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Learning Analytics
Initiatives
PANEL IN LASI-HARVARD
Presented by Xiao Hu @HKU
1
• Open Learning Analytics (OLA)
2
• LAMP (LA Masters Program)
3
• Open Learning about Open Learning Analysis
4
• LACE: Learning Analytics Community Exchange
5
• Open Journals
Open Learning Analytics (OLA)
Josh Baron (Marist College and Apereo Foundation)
•An ecosystem
• Open source LA software
• Open standards and API
• Open models (predictive models, knowledge maps…)
• Open content (journals, Moocs, whitepapers)
• Openness or transparency w.r.t. policies and
strategies
• Not anti-commercial
Why OLA?
• Much work to date has been "tool" or
"software-centric"
• Often "closed" w.r.t. software, model, data
• Currently have lots of activity but not much
collaboration or awareness
OLA Summit 2014 (April)
http://www.onlinelendersalliance.org/event/2014SpringSummit
• Apereo (Sakai, uPortal, uMobile, ..)
• http://www.apereo.org/
• Identified major domains with OLA
•Standard and software (APIs)
•Strategies and Policies
•Learning Design
•Research and Data
Apereo LA initiative (LAI)
• Learning Analytics
Diamond (open LA
software framework)
Learning Analytics Processor
• Open source
• Plugin
architecture
Would Like to See What
Happens Next…
• OLA whitepaper
• Grant proposal
• Proof-of-concept software development
• Launch of an OLA Network
• Events at LAK 2015
LAMP (LA Masters Program)
George Siemens (University of Texas, Arlington and SoLAR)
• Meet with CMU in April 2014
• A group of individuals interested in teaching LA
and collaborate (Carolyn Rose, Ryan Baker,
Siemens, ….)
• MOOCs
• What are the learning outcomes?
• Make content searchable – 100% open content
• Education, Information Studies, Computer Science
...
LAMP: Content
• Research ethics
• LA processes and theory
• Experimental design and methods
• Research methods
• Data management
• Visualization
• Big data methods
• Feature Engineering
• Psychology of learning/learning theory/learning sciences
• Assessment and evaluation
LAMP: Goal
• To convene people/professors who
wanted to or already teach some
aspects of LA, to make educational
resources available
Open Learning about Open
Learning Analytics
Ryan Baker (Columbia University and IEDMS)
• Considerable interest in creating
MOOCs related to LA
• LA Curriculum?
• Teachers College, Columbia University
• MS in LA
• A focus in LA as part of Masters in Cognitive
Studies
LA-specific courses
• Core Methods in EDM
• Learning Analytics: Process and Theory
• Feature Engineering Studio
• Normative Perspectives on the Analysis
of Learners and Learning
• Managing Educational Data
(preservation, access, etc.)
Course Materials
• Course Materials are or will be available online
• Big Data and Education (MOOT (textbook))
freely available online
• This fall, Siemens' MOOC on EdX: “Data,
Analytics and Learning”
“if you have resources publicly available, please
tell us!”
LACE: Learning Analytics
Community Exchange
Doug Clow (Open University) laceproject.edu
•Learning
Analytics Cycle
How Do You Develop A Learning
Analytics Community?
How Do You Develop A Learning
Analytics Community? (con’t)
“Develop what we know about what we
know”
“Help more people to know more people
more”
Open Journals
Dragan Gasevic (Athabasca University)
• Journal of LA
• Three issues annually: learning-analytics.info
• Research and HotSpot practitioner papers
• CFP special issue:
• Self Regulated Learning and Analytics (deadline Aug.)
• Learning Analytics and Learning Theory (deadline Nov.)
Balance of different learning analytics perspectives (not
dominated by CS researchers)
• Journal of Educational Data Mining
• Open access, five volumes published
Quick Question for
Clarifications?

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Xiao Hu "Learning Analytics Initiatives"

  • 1. Learning Analytics Initiatives PANEL IN LASI-HARVARD Presented by Xiao Hu @HKU
  • 2. 1 • Open Learning Analytics (OLA) 2 • LAMP (LA Masters Program) 3 • Open Learning about Open Learning Analysis 4 • LACE: Learning Analytics Community Exchange 5 • Open Journals
  • 3. Open Learning Analytics (OLA) Josh Baron (Marist College and Apereo Foundation) •An ecosystem • Open source LA software • Open standards and API • Open models (predictive models, knowledge maps…) • Open content (journals, Moocs, whitepapers) • Openness or transparency w.r.t. policies and strategies • Not anti-commercial
  • 4. Why OLA? • Much work to date has been "tool" or "software-centric" • Often "closed" w.r.t. software, model, data • Currently have lots of activity but not much collaboration or awareness
  • 5. OLA Summit 2014 (April) http://www.onlinelendersalliance.org/event/2014SpringSummit • Apereo (Sakai, uPortal, uMobile, ..) • http://www.apereo.org/ • Identified major domains with OLA •Standard and software (APIs) •Strategies and Policies •Learning Design •Research and Data
  • 6. Apereo LA initiative (LAI) • Learning Analytics Diamond (open LA software framework)
  • 7. Learning Analytics Processor • Open source • Plugin architecture
  • 8. Would Like to See What Happens Next… • OLA whitepaper • Grant proposal • Proof-of-concept software development • Launch of an OLA Network • Events at LAK 2015
  • 9. LAMP (LA Masters Program) George Siemens (University of Texas, Arlington and SoLAR) • Meet with CMU in April 2014 • A group of individuals interested in teaching LA and collaborate (Carolyn Rose, Ryan Baker, Siemens, ….) • MOOCs • What are the learning outcomes? • Make content searchable – 100% open content • Education, Information Studies, Computer Science ...
  • 10. LAMP: Content • Research ethics • LA processes and theory • Experimental design and methods • Research methods • Data management • Visualization • Big data methods • Feature Engineering • Psychology of learning/learning theory/learning sciences • Assessment and evaluation
  • 11. LAMP: Goal • To convene people/professors who wanted to or already teach some aspects of LA, to make educational resources available
  • 12. Open Learning about Open Learning Analytics Ryan Baker (Columbia University and IEDMS) • Considerable interest in creating MOOCs related to LA • LA Curriculum? • Teachers College, Columbia University • MS in LA • A focus in LA as part of Masters in Cognitive Studies
  • 13. LA-specific courses • Core Methods in EDM • Learning Analytics: Process and Theory • Feature Engineering Studio • Normative Perspectives on the Analysis of Learners and Learning • Managing Educational Data (preservation, access, etc.)
  • 14. Course Materials • Course Materials are or will be available online • Big Data and Education (MOOT (textbook)) freely available online • This fall, Siemens' MOOC on EdX: “Data, Analytics and Learning” “if you have resources publicly available, please tell us!”
  • 15. LACE: Learning Analytics Community Exchange Doug Clow (Open University) laceproject.edu •Learning Analytics Cycle
  • 16. How Do You Develop A Learning Analytics Community?
  • 17. How Do You Develop A Learning Analytics Community? (con’t) “Develop what we know about what we know” “Help more people to know more people more”
  • 18. Open Journals Dragan Gasevic (Athabasca University) • Journal of LA • Three issues annually: learning-analytics.info • Research and HotSpot practitioner papers • CFP special issue: • Self Regulated Learning and Analytics (deadline Aug.) • Learning Analytics and Learning Theory (deadline Nov.) Balance of different learning analytics perspectives (not dominated by CS researchers) • Journal of Educational Data Mining • Open access, five volumes published