SlideShare uma empresa Scribd logo
1 de 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/

Mais conteúdo relacionado

Mais procurados

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 analyticsDragan Gasevic
 
Wellbeing analytics code of practice
Wellbeing analytics code of practiceWellbeing analytics code of practice
Wellbeing analytics code of practiceJisc
 
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 analyticsJisc
 
Learning analytics: Threats and opportunities
Learning analytics: Threats and opportunitiesLearning analytics: Threats and opportunities
Learning analytics: Threats and opportunitiesMartin Hawksey
 
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...Dominik Kowald
 
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?SURF Events
 
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 ServicesUCD Library
 
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.Selena Killick
 
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 CurrieJisc
 
The Future of Learning Analytics
The Future of Learning AnalyticsThe Future of Learning Analytics
The Future of Learning AnalyticsHendrik Drachsler
 
Big Data in Education
Big Data in EducationBig Data in Education
Big Data in EducationAlfred Essa
 
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
 
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...sherif user group
 
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-levelHendrik Drachsler
 
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...sherif user group
 
Otterbein university presentation
Otterbein university presentationOtterbein university presentation
Otterbein university presentationmlisnohio
 
Learning analytics: educational administration considerations
Learning analytics: educational administration considerationsLearning analytics: educational administration considerations
Learning analytics: educational administration considerationsJanet Corral
 
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...sherif user group
 

Mais procurados (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...
 

Semelhante a 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
 
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...EUmoocs
 
Learning design and learning analytics
Learning design and learning analyticsLearning design and learning analytics
Learning design and learning analyticsRebecca Ferguson
 
Requirements for Learning Analytics
Requirements for Learning AnalyticsRequirements for Learning Analytics
Requirements for Learning AnalyticsTore Hoel
 
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...Tinne De Laet
 
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 researchTinne De Laet
 
Ethical challenges for learning analytics
Ethical challenges for learning analyticsEthical challenges for learning analytics
Ethical challenges for learning analyticsRebecca Ferguson
 
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 BilbaoRebecca Ferguson
 
2015-05-13 research-seminar
2015-05-13 research-seminar2015-05-13 research-seminar
2015-05-13 research-seminarifi8106tlu
 
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...EUmoocs
 
Towards Tangible Trusted Learning Analytics
Towards Tangible Trusted Learning AnalyticsTowards Tangible Trusted Learning Analytics
Towards Tangible Trusted Learning AnalyticsHendrik Drachsler
 
Big data in education
Big data in educationBig data in education
Big data in educationMart Laanpere
 
Griffiths lace workshop-eden-2016
Griffiths lace workshop-eden-2016Griffiths lace workshop-eden-2016
Griffiths lace workshop-eden-2016Dai Griffiths
 
Learning analytics research informed institutional practice
Learning analytics research informed institutional practiceLearning analytics research informed institutional practice
Learning analytics research informed institutional practiceYi-Shan Tsai
 
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.pptxkimlyman
 
Oer panel
Oer panelOer panel
Oer panelpmundin
 
SHEILA-CRLI seminar
SHEILA-CRLI seminarSHEILA-CRLI seminar
SHEILA-CRLI seminarYi-Shan Tsai
 
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 panelLACE Project
 
Krakow presentation speak_appsmngm_final
Krakow presentation speak_appsmngm_finalKrakow presentation speak_appsmngm_final
Krakow presentation speak_appsmngm_finalSpeakApps Project
 

Semelhante a 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
 

Último

Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactdawncurless
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Disha Kariya
 
How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17Celine George
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityGeoBlogs
 
Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.MateoGardella
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsTechSoup
 
Seal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxSeal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxnegromaestrong
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingTechSoup
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfciinovamais
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfAdmir Softic
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...christianmathematics
 
This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.christianmathematics
 
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 writingTeacherCyreneCayanan
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdfQucHHunhnh
 
Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104misteraugie
 
Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxVishalSingh1417
 
psychiatric nursing HISTORY COLLECTION .docx
psychiatric  nursing HISTORY  COLLECTION  .docxpsychiatric  nursing HISTORY  COLLECTION  .docx
psychiatric nursing HISTORY COLLECTION .docxPoojaSen20
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeThiyagu K
 

Último (20)

Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impact
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..
 
How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activity
 
Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
Seal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxSeal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptx
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy Consulting
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdf
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
 
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptxINDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
 
This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.
 
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
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
 
Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104
 
Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptx
 
Advance Mobile Application Development class 07
Advance Mobile Application Development class 07Advance Mobile Application Development class 07
Advance Mobile Application Development class 07
 
psychiatric nursing HISTORY COLLECTION .docx
psychiatric  nursing HISTORY  COLLECTION  .docxpsychiatric  nursing HISTORY  COLLECTION  .docx
psychiatric nursing HISTORY COLLECTION .docx
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and Mode
 

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/

Notas do Editor

  1. body copy no bullets