SlideShare una empresa de Scribd logo
1 de 13
Descargar para leer sin conexión
Oct. 17 2012, Stanford University




     Learning Analytics
     what are we optimizing for?

     Simon Buckingham Shum               @
                        http://twitter.com/sbskmi
     Knowledge Media Institute, The Open University UK
http://simon.buckinghamshum.net




                                                         1
rough plan…

     an analytics ecosystem
what do you think C21 learning is?
 how do we do analytics for this?
  examples of work in progress

comments/discussion throughout
                                     2
analytics ecosystem


                      3
A learning analytics ecosystem




learners




                                 educators



                                             4
A learning analytics ecosystem




learners




                                 educators



                                             5
A learning analytics ecosystem




learners


      ?!*?!*



                       ?!*?!*    educators

                                             6
A learning analytics ecosystem




                                 dashboard
                                 design team
learners


      ?!*?!*
                                 data curators/
                                 translators




                       ?!*?!*    educators

                                                  7
Where did the data come from?




             learners




                                8
Where did the data come from?




                 learners


                 theories
              pedagogies
             assessments
                    tools




     researchers / educators / instructional designers   9
Where did the data come from?




                 learners
                                                  technologists
                 theories
              pedagogies
             assessments
                    tools




     researchers / educators / instructional designers            10
The map is not the territory
Analytics are not the end, but a means
The goal is to optimize the whole system

                       outcome




                                                feedback
                   learners
       design




    Intent          theories
                                    Data
                 pedagogies
                assessments
                       tools

                          intent

       researchers / educators / instructional designers   11
Optimize the system
        for what?

   Your thoughts on
“21 st century learning”?


(a selection of artifacts brought by participants which say something
                       about the future of learning)
                                                                        12
Other slides I used…

http://www.slideshare.net/sbs/ascilitewebinaroct2012




                                                       13

Más contenido relacionado

Similar a Learning Analytics - Stanford EDF 2012

Learning Analytics: Dream, Nightmare, or Fairydust?
Learning Analytics: Dream, Nightmare, or Fairydust?Learning Analytics: Dream, Nightmare, or Fairydust?
Learning Analytics: Dream, Nightmare, or Fairydust?Simon Buckingham Shum
 
Open Learning Analytics Network - Summit Europe 2014
Open Learning Analytics Network - Summit Europe 2014Open Learning Analytics Network - Summit Europe 2014
Open Learning Analytics Network - Summit Europe 2014LACE Project
 
Scalable, Actionable, and Ethical Learning Dashboards: a reality check
Scalable, Actionable, and Ethical Learning Dashboards: a reality checkScalable, Actionable, and Ethical Learning Dashboards: a reality check
Scalable, Actionable, and Ethical Learning Dashboards: a reality checkTinne De Laet
 
Universal Design for Learning: An Introduction
Universal Design for Learning: An IntroductionUniversal Design for Learning: An Introduction
Universal Design for Learning: An Introductiondaniellebrandt
 
LACE Masterclass Learning Analytics M&L Brussels 2014
LACE Masterclass Learning Analytics M&L Brussels 2014LACE Masterclass Learning Analytics M&L Brussels 2014
LACE Masterclass Learning Analytics M&L Brussels 2014Kennisnet
 
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
 
Exploring Learning Ecologies: Models and Experiences So Far
Exploring Learning Ecologies: Models and Experiences So Far Exploring Learning Ecologies: Models and Experiences So Far
Exploring Learning Ecologies: Models and Experiences So Far BCcampus
 
Learning analytics bij de Universiteit Utrecht
Learning analytics bij de Universiteit UtrechtLearning analytics bij de Universiteit Utrecht
Learning analytics bij de Universiteit UtrechtSURF Events
 
Designing Learning Analytics for Humans with Humans
Designing Learning Analytics for Humans with HumansDesigning Learning Analytics for Humans with Humans
Designing Learning Analytics for Humans with Humansalywise
 
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
 
Markus id project 1
Markus id project 1Markus id project 1
Markus id project 1erinmarkus
 
503ferdon idp report
503ferdon idp report503ferdon idp report
503ferdon idp reportSusan Ferdon
 
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
 
2022 AICRIE Rebecca Ferguson.pptx
2022 AICRIE Rebecca Ferguson.pptx2022 AICRIE Rebecca Ferguson.pptx
2022 AICRIE Rebecca Ferguson.pptxRebecca Ferguson
 

Similar a Learning Analytics - Stanford EDF 2012 (20)

Learning Analytics: Dream, Nightmare, or Fairydust?
Learning Analytics: Dream, Nightmare, or Fairydust?Learning Analytics: Dream, Nightmare, or Fairydust?
Learning Analytics: Dream, Nightmare, or Fairydust?
 
ascilite-webinar-oct2012
ascilite-webinar-oct2012ascilite-webinar-oct2012
ascilite-webinar-oct2012
 
Open Learning Analytics Network - Summit Europe 2014
Open Learning Analytics Network - Summit Europe 2014Open Learning Analytics Network - Summit Europe 2014
Open Learning Analytics Network - Summit Europe 2014
 
Scalable, Actionable, and Ethical Learning Dashboards: a reality check
Scalable, Actionable, and Ethical Learning Dashboards: a reality checkScalable, Actionable, and Ethical Learning Dashboards: a reality check
Scalable, Actionable, and Ethical Learning Dashboards: a reality check
 
Social Learning Analytics
Social Learning AnalyticsSocial Learning Analytics
Social Learning Analytics
 
Universal Design for Learning: An Introduction
Universal Design for Learning: An IntroductionUniversal Design for Learning: An Introduction
Universal Design for Learning: An Introduction
 
LACE Masterclass Learning Analytics M&L Brussels 2014
LACE Masterclass Learning Analytics M&L Brussels 2014LACE Masterclass Learning Analytics M&L Brussels 2014
LACE Masterclass Learning Analytics M&L Brussels 2014
 
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...
 
Exploring Learning Ecologies: Models and Experiences So Far
Exploring Learning Ecologies: Models and Experiences So Far Exploring Learning Ecologies: Models and Experiences So Far
Exploring Learning Ecologies: Models and Experiences So Far
 
Learning analytics bij de Universiteit Utrecht
Learning analytics bij de Universiteit UtrechtLearning analytics bij de Universiteit Utrecht
Learning analytics bij de Universiteit Utrecht
 
26 de mayo
26 de mayo26 de mayo
26 de mayo
 
Designing Learning Analytics for Humans with Humans
Designing Learning Analytics for Humans with HumansDesigning Learning Analytics for Humans with Humans
Designing Learning Analytics for Humans with Humans
 
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
 
Markus id project 1
Markus id project 1Markus id project 1
Markus id project 1
 
503ferdon idp report
503ferdon idp report503ferdon idp report
503ferdon idp report
 
Learning analytics research informed institutional practice
Learning analytics research informed institutional practiceLearning analytics research informed institutional practice
Learning analytics research informed institutional practice
 
Artificial Intelligence in Education
Artificial Intelligence in EducationArtificial Intelligence in Education
Artificial Intelligence in Education
 
MacKenzie 1 When Is E Learning Right
MacKenzie 1 When Is E Learning RightMacKenzie 1 When Is E Learning Right
MacKenzie 1 When Is E Learning Right
 
2022 AICRIE Rebecca Ferguson.pptx
2022 AICRIE Rebecca Ferguson.pptx2022 AICRIE Rebecca Ferguson.pptx
2022 AICRIE Rebecca Ferguson.pptx
 

Más de Simon Buckingham Shum

The Generative AI System Shock, and some thoughts on Collective Intelligence ...
The Generative AI System Shock, and some thoughts on Collective Intelligence ...The Generative AI System Shock, and some thoughts on Collective Intelligence ...
The Generative AI System Shock, and some thoughts on Collective Intelligence ...Simon Buckingham Shum
 
Could Generative AI Augment Reflection, Deliberation and Argumentation?
Could Generative AI Augment Reflection, Deliberation and Argumentation?Could Generative AI Augment Reflection, Deliberation and Argumentation?
Could Generative AI Augment Reflection, Deliberation and Argumentation?Simon Buckingham Shum
 
Conversational, generative AI as a cognitive tool for critical thinking
Conversational, generative AI as a cognitive tool for critical thinkingConversational, generative AI as a cognitive tool for critical thinking
Conversational, generative AI as a cognitive tool for critical thinkingSimon Buckingham Shum
 
On the Design of a Writing App offering 24/7 Formative Feedback on Reflective...
On the Design of a Writing App offering 24/7 Formative Feedback on Reflective...On the Design of a Writing App offering 24/7 Formative Feedback on Reflective...
On the Design of a Writing App offering 24/7 Formative Feedback on Reflective...Simon Buckingham Shum
 
Is “The Matter With Things” also what’s the matter with Learning Analytics?
Is “The Matter With Things” also what’s the matter with Learning Analytics?Is “The Matter With Things” also what’s the matter with Learning Analytics?
Is “The Matter With Things” also what’s the matter with Learning Analytics?Simon Buckingham Shum
 
Deliberative Democracy as a strategy for co-designing university ethics aro...
Deliberative Democracy as a strategy for co-designing university ethics aro...Deliberative Democracy as a strategy for co-designing university ethics aro...
Deliberative Democracy as a strategy for co-designing university ethics aro...Simon Buckingham Shum
 
Knowledge Art or… “Participatory Improvisational DVN”
Knowledge Art or… “Participatory Improvisational DVN”Knowledge Art or… “Participatory Improvisational DVN”
Knowledge Art or… “Participatory Improvisational DVN”Simon Buckingham Shum
 
March 2021 • 24/7 Instant Feedback on Writing: Integrating AcaWriter into yo...
March 2021 • 24/7 Instant Feedback on Writing: Integrating AcaWriter into yo...March 2021 • 24/7 Instant Feedback on Writing: Integrating AcaWriter into yo...
March 2021 • 24/7 Instant Feedback on Writing: Integrating AcaWriter into yo...Simon Buckingham Shum
 
ICQE20: Quantitative Ethnography Visualizations as Tools for Thinking
ICQE20: Quantitative Ethnography Visualizations as Tools for ThinkingICQE20: Quantitative Ethnography Visualizations as Tools for Thinking
ICQE20: Quantitative Ethnography Visualizations as Tools for ThinkingSimon Buckingham Shum
 
24/7 Instant Feedback on Writing: Integrating AcaWriter into your Teaching
24/7 Instant Feedback on Writing: Integrating AcaWriter into your Teaching24/7 Instant Feedback on Writing: Integrating AcaWriter into your Teaching
24/7 Instant Feedback on Writing: Integrating AcaWriter into your TeachingSimon Buckingham Shum
 
Argumentation 101 for Learning Analytics PhDs!
Argumentation 101 for Learning Analytics PhDs!Argumentation 101 for Learning Analytics PhDs!
Argumentation 101 for Learning Analytics PhDs!Simon Buckingham Shum
 
Learning Informatics: AI • Analytics • Accountability • Agency
Learning Informatics: AI • Analytics • Accountability • AgencyLearning Informatics: AI • Analytics • Accountability • Agency
Learning Informatics: AI • Analytics • Accountability • AgencySimon Buckingham Shum
 
AI/Data Analytics (AIDA): Key concepts, examples & risks
AI/Data Analytics (AIDA): Key concepts, examples & risksAI/Data Analytics (AIDA): Key concepts, examples & risks
AI/Data Analytics (AIDA): Key concepts, examples & risksSimon Buckingham Shum
 
Learning Analytics as Educational Knowledge Infrastructure
Learning Analytics as Educational Knowledge InfrastructureLearning Analytics as Educational Knowledge Infrastructure
Learning Analytics as Educational Knowledge InfrastructureSimon Buckingham Shum
 
Towards Collaboration Translucence: Giving Meaning to Multimodal Group Data
Towards Collaboration Translucence: Giving Meaning to Multimodal Group DataTowards Collaboration Translucence: Giving Meaning to Multimodal Group Data
Towards Collaboration Translucence: Giving Meaning to Multimodal Group DataSimon Buckingham Shum
 
Knowledge Art - MDSI Guest Lecture - 1st May 2019
Knowledge Art - MDSI Guest Lecture - 1st May 2019Knowledge Art - MDSI Guest Lecture - 1st May 2019
Knowledge Art - MDSI Guest Lecture - 1st May 2019Simon Buckingham Shum
 
Educational Data Scientists: A Scarce Breed
Educational Data Scientists: A Scarce BreedEducational Data Scientists: A Scarce Breed
Educational Data Scientists: A Scarce BreedSimon Buckingham Shum
 
Transitioning Education’s Knowledge Infrastructure ICLS 2018
Transitioning Education’s Knowledge Infrastructure ICLS 2018Transitioning Education’s Knowledge Infrastructure ICLS 2018
Transitioning Education’s Knowledge Infrastructure ICLS 2018Simon Buckingham Shum
 

Más de Simon Buckingham Shum (20)

The Generative AI System Shock, and some thoughts on Collective Intelligence ...
The Generative AI System Shock, and some thoughts on Collective Intelligence ...The Generative AI System Shock, and some thoughts on Collective Intelligence ...
The Generative AI System Shock, and some thoughts on Collective Intelligence ...
 
Could Generative AI Augment Reflection, Deliberation and Argumentation?
Could Generative AI Augment Reflection, Deliberation and Argumentation?Could Generative AI Augment Reflection, Deliberation and Argumentation?
Could Generative AI Augment Reflection, Deliberation and Argumentation?
 
Conversational, generative AI as a cognitive tool for critical thinking
Conversational, generative AI as a cognitive tool for critical thinkingConversational, generative AI as a cognitive tool for critical thinking
Conversational, generative AI as a cognitive tool for critical thinking
 
On the Design of a Writing App offering 24/7 Formative Feedback on Reflective...
On the Design of a Writing App offering 24/7 Formative Feedback on Reflective...On the Design of a Writing App offering 24/7 Formative Feedback on Reflective...
On the Design of a Writing App offering 24/7 Formative Feedback on Reflective...
 
SBS_ISLS2022.pdf
SBS_ISLS2022.pdfSBS_ISLS2022.pdf
SBS_ISLS2022.pdf
 
Is “The Matter With Things” also what’s the matter with Learning Analytics?
Is “The Matter With Things” also what’s the matter with Learning Analytics?Is “The Matter With Things” also what’s the matter with Learning Analytics?
Is “The Matter With Things” also what’s the matter with Learning Analytics?
 
Deliberative Democracy as a strategy for co-designing university ethics aro...
Deliberative Democracy as a strategy for co-designing university ethics aro...Deliberative Democracy as a strategy for co-designing university ethics aro...
Deliberative Democracy as a strategy for co-designing university ethics aro...
 
Knowledge Art or… “Participatory Improvisational DVN”
Knowledge Art or… “Participatory Improvisational DVN”Knowledge Art or… “Participatory Improvisational DVN”
Knowledge Art or… “Participatory Improvisational DVN”
 
March 2021 • 24/7 Instant Feedback on Writing: Integrating AcaWriter into yo...
March 2021 • 24/7 Instant Feedback on Writing: Integrating AcaWriter into yo...March 2021 • 24/7 Instant Feedback on Writing: Integrating AcaWriter into yo...
March 2021 • 24/7 Instant Feedback on Writing: Integrating AcaWriter into yo...
 
ICQE20: Quantitative Ethnography Visualizations as Tools for Thinking
ICQE20: Quantitative Ethnography Visualizations as Tools for ThinkingICQE20: Quantitative Ethnography Visualizations as Tools for Thinking
ICQE20: Quantitative Ethnography Visualizations as Tools for Thinking
 
24/7 Instant Feedback on Writing: Integrating AcaWriter into your Teaching
24/7 Instant Feedback on Writing: Integrating AcaWriter into your Teaching24/7 Instant Feedback on Writing: Integrating AcaWriter into your Teaching
24/7 Instant Feedback on Writing: Integrating AcaWriter into your Teaching
 
Argumentation 101 for Learning Analytics PhDs!
Argumentation 101 for Learning Analytics PhDs!Argumentation 101 for Learning Analytics PhDs!
Argumentation 101 for Learning Analytics PhDs!
 
Learning Informatics: AI • Analytics • Accountability • Agency
Learning Informatics: AI • Analytics • Accountability • AgencyLearning Informatics: AI • Analytics • Accountability • Agency
Learning Informatics: AI • Analytics • Accountability • Agency
 
AI/Data Analytics (AIDA): Key concepts, examples & risks
AI/Data Analytics (AIDA): Key concepts, examples & risksAI/Data Analytics (AIDA): Key concepts, examples & risks
AI/Data Analytics (AIDA): Key concepts, examples & risks
 
Learning Analytics as Educational Knowledge Infrastructure
Learning Analytics as Educational Knowledge InfrastructureLearning Analytics as Educational Knowledge Infrastructure
Learning Analytics as Educational Knowledge Infrastructure
 
Towards Collaboration Translucence: Giving Meaning to Multimodal Group Data
Towards Collaboration Translucence: Giving Meaning to Multimodal Group DataTowards Collaboration Translucence: Giving Meaning to Multimodal Group Data
Towards Collaboration Translucence: Giving Meaning to Multimodal Group Data
 
Knowledge Art - MDSI Guest Lecture - 1st May 2019
Knowledge Art - MDSI Guest Lecture - 1st May 2019Knowledge Art - MDSI Guest Lecture - 1st May 2019
Knowledge Art - MDSI Guest Lecture - 1st May 2019
 
UX/LX for PLSA: Workshop Welcome
UX/LX for PLSA: Workshop WelcomeUX/LX for PLSA: Workshop Welcome
UX/LX for PLSA: Workshop Welcome
 
Educational Data Scientists: A Scarce Breed
Educational Data Scientists: A Scarce BreedEducational Data Scientists: A Scarce Breed
Educational Data Scientists: A Scarce Breed
 
Transitioning Education’s Knowledge Infrastructure ICLS 2018
Transitioning Education’s Knowledge Infrastructure ICLS 2018Transitioning Education’s Knowledge Infrastructure ICLS 2018
Transitioning Education’s Knowledge Infrastructure ICLS 2018
 

Último

80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...
80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...
80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...Nguyen Thanh Tu Collection
 
Kodo Millet PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
Kodo Millet  PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...Kodo Millet  PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
Kodo Millet PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...pradhanghanshyam7136
 
How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17Celine George
 
Wellbeing inclusion and digital dystopias.pptx
Wellbeing inclusion and digital dystopias.pptxWellbeing inclusion and digital dystopias.pptx
Wellbeing inclusion and digital dystopias.pptxJisc
 
Python Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docxPython Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docxRamakrishna Reddy Bijjam
 
Jamworks pilot and AI at Jisc (20/03/2024)
Jamworks pilot and AI at Jisc (20/03/2024)Jamworks pilot and AI at Jisc (20/03/2024)
Jamworks pilot and AI at Jisc (20/03/2024)Jisc
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Jisc
 
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
 
HMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptx
HMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptxHMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptx
HMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptxmarlenawright1
 
REMIFENTANIL: An Ultra short acting opioid.pptx
REMIFENTANIL: An Ultra short acting opioid.pptxREMIFENTANIL: An Ultra short acting opioid.pptx
REMIFENTANIL: An Ultra short acting opioid.pptxDr. Ravikiran H M Gowda
 
ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.MaryamAhmad92
 
FSB Advising Checklist - Orientation 2024
FSB Advising Checklist - Orientation 2024FSB Advising Checklist - Orientation 2024
FSB Advising Checklist - Orientation 2024Elizabeth Walsh
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.pptRamjanShidvankar
 
On National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan FellowsOn National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan FellowsMebane Rash
 
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...Pooja Bhuva
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...Nguyen Thanh Tu Collection
 
Spellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please PractiseSpellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please PractiseAnaAcapella
 
Google Gemini An AI Revolution in Education.pptx
Google Gemini An AI Revolution in Education.pptxGoogle Gemini An AI Revolution in Education.pptx
Google Gemini An AI Revolution in Education.pptxDr. Sarita Anand
 
Sensory_Experience_and_Emotional_Resonance_in_Gabriel_Okaras_The_Piano_and_Th...
Sensory_Experience_and_Emotional_Resonance_in_Gabriel_Okaras_The_Piano_and_Th...Sensory_Experience_and_Emotional_Resonance_in_Gabriel_Okaras_The_Piano_and_Th...
Sensory_Experience_and_Emotional_Resonance_in_Gabriel_Okaras_The_Piano_and_Th...Pooja Bhuva
 
Sociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning ExhibitSociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning Exhibitjbellavia9
 

Último (20)

80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...
80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...
80 ĐỀ THI THỬ TUYỂN SINH TIẾNG ANH VÀO 10 SỞ GD – ĐT THÀNH PHỐ HỒ CHÍ MINH NĂ...
 
Kodo Millet PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
Kodo Millet  PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...Kodo Millet  PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
Kodo Millet PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
 
How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17
 
Wellbeing inclusion and digital dystopias.pptx
Wellbeing inclusion and digital dystopias.pptxWellbeing inclusion and digital dystopias.pptx
Wellbeing inclusion and digital dystopias.pptx
 
Python Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docxPython Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docx
 
Jamworks pilot and AI at Jisc (20/03/2024)
Jamworks pilot and AI at Jisc (20/03/2024)Jamworks pilot and AI at Jisc (20/03/2024)
Jamworks pilot and AI at Jisc (20/03/2024)
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)
 
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.
 
HMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptx
HMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptxHMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptx
HMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptx
 
REMIFENTANIL: An Ultra short acting opioid.pptx
REMIFENTANIL: An Ultra short acting opioid.pptxREMIFENTANIL: An Ultra short acting opioid.pptx
REMIFENTANIL: An Ultra short acting opioid.pptx
 
ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.
 
FSB Advising Checklist - Orientation 2024
FSB Advising Checklist - Orientation 2024FSB Advising Checklist - Orientation 2024
FSB Advising Checklist - Orientation 2024
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.ppt
 
On National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan FellowsOn National Teacher Day, meet the 2024-25 Kenan Fellows
On National Teacher Day, meet the 2024-25 Kenan Fellows
 
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
Beyond_Borders_Understanding_Anime_and_Manga_Fandom_A_Comprehensive_Audience_...
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
 
Spellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please PractiseSpellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please Practise
 
Google Gemini An AI Revolution in Education.pptx
Google Gemini An AI Revolution in Education.pptxGoogle Gemini An AI Revolution in Education.pptx
Google Gemini An AI Revolution in Education.pptx
 
Sensory_Experience_and_Emotional_Resonance_in_Gabriel_Okaras_The_Piano_and_Th...
Sensory_Experience_and_Emotional_Resonance_in_Gabriel_Okaras_The_Piano_and_Th...Sensory_Experience_and_Emotional_Resonance_in_Gabriel_Okaras_The_Piano_and_Th...
Sensory_Experience_and_Emotional_Resonance_in_Gabriel_Okaras_The_Piano_and_Th...
 
Sociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning ExhibitSociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning Exhibit
 

Learning Analytics - Stanford EDF 2012

  • 1. Oct. 17 2012, Stanford University Learning Analytics what are we optimizing for? Simon Buckingham Shum @ http://twitter.com/sbskmi Knowledge Media Institute, The Open University UK http://simon.buckinghamshum.net 1
  • 2. rough plan… an analytics ecosystem what do you think C21 learning is? how do we do analytics for this? examples of work in progress comments/discussion throughout 2
  • 4. A learning analytics ecosystem learners educators 4
  • 5. A learning analytics ecosystem learners educators 5
  • 6. A learning analytics ecosystem learners ?!*?!* ?!*?!* educators 6
  • 7. A learning analytics ecosystem dashboard design team learners ?!*?!* data curators/ translators ?!*?!* educators 7
  • 8. Where did the data come from? learners 8
  • 9. Where did the data come from? learners theories pedagogies assessments tools researchers / educators / instructional designers 9
  • 10. Where did the data come from? learners technologists theories pedagogies assessments tools researchers / educators / instructional designers 10
  • 11. The map is not the territory Analytics are not the end, but a means The goal is to optimize the whole system outcome feedback learners design Intent theories Data pedagogies assessments tools intent researchers / educators / instructional designers 11
  • 12. Optimize the system for what? Your thoughts on “21 st century learning”? (a selection of artifacts brought by participants which say something about the future of learning) 12
  • 13. Other slides I used… http://www.slideshare.net/sbs/ascilitewebinaroct2012 13