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LAEP: implications and
opportunities of learning
analytics for European
educational policy
Rebecca Ferguson, Andrew Brasher
Garron Hillaire and Jenna Mittelmeier
#laepanalytics
2
https://laepanalytics.wordpress.com/
#laepanalytics
“Erik was an incredible person:
kind, intelligent, and generous
in helping others. He was active
on the keynote circuit and
focused on developing his
students […] Erik was critically
active in developing SoLAR,
serving on the inaugural board
of directors. It is a sad time for
our community.”
George Siemens
Remembering Erik Duval
Picture from www.surfspace.nl
State of the art in learning analytics
3
https://laepanalytics.wordpress.com/
Exploring the implications and opportunities
of learning analytics for
European educational policy
work in progress…
#laepanalytics
Research questions
4
What is the current state of the art?
What are the prospects for the implementation
of learning analytics?
What is the potential for European policy to be
used to guide and support the take-up and
adaptation of learning analytics to enhance
education in Europe?
#laepanalytics
Carrying out the study
5
Literature review
Glossary
Inventory
Case studies
Expert workshop
Final report
#laepanalytics
LAEP Glossary
6
Developed using frequently used keywords
from the LAK Dataset
You are welcome to suggest other key terms or
to suggest revised definitions
cloudworks.ac.uk/cloud/view/9781
#laepanalytics
Literature review on implementation
7
Underpinning technology
Policy, codes of practice and governance
Skills and data literacies
Culture, values and professional practice
Leadership, change management and
sustainability
#laepanalytics
Underpinning technology
8
Systems need to be technically and
semantically interoperable
 Work required on data quality, ownership,
access and standardisation
Need to investigate the possibilities and
limitations of data warehouses
#laepanalytics
Policy, codes of practice and governance
9
A lot of data have been gathered and used
without the knowledge of the learners who
generated them
Need for effective data governance procedures
Discussions required at all levels about privacy
and ethics
Privacy-preserving practices are important
#laepanalytics
Skills and data literacies
10
Current capability to develop and deploy
analytics is low
Need for an open and shared analytics
curriculum covering technology and pedagogy
Research is required on the use of visualisation
#laepanalytics
Culture, values and professional practice
11
Work required at local, regional and national
levels – how can analytics be related to the
purposes of education?
 Embed data skills and literacies within
professional training
Ensure educators can use the tools available
and that they can make informed decisions
#laepanalytics
12
LAEP Inventory
Show the state-of-the-art of the practical
adoption of learning analytics
A broad-but-shallow collection of informative
examples across the three categories:
• Policy documents (14)
• Practices (13)
• Tools (19)
#laepanalytics
13
Contents
Policies
Analytical Review (UK
Government Department for
Education)
Capacity enablers and barriers
for learning analytics
Code of practice for learning
analytics
Education governance: the role
of data – Organisation for
Economic Co-operation and
Development
Educause – Understanding and
managing the risks of analytics
in higher education: a guide
Enhancing teaching and
learning through learning
analytics and educational data
mining (US Department of
Education)
Ethical use of student data
policy – The Open University
Evaluation of policy frameworks
for addressing ethical
considerations in learning
analytics
Practices
Arizona State University
Ceibal
Course Signals: Purdue
University
Dunchurch Infant School
Effective learning analytics pilots
–Jisc
Further education learning
technology action group:
FELTAG
Georgia State University
Nottingham Trent University
Student Dashboard
PAR Framework
PredictED– Dublin City
University
Progress and Course
Engagement (RioPACE) – Rio
Salado College
Student retention and learning
analytics: A snapshot of
Australian practices and a
framework for advancement
Tools
ASSISTments
Bettermarks
Civitas Learning
Cognitive Tutor software
Conexus Vokal
Degree Compass
(Desire2Learn)
Digital Assess – adaptive
comparative judgement
FFT Aspire
itslearning
Khan Academy analytics
Learning Analytics Processor
Metacog
Open Essayist
OU Analyse
Schoolzilla
Skillaware
SNAPP
#laepanalytics
14
Structure
1 page per entry
Policy documents
• Synopsis, classification, context, maturity and
evidence of utility, further information
Practices
• Synopsis, classification, context, practical matters,
further information
Tools
• Synopsis, classification, context, maturity and
evidence of utility, further information
#laepanalytics
15
Open for Viewing and Additions
http://cloudworks.ac.uk/cloudscape/view/2959
16
Development and Status
• Created by a combination of desk research and open information
gathering.
• Channels used to solicit and gather information include:
• 2015 SoLAR Flare event at The Open University, UK.
• Learning Analytics Community Exchange (LACE) project
communication and discussion channels:
Network of associated partners;
LinkedIn discussion group;
@laceproject Twitter account.
• Structured interviews with significant international figures and major
learning analytics projects.
• LAEP Project blog] http://bit.ly/LAEPAnalytics
#laepanalytics
Culture, values and professional practice
17
#laepanalytics
Culture, values and professional practice
18
#laepanalytics
Culture, values and professional practice
19
20
Today’s workshop
http://cloudworks.ac.uk/cloudscape/view/2965
LAEP Glossary
http://cloudworks.ac.uk/cloud/view/9781
LAEP Inventory
http://cloudworks.ac.uk/cloud/view/9621
#laepanalytics

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Overview of the LAEP learning analytics project

  • 1. LAEP: implications and opportunities of learning analytics for European educational policy Rebecca Ferguson, Andrew Brasher Garron Hillaire and Jenna Mittelmeier #laepanalytics
  • 2. 2 https://laepanalytics.wordpress.com/ #laepanalytics “Erik was an incredible person: kind, intelligent, and generous in helping others. He was active on the keynote circuit and focused on developing his students […] Erik was critically active in developing SoLAR, serving on the inaugural board of directors. It is a sad time for our community.” George Siemens Remembering Erik Duval Picture from www.surfspace.nl
  • 3. State of the art in learning analytics 3 https://laepanalytics.wordpress.com/ Exploring the implications and opportunities of learning analytics for European educational policy work in progress… #laepanalytics
  • 4. Research questions 4 What is the current state of the art? What are the prospects for the implementation of learning analytics? What is the potential for European policy to be used to guide and support the take-up and adaptation of learning analytics to enhance education in Europe? #laepanalytics
  • 5. Carrying out the study 5 Literature review Glossary Inventory Case studies Expert workshop Final report #laepanalytics
  • 6. LAEP Glossary 6 Developed using frequently used keywords from the LAK Dataset You are welcome to suggest other key terms or to suggest revised definitions cloudworks.ac.uk/cloud/view/9781 #laepanalytics
  • 7. Literature review on implementation 7 Underpinning technology Policy, codes of practice and governance Skills and data literacies Culture, values and professional practice Leadership, change management and sustainability #laepanalytics
  • 8. Underpinning technology 8 Systems need to be technically and semantically interoperable  Work required on data quality, ownership, access and standardisation Need to investigate the possibilities and limitations of data warehouses #laepanalytics
  • 9. Policy, codes of practice and governance 9 A lot of data have been gathered and used without the knowledge of the learners who generated them Need for effective data governance procedures Discussions required at all levels about privacy and ethics Privacy-preserving practices are important #laepanalytics
  • 10. Skills and data literacies 10 Current capability to develop and deploy analytics is low Need for an open and shared analytics curriculum covering technology and pedagogy Research is required on the use of visualisation #laepanalytics
  • 11. Culture, values and professional practice 11 Work required at local, regional and national levels – how can analytics be related to the purposes of education?  Embed data skills and literacies within professional training Ensure educators can use the tools available and that they can make informed decisions #laepanalytics
  • 12. 12 LAEP Inventory Show the state-of-the-art of the practical adoption of learning analytics A broad-but-shallow collection of informative examples across the three categories: • Policy documents (14) • Practices (13) • Tools (19) #laepanalytics
  • 13. 13 Contents Policies Analytical Review (UK Government Department for Education) Capacity enablers and barriers for learning analytics Code of practice for learning analytics Education governance: the role of data – Organisation for Economic Co-operation and Development Educause – Understanding and managing the risks of analytics in higher education: a guide Enhancing teaching and learning through learning analytics and educational data mining (US Department of Education) Ethical use of student data policy – The Open University Evaluation of policy frameworks for addressing ethical considerations in learning analytics Practices Arizona State University Ceibal Course Signals: Purdue University Dunchurch Infant School Effective learning analytics pilots –Jisc Further education learning technology action group: FELTAG Georgia State University Nottingham Trent University Student Dashboard PAR Framework PredictED– Dublin City University Progress and Course Engagement (RioPACE) – Rio Salado College Student retention and learning analytics: A snapshot of Australian practices and a framework for advancement Tools ASSISTments Bettermarks Civitas Learning Cognitive Tutor software Conexus Vokal Degree Compass (Desire2Learn) Digital Assess – adaptive comparative judgement FFT Aspire itslearning Khan Academy analytics Learning Analytics Processor Metacog Open Essayist OU Analyse Schoolzilla Skillaware SNAPP #laepanalytics
  • 14. 14 Structure 1 page per entry Policy documents • Synopsis, classification, context, maturity and evidence of utility, further information Practices • Synopsis, classification, context, practical matters, further information Tools • Synopsis, classification, context, maturity and evidence of utility, further information #laepanalytics
  • 15. 15 Open for Viewing and Additions http://cloudworks.ac.uk/cloudscape/view/2959
  • 16. 16 Development and Status • Created by a combination of desk research and open information gathering. • Channels used to solicit and gather information include: • 2015 SoLAR Flare event at The Open University, UK. • Learning Analytics Community Exchange (LACE) project communication and discussion channels: Network of associated partners; LinkedIn discussion group; @laceproject Twitter account. • Structured interviews with significant international figures and major learning analytics projects. • LAEP Project blog] http://bit.ly/LAEPAnalytics #laepanalytics
  • 17. Culture, values and professional practice 17 #laepanalytics
  • 18. Culture, values and professional practice 18 #laepanalytics
  • 19. Culture, values and professional practice 19