SlideShare ist ein Scribd-Unternehmen logo
1 von 10
ALT-C 2014, September 2014, Warwick, UK 
Learning Analytics: seeking 
answers at a time of big 
questions? 
Li Yuan, Adam Cooper, University of Bolton 
Doug Clow, Open University
Learning Analytics Community Exchange 
(LACE project) 
• European Union Support & Coordination project 
• 24 more months to go 
• 9 partners (inc. Norway, Sweden, UK, Belgium, 
Netherlands and Italy) 
• Focus areas 
Schools 
Higher Education 
Industry 
Interoperability & Data Sharing
What is Learning Analytics? 
The measurement, collection, analysis and reporting 
of data about learners and their contexts, for purposes 
of understanding and optimizing learning and the 
environments in which it occurs 
(Society for Learning Analytics Research – SoLAR) 
Actionable intelligence!
A Generic Framework for Learning Analytics 
Greller, W., & Drachsler, H. (2012). Translating Learning into Numbers: A Generic 
Framework for Learning Analytics. Educational Technology & Society, 15 (3), 42–57
Cultural / Tech issues 
• How do we convince management of the return on investment of analytics? 
• Where do we start: the problem to be addressed or the data available? 
• What information do we not want to know? (privacy law) 
• How do we overcome resistance to change? 
• Where do we get statisticians / data scientists from? 
• How do we make insights actionable? 
• How do we get reliable data / avoid students gaming the system? 
• How do we identify the useful data in the wealth of available data? 
• How do we get relevant data from outside the institution? 
• How do we get data from multiple (legacy) systems to interoperate? 
• How do we make data comparable between institutions? 
• … 
- Cetis conference 2014
SNAPP: Social Networks Adapting Pedagogical Practice 
http://www.snappvis.org/
LOCO-Analyst 
http://jelenajovanovic.net/LOCO-Analyst/
Group activities 
1. Scenarios: 
• Student retention and early intervention 
• Students learning in MOOCs 
• Others 
2. Questions to be answered? 
3. Concerns? 
4. Plenary
Useful Links: 
1. Cetis Analytics Series, http://publications.cetis.ac.uk/c/analytics 
2. Join the LACE community, http://www.laceproject.eu/join-community/ 
3. Greller, W., & Drachsler, H. (2012). Translating Learning into Numbers: A 
Generic Framework for Learning Analytics. Educational Technology & Society, 
15 (3), 42–57, http://www.ifets.info/journals/15_3/4.pdf
Licence 
This presentation New Strategies for Developing Open Online Courses for International Students 
by Li Yuan L.Yuan@bolton.ac.uk 
of Cetis http://www.cetis.ac.uk is licensed under the 
Creative Commons Attribution 3.0 Unported Licence 
http://creativecommons.org/licenses/by/3.0/

Weitere ähnliche Inhalte

Was ist angesagt?

Constantinos Daskalakis, MIT + David Eisenbud, MSRI - Reducing AI Bias Using ...
Constantinos Daskalakis, MIT + David Eisenbud, MSRI - Reducing AI Bias Using ...Constantinos Daskalakis, MIT + David Eisenbud, MSRI - Reducing AI Bias Using ...
Constantinos Daskalakis, MIT + David Eisenbud, MSRI - Reducing AI Bias Using ...
Sri Ambati
 
Otterbein university presentation
Otterbein university presentationOtterbein university presentation
Otterbein university presentation
mlisnohio
 

Was ist angesagt? (20)

Let’s get there! Towards policy for adoption of learning analytics
Let’s get there! Towards policy for adoption of learning analyticsLet’s get there! Towards policy for adoption of learning analytics
Let’s get there! Towards policy for adoption of learning analytics
 
Wellbeing analytics code of practice
Wellbeing analytics code of practiceWellbeing analytics code of practice
Wellbeing analytics code of practice
 
Transforming the student experience using learning analytics
Transforming the student experience using learning analyticsTransforming the student experience using learning analytics
Transforming the student experience using learning analytics
 
Learning analytics: Threats and opportunities
Learning analytics: Threats and opportunitiesLearning analytics: Threats and opportunities
Learning analytics: Threats and opportunities
 
AFEL-REC: A Recommender System for Providing Learning Resource Recommendation...
AFEL-REC: A Recommender System for Providing Learning Resource Recommendation...AFEL-REC: A Recommender System for Providing Learning Resource Recommendation...
AFEL-REC: A Recommender System for Providing Learning Resource Recommendation...
 
Is uw instelling klaar voor learning analytics?
Is uw instelling klaar voor learning analytics?Is uw instelling klaar voor learning analytics?
Is uw instelling klaar voor learning analytics?
 
Collaborative Data Mark-up & Distribution
Collaborative Data Mark-up & DistributionCollaborative Data Mark-up & Distribution
Collaborative Data Mark-up & Distribution
 
From Bean Counting to Adding Value: Using Statistics to Transform Services
From Bean Counting to Adding Value: Using Statistics to Transform ServicesFrom Bean Counting to Adding Value: Using Statistics to Transform Services
From Bean Counting to Adding Value: Using Statistics to Transform Services
 
Taking the Holistic View: Building a customer feedback database.
Taking the Holistic View: Building a customer feedback database.Taking the Holistic View: Building a customer feedback database.
Taking the Holistic View: Building a customer feedback database.
 
Implementing analytics - Paul Bailey, Tessa Rogowski and Roy Currie
Implementing analytics - Paul Bailey, Tessa Rogowski and Roy CurrieImplementing analytics - Paul Bailey, Tessa Rogowski and Roy Currie
Implementing analytics - Paul Bailey, Tessa Rogowski and Roy Currie
 
The Future of Learning Analytics
The Future of Learning AnalyticsThe Future of Learning Analytics
The Future of Learning Analytics
 
Big Data in Education
Big Data in EducationBig Data in Education
Big Data in Education
 
Constantinos Daskalakis, MIT + David Eisenbud, MSRI - Reducing AI Bias Using ...
Constantinos Daskalakis, MIT + David Eisenbud, MSRI - Reducing AI Bias Using ...Constantinos Daskalakis, MIT + David Eisenbud, MSRI - Reducing AI Bias Using ...
Constantinos Daskalakis, MIT + David Eisenbud, MSRI - Reducing AI Bias Using ...
 
NTNU @ Nordic OSS
NTNU @ Nordic OSSNTNU @ Nordic OSS
NTNU @ Nordic OSS
 
Jenny Evans - Creative thinking building research support services and system...
Jenny Evans - Creative thinking building research support services and system...Jenny Evans - Creative thinking building research support services and system...
Jenny Evans - Creative thinking building research support services and system...
 
Fighting level 3: From the LA framework to LA practice on the micro-level
Fighting level 3: From the LA framework to LA practice on the micro-levelFighting level 3: From the LA framework to LA practice on the micro-level
Fighting level 3: From the LA framework to LA practice on the micro-level
 
Ruth Harrison navigating the scholarly communications workflow supporting res...
Ruth Harrison navigating the scholarly communications workflow supporting res...Ruth Harrison navigating the scholarly communications workflow supporting res...
Ruth Harrison navigating the scholarly communications workflow supporting res...
 
Otterbein university presentation
Otterbein university presentationOtterbein university presentation
Otterbein university presentation
 
Learning analytics: educational administration considerations
Learning analytics: educational administration considerationsLearning analytics: educational administration considerations
Learning analytics: educational administration considerations
 
Andrew Simpson - Making sense for researchers: finding a practical approach a...
Andrew Simpson - Making sense for researchers: finding a practical approach a...Andrew Simpson - Making sense for researchers: finding a practical approach a...
Andrew Simpson - Making sense for researchers: finding a practical approach a...
 

Ähnlich wie L yuan alt c 3

Introduction to Learner Analytics Session at Oslo Open Forum Conferences prio...
Introduction to Learner Analytics Session at Oslo Open Forum Conferences prio...Introduction to Learner Analytics Session at Oslo Open Forum Conferences prio...
Introduction to Learner Analytics Session at Oslo Open Forum Conferences prio...
Tore Hoel
 
Learning design and learning analytics
Learning design and learning analyticsLearning design and learning analytics
Learning design and learning analytics
Rebecca Ferguson
 
Oer panel
Oer panelOer panel
Oer panel
pmundin
 

Ähnlich wie L yuan alt c 3 (20)

Introduction to Learner Analytics Session at Oslo Open Forum Conferences prio...
Introduction to Learner Analytics Session at Oslo Open Forum Conferences prio...Introduction to Learner Analytics Session at Oslo Open Forum Conferences prio...
Introduction to Learner Analytics Session at Oslo Open Forum Conferences prio...
 
EMMA Summer School - Rebecca Ferguson - Learning design and learning analytic...
EMMA Summer School - Rebecca Ferguson - Learning design and learning analytic...EMMA Summer School - Rebecca Ferguson - Learning design and learning analytic...
EMMA Summer School - Rebecca Ferguson - Learning design and learning analytic...
 
Learning design and learning analytics
Learning design and learning analyticsLearning design and learning analytics
Learning design and learning analytics
 
Requirements for Learning Analytics
Requirements for Learning AnalyticsRequirements for Learning Analytics
Requirements for Learning Analytics
 
Using learning analytics to improve student transition into and support throu...
Using learning analytics to improve student transition into and support throu...Using learning analytics to improve student transition into and support throu...
Using learning analytics to improve student transition into and support throu...
 
Learning Analytics for online and on-campus education: experience and research
Learning Analytics for online and on-campus education: experience and researchLearning Analytics for online and on-campus education: experience and research
Learning Analytics for online and on-campus education: experience and research
 
Ethical challenges for learning analytics
Ethical challenges for learning analyticsEthical challenges for learning analytics
Ethical challenges for learning analytics
 
The future of learning analytics: LASI16 Bilbao
The future of learning analytics: LASI16 BilbaoThe future of learning analytics: LASI16 Bilbao
The future of learning analytics: LASI16 Bilbao
 
2015-05-13 research-seminar
2015-05-13 research-seminar2015-05-13 research-seminar
2015-05-13 research-seminar
 
Conole Salerno
Conole SalernoConole Salerno
Conole Salerno
 
EMMA Summer School - Rebecca Ferguson - Learning design and learning analytic...
EMMA Summer School - Rebecca Ferguson - Learning design and learning analytic...EMMA Summer School - Rebecca Ferguson - Learning design and learning analytic...
EMMA Summer School - Rebecca Ferguson - Learning design and learning analytic...
 
Towards Tangible Trusted Learning Analytics
Towards Tangible Trusted Learning AnalyticsTowards Tangible Trusted Learning Analytics
Towards Tangible Trusted Learning Analytics
 
Big data in education
Big data in educationBig data in education
Big data in education
 
Griffiths lace workshop-eden-2016
Griffiths lace workshop-eden-2016Griffiths lace workshop-eden-2016
Griffiths lace workshop-eden-2016
 
Learning analytics research informed institutional practice
Learning analytics research informed institutional practiceLearning analytics research informed institutional practice
Learning analytics research informed institutional practice
 
Sdal air education workforce analytics workshop jan. 7 , 2014.pptx
Sdal air education workforce analytics workshop jan. 7 , 2014.pptxSdal air education workforce analytics workshop jan. 7 , 2014.pptx
Sdal air education workforce analytics workshop jan. 7 , 2014.pptx
 
Oer panel
Oer panelOer panel
Oer panel
 
SHEILA-CRLI seminar
SHEILA-CRLI seminarSHEILA-CRLI seminar
SHEILA-CRLI seminar
 
European Perspectives on Learning Analytics: LAK15 LACE panel
European Perspectives on Learning Analytics: LAK15 LACE panelEuropean Perspectives on Learning Analytics: LAK15 LACE panel
European Perspectives on Learning Analytics: LAK15 LACE panel
 
Krakow presentation speak_appsmngm_final
Krakow presentation speak_appsmngm_finalKrakow presentation speak_appsmngm_final
Krakow presentation speak_appsmngm_final
 

Kürzlich hochgeladen

1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
QucHHunhnh
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
PECB
 
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
fonyou31
 

Kürzlich hochgeladen (20)

9548086042 for call girls in Indira Nagar with room service
9548086042  for call girls in Indira Nagar  with room service9548086042  for call girls in Indira Nagar  with room service
9548086042 for call girls in Indira Nagar with room service
 
Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104
 
social pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajansocial pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajan
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communication
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
 
fourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingfourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writing
 
Arihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdfArihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdf
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)
 
Disha NEET Physics Guide for classes 11 and 12.pdf
Disha NEET Physics Guide for classes 11 and 12.pdfDisha NEET Physics Guide for classes 11 and 12.pdf
Disha NEET Physics Guide for classes 11 and 12.pdf
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdf
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introduction
 
Web & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfWeb & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdf
 
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
 
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
Ecosystem Interactions Class Discussion Presentation in Blue Green Lined Styl...
 
Advance Mobile Application Development class 07
Advance Mobile Application Development class 07Advance Mobile Application Development class 07
Advance Mobile Application Development class 07
 
General AI for Medical Educators April 2024
General AI for Medical Educators April 2024General AI for Medical Educators April 2024
General AI for Medical Educators April 2024
 
Measures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDMeasures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SD
 

L yuan alt c 3

  • 1. ALT-C 2014, September 2014, Warwick, UK Learning Analytics: seeking answers at a time of big questions? Li Yuan, Adam Cooper, University of Bolton Doug Clow, Open University
  • 2. Learning Analytics Community Exchange (LACE project) • European Union Support & Coordination project • 24 more months to go • 9 partners (inc. Norway, Sweden, UK, Belgium, Netherlands and Italy) • Focus areas Schools Higher Education Industry Interoperability & Data Sharing
  • 3. What is Learning Analytics? The measurement, collection, analysis and reporting of data about learners and their contexts, for purposes of understanding and optimizing learning and the environments in which it occurs (Society for Learning Analytics Research – SoLAR) Actionable intelligence!
  • 4. A Generic Framework for Learning Analytics Greller, W., & Drachsler, H. (2012). Translating Learning into Numbers: A Generic Framework for Learning Analytics. Educational Technology & Society, 15 (3), 42–57
  • 5. Cultural / Tech issues • How do we convince management of the return on investment of analytics? • Where do we start: the problem to be addressed or the data available? • What information do we not want to know? (privacy law) • How do we overcome resistance to change? • Where do we get statisticians / data scientists from? • How do we make insights actionable? • How do we get reliable data / avoid students gaming the system? • How do we identify the useful data in the wealth of available data? • How do we get relevant data from outside the institution? • How do we get data from multiple (legacy) systems to interoperate? • How do we make data comparable between institutions? • … - Cetis conference 2014
  • 6. SNAPP: Social Networks Adapting Pedagogical Practice http://www.snappvis.org/
  • 8. Group activities 1. Scenarios: • Student retention and early intervention • Students learning in MOOCs • Others 2. Questions to be answered? 3. Concerns? 4. Plenary
  • 9. Useful Links: 1. Cetis Analytics Series, http://publications.cetis.ac.uk/c/analytics 2. Join the LACE community, http://www.laceproject.eu/join-community/ 3. Greller, W., & Drachsler, H. (2012). Translating Learning into Numbers: A Generic Framework for Learning Analytics. Educational Technology & Society, 15 (3), 42–57, http://www.ifets.info/journals/15_3/4.pdf
  • 10. Licence This presentation New Strategies for Developing Open Online Courses for International Students by Li Yuan L.Yuan@bolton.ac.uk of Cetis http://www.cetis.ac.uk is licensed under the Creative Commons Attribution 3.0 Unported Licence http://creativecommons.org/licenses/by/3.0/

Hinweis der Redaktion

  1. body copy no bullets