Seminario eMadrid/SHEILA sobre "Analítica del Aprendizaje". Iniciativas y políticas de Analítica de Aprendizaje en Estonia. Universidad de Tallinn. 21/10/2016.
Seminario eMadrid/SHEILA sobre "Analítica del Aprendizaje". Iniciativas y políticas de Analítica de Aprendizaje en Estonia. Universidad de Tallinn. 21/10/2016.
Education, data policy and practice - Kim Schildkamp
Similaire à Seminario eMadrid/SHEILA sobre "Analítica del Aprendizaje". Iniciativas y políticas de Analítica de Aprendizaje en Estonia. Universidad de Tallinn. 21/10/2016.
Similaire à Seminario eMadrid/SHEILA sobre "Analítica del Aprendizaje". Iniciativas y políticas de Analítica de Aprendizaje en Estonia. Universidad de Tallinn. 21/10/2016. (20)
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Seminario eMadrid/SHEILA sobre "Analítica del Aprendizaje". Iniciativas y políticas de Analítica de Aprendizaje en Estonia. Universidad de Tallinn. 21/10/2016.
2. Index
2
A few words about Estonia
Learning Analytics initiatives in Estonia
Learning Analytics policies and
implementation barriers
Conclusions
3. Index
3
A few words about Estonia
Learning Analytics initiatives in Estonia
Learning Analytics policies and
implementation barriers
Conclusions
5. Estonia: a NORDIC country
5
1,3 million Estonians (450.000 in Tallinn)
Policy makers are relatively accessible
Very high penetration of technology
520 schools, 14.000 teachers, 148.000 pupils
3 Universities: Tartu University, Tallinn
Technical University & Tallinn University
• 94% ID Card Penetration
• 30,1% Internet Voting Usage (2015)
• 98% of Prescriptions are prescribed online
• 10.000 e-Residents
• Highest rate of start-ups per capita in Europe
• Expertise in cyber security
https://e-estonia.com/facts/
6. Estonia: PISA results
6
2006
World / Europe
2009
World / Europe
2012
World / Europe
Maths 14 6 17 7 11 3-6
Reading 13 8 13 5 11 3-6
Science 5 2 9 2 6 1-2
Socio-economic status does not affect results
The share of low-performing students is the
smallest in Europe
Russian-speaking schools lag behind
Only 66% of pupils feel happy at school
https://www.oecd.org/pisa/keyfindings/pisa-2012-results-overview.pdf
7. Estonia: Teachers
7
High qualified teachers
Aged teachers (47 average)
Radical gender imbalanced among teachers
Salaries are not the best (especially when
compared to Finland)
8. Estonia: Life-Long Learning Strategy 2014-2020
8
Promotes workplace learning, informal
learning and bottom-up innovation
Has an impact on formal education system
“Evidence-based decision-making” principle
http://www.kogu.ee/wp-content/uploads/2014/05/Lifelong-Learning.pdf
• 1:1 computing
• BYOD
• Digital textbooks
• Redefining digital competences of teachers and students
• Self-assessment tools
9. Index
9
A few words about Estonia
Learning Analytics initiatives in Estonia
Learning Analytics policies and
implementation barriers
Conclusions
10. Research initiatives: EMMA
10
Pan-European platform to support ICT-based
innovation in higher education
MOOCs for 60.000 participants
LA to create a feedback loop between
facilitators and learners
• Based on xAPI
• Visualization of the interactions
• Several dashboards
12. Research initiatives: eDidaktikum
12
Learning environment for teacher education
Dashboards for learners
Dashboards for course designers
• Partnership among five teacher education institutions
• Used in Tallinn University
• Supports competence-based learning
• Enhances formal and informal communities of learners
• Emerging networks of users and resources
• Most used and less used learning resources
• Overview of task performance
• Emerging networks of users and useful resources
• Overall progress
• Competency profile
http://edidaktikum.ee
14. Research initiatives: WatchMe
14
Workplace e-assesment technology
Evidence-based portfolios to assess and
report competences
Use of authentic data from the workplace
http://www.project-watchme.eu
• Used in Tartu University for teacher development
15. Research initiatives: Learning Layers
15
Scaling-Up technologies for informal learning
in SME
Social-Semantic Server for Learning Analytics
Theoretical reflection
• Micro-Service-based infrastructure
• Data model based on an Actor-Artifact Network
• Flexible infrastructure to be adaptable to different context
http://learning-layers.eu
16. Research initiatives: Learning Layers
16
Dennerlein, D. Kowald, E. Lex, D. Theiler, E. Lacic, T. Ley, V. Tomberg, and A. Ruiz-Calleja. “The Social
Semantic Server: A Flexible Framework to Support Informal Learning at the Workplace”. In Proceedings of
the 15th International Conference on Knowl- edge Technologies and Data-driven Business (I-KNOW 2015),
pages 26:1–26:8, Graz, Austria, 2015. Springer.
17. Research initiatives: Cybernetika
17
Start-up from TTU and TU
Sharemind: an analysis system that works
with encrypted data without decrypting it
Why 42% of Estonian IT students drop out?
https://sharemind.cyber.ee/privacy-preserving-policy-decisions/
• Hypothesis: Because the IT industry is hiring them too hungrily
20. 20
Research initiatives: CEITER
Mart Laanpere
Institutional Change &
Innovation in Education
Katrin Poom-Valickis
Teacher Training &
Professional Development
Adolfo Ruiz-Calleja
Learning Analytics
Infrastructures
María JesúsRodríguez
Triana
Learning Analytics
Algorithms
Paul Seitlinger
Cognition & Social
Interaction
Terje Väljataga
Learning Environments
& Collaboration
Luis Pablo Prieto
Learning Environments
& Orchestration
Tobias Ley
Professor for Learning
Analytics and
Educational Innovation
http://ceiter.tlu.ee
21. Research initiatives: CEITER vision
21
ekool Stadium EHIS IASÕIS LMSs
CEITER INFRASTRUCTURE
Companies Universities Schools Ministry of education
Data Infrastructure
API
Data
model
Learning Analytics service DashboardPolicy support Best practices
22. Research initiatives: Summary
22
Quite a lot of things going on
Informal network already established
Bottom-up approach
Strong focus on Life-Long Learning and
learning outside the classroom
• Two meetings
• Thinking on a SOLAR chapter
23. Index
23
A few words about Estonia
Learning Analytics initiatives in Estonia
Learning Analytics policies and
implementation barriers
Conclusions
24. National level
24
Not national-level strategy on LA
Hariduspilv (Educational cloud) and e-
SchoolBag
Learning metadata is standardize
• Sharing, integrating and modifying services and resources
• Collaboration with the Finnish educational cloud
• Kristel Rillo is very interested in LA
https://www.hm.ee/en/activities/digital-focus/hariduspilv-education-cloud
http://www.minedu.fi/OPM/Tiedotteet/2014/01/koulutuspilvi_mom.html?lang=en
• Learning Objects
• Competences in progress
25. Tallinn University
25
ÕIS is already collecting data
Lack of University-level strategy
Policy makers do not understand LA
“We do not have a concrete idea, but let’s see
what data shows us”
Ethics and privacy is not seen as a question
at all
• Lack of technical knowledge and interest by policy makers
• They do not know how to implement LA
• Students allow the TLU to use their data when enrolling
• Academic committee would deal with ethical issues
• “But there should not be issues like this ever”
26. Tallinn Technical University
26
Integrate data from ÕIS, EHIS, etis.ee, socio-
demographic data…
Main interest: detect and improve drop-out
Six target groups to support evidence-based
decision-making
Ethics is not seen as a real issue
• Students
• Lecturers
• CV curators
• Study department
• Head of department
• University-level
evaluation committee
28. University level: Helsinki University
28
Research-based teaching/learning
Large-scale student feedback system
LA initiatives are part of the University vision
for teaching and researching
Active ethical committee
• Used to improve teaching
• Feedback for students about their learning strategy
• Clear plans to be used by other Finnish Universities
• Hannele Niemi played a key role
29. Conclusions
29
A few words about Estonia
Learning Analytics initiatives in Estonia
Learning Analytics policies and
implementation barriers
Conclusions
30. Conclusions
30
Many LA initiatives for such a small country
National strategy for education has a clear
impact on LA research
Bottom-up approach + informal research
network
Not so much support and understanding from
policy makers
33. Extra: CEITER
33
Institutional
Change
and Innovation
New Learning
Environments
and Practices
Teachers and
Trainers:
Facilitators of
Learning
Learner
Interaction and
Cognition
LearningAnalytics
Digital transformation
Co-design and Living Labs
Problem-based, collaborative,
creative learning
Learning Design and
orchestration
Teacher Professional Learning
and Professionalisation
Technology-mediated
Social Learning
Cognitive basis for
new forms of learnig
DataInfrastructure,MultimodalAnalytics
Theory-drivenAlgorithmsandInfrastructures
Educational Innovation: Levels of Intervention
New Teaching and Learning Practices
Funding Sources
ASTRA
CEITER
University
Research Fund
Future Horizon
2020 Projects
34. Extra: CEITER
34
Community of researchers
and teachers co-design intervention
and research process
Teachers run distributed study
in their classrooms
Teachers become change agents
in their schools
Researcher collect evidence on
educational innovation
35. Extra: e-SchoolBag
35
Publisher e-Exam system
EIS
Koolielu.ee
OER repository
Startups
Collection of DLR
e-Koolikott
eKool (online
Gradebook service)
Learning
analytics