=131
(lastvisitedS
ep2013)
Siemens, G., & Long, P. (2011). Penetrating the Fog: Analytics in Learning and Education. Educause Review, 48(5)
Abelardo Pardo Will Learning Analytics Transform Higher Education? 8
puthoOrP
hotographyflickr.com
LMS interactions, Student Information System,Recruiting, Demographics, Previous grades, Spaceinteraction, Social engagement
Abelardo Pardo Will Learning Analytics Transform Higher Education? 9
zzpzaflickr.com
• Statistical prediction• Clustering and profiling• Relationship mining• Link prediction in
networks• Text analysis
Abelardo Pardo Will Learning Analytics Transform Higher Education? 10
GotC
reditflickr.com
• Solve academicproblems
• Suggest courses• Financial options• Learning strategy• Adjust degrees• Self awareness• Guide investment
LA MatrixContext
Question to be answered
Stakeholders Data Source Analysis ActionPolicy makerManagement
InstructorStudentsParents
Abelardo Pardo Will Learning Analytics Transform Higher Education? 11
Abelardo Pardo Will Learning Analytics Transform Higher Education? 12
Evan
Blaserflickr.com
Elements
Actors
Abelardo Pardo Will Learning Analytics Transform Higher Education? 13
johnthrmFlickr
ICT Units
Enterprise datawarehousing
Security and Privacy
Student OrientedVision
Abelardo Pardo Will Learning Analytics Transform Higher Education? 14
Matheson
LearningC
omm
onsflickr.com
Student Services
Data producers/Consumers
Abelardo Pardo Will Learning Analytics Transform Higher Education? 15
Sanadreas
flickr.com
Learning & Teaching Units
Data-guided Course Redesign
Abelardo Pardo Will Learning Analytics Transform Higher Education? 16
Richard
McD
onald-Proctorflickr.com
Leadership conveysdata-intensive culture
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Evan
Blaserflickr.com
Elements
Actors
Culture
Multidisciplinary Work
Powell, S., & MacNeil, S. (2012). Analytics Series Institutional Readiness for Analytics (Vol. 1, pp. 1–11). JISCCenter for Educational Technology & Interoperability Standards, Analytics Series, 1(8).
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Abelardo Pardo Will Learning Analytics Transform Higher Education? 19
Siemens, G., Dawson, S., & Lynch, G. (2013). Improving the Quality and Productivity of the Higher Education Sector. Policy andStrategy for Systems-Level Deployment of Learning Analytics (pp. 1–35). Society for Learning Analytics Research for the AustralianOffice for Learning and Teaching.
Abelardo Pardo Will Learning Analytics Transform Higher Education? 20
Ed
Coyle
flickr.com
Slow speed of adoption. Yet to go beyondbasic reporting
Bichsel, J. (2012). Analytics in Higher Education Benefits, Barriers, Progress, and Recommendations, EDUCAUSE Center forApplied Research (pp. 1–31).
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Evan
Blaserflickr.com
Elements
Actors
Culture
Scenarios
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University
ofDenverflickr.com
Scenario 1
• Weekly engagementreport
• Personalizedfeedback
• Strategic advice forsemester
• Advice for the year
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PN
NL
Pacific
Northw
estflickr.com
Scenario 2
• Instructor observessummary
• Sends personalizedfeedback
• Anomalies detected• Quick turnaround
Abelardo Pardo Will Learning Analytics Transform Higher Education? 24
Betta
Design
flickr.com
Scenario 3
• Degrees areremodeled
• Investment ininfrastructure
• Overall studentexperience
• Better service
Abelardo Pardo Will Learning Analytics Transform Higher Education? 25
Gerard
Stolk
flickr.com
Multiple factors:stakeholders, datasources, analysis, actions
Multiple actors: ICT,L&TU, Student Svcs,Data Wranglers
Leadership has to conveycultural change
Model matures slowly
Chris
Moore
Flickr
Will Learning Analytics TransformHigher Education?
Digital Education ShowKuala Lumpur, 15 June 2015
Dr Abelardo Pardo (@abelardopardo)Faculty of Engineering and IT
slideshare.net/abelardo_pardo
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