SlideShare a Scribd company logo
1 of 33
How e-learning research can benefit dataviz design




 Bas	
  Broekhuizen	
  |	
  29.03.12	
  |	
  Universiteit	
  van	
  Amsterdam	
  
two dimensions of dataviz




analyze	
  

                      An	
  infographic	
  visually	
  
                  communicates	
  qualita?ve	
  or	
  
                     quan?ta?ve	
  informa?on	
  


              communicate	
  
qualitative infographics




NY Times Tahrir Square Feature, Gold Medal Malofiej20
quantitative infographics




NY Times, Guantanamo prodcution, Gold Medal Malofiej20
purposes of communication




        Pursuade
        Inform
        Entertain
to persuade




my.obama.com (2010)
to inform




Frédérik	
  Ruys,	
  Het	
  Financieele	
  Dagblad	
  (2008)	
  
to entertain




nederlandvanboven.vpro.nl
interactivity




Interactivity is the extent to which
users can participate in modifying the
form and content of a mediated
environment in real-time.



                                  Steuer (1992)
infovis research




Heer,	
  Bostock,	
  Ogievetsky	
  (2010)	
  
visual information seeking mantra




                   Shneiderman (1996)
visual information seeking mantra




analyze	
  




              communicate	
  
typology of interactive tools




analyze	
  




              communicate	
  
                                Heer & Shneiderman (2012)
multimedia learning
multimedia learning


Multimedia principle
People learn better from words
and pictures than from words
alone.



Coherence principle
People learn better when
extraneous words, pictures,
and sounds are excluded
rather than included.

                                           Mayer (2001)
coherence




     cbs.nl	
  
coherence?




      cbs.nl	
  
all you can imagine




      datavizchallenge.org	
  
Multimedia Learning


Pre-training principle
People learn better from a
multimedia lesson when they
know the main concepts.



Attention-guiding principle
People learn better when their
attention is guided to specific
parts of the display, verbally or
graphically.


                                    Mayer (2001), Bétrancourt (2005)
annotation



“The	
  annota?on	
  layer	
  is	
  
the	
  most	
  important	
  thing	
  
we	
  do.	
  Without	
  it	
  it’s	
  like	
  
saying	
  to	
  your	
  audience:	
  
‘Here’s	
  an	
  interface,	
  now	
  
go	
  ahead	
  and	
  browse	
  for	
  
the	
  rest	
  of	
  your	
  life.’”	
  
                                         	
  
                                         	
  
                                         	
  
                                         	
  
      Amanda	
  Cox,	
  The	
  NY	
  Times	
  
annotation and guidance




          news.bbc.co.uk	
  (2009)	
  
annotation and guidance




          news.bbc.co.uk	
  (2009)	
  
annotation and guidance




          news.bbc.co.uk	
  (2009)	
  
annotation and guidance




          guardian.co.uk	
  (2011)	
  
multimedia learning


Segmenting principle
People learn better when a
multimedia lesson is presented in
learner-paced segments rather
than as a continuous unit.




                                              Mayer (2001)
segmenting




                 Interac/ve	
  Slideshow	
  




Mar?ni	
  Glass	
  Structure	
         Drill	
  Down	
  Story	
  



                                                               Segel	
  &	
  Heer	
  (2010)	
  
interactive slideshow




        ny?mes.com	
  (2011)	
  
multimedia learning


Modality principle
People learn better from
animation and narration than from
animation and on-screen text.




                                              Mayer (2001)
the missing modality




Europe	
  by	
  numbers,	
  guardian.co.uk	
  (2011)	
  
need proof?




Hans	
  Rosling	
  in	
  The	
  Joy	
  of	
  Stats	
  (2010)	
  
I have a dream




analyze	
  




              communicate	
  
just a substitute
bas.broekhuizen@gmail.com	
  
    www.basbroekhuizen.nl	
  
www.interac?ve-­‐infographics.com	
  




                  	
  

More Related Content

Similar to How e-learning research can benefit data visualization design

New Visual Social Media for the Higher Education Classroom
New Visual Social Media for the Higher Education ClassroomNew Visual Social Media for the Higher Education Classroom
New Visual Social Media for the Higher Education ClassroomRochell McWhorter
 
Knowledge in (Geo)Visualisation
Knowledge in (Geo)VisualisationKnowledge in (Geo)Visualisation
Knowledge in (Geo)VisualisationChris Marmo
 
Social Media and Student Learning: Using Analytics to Visualise Twitter Commu...
Social Media and Student Learning: Using Analytics to Visualise Twitter Commu...Social Media and Student Learning: Using Analytics to Visualise Twitter Commu...
Social Media and Student Learning: Using Analytics to Visualise Twitter Commu...sharstoer
 
Experiential Learning in Virtu
Experiential Learning in VirtuExperiential Learning in Virtu
Experiential Learning in VirtuJamesWebb11
 
Ng canbek+gkurubacak+sakarya
Ng canbek+gkurubacak+sakaryaNg canbek+gkurubacak+sakarya
Ng canbek+gkurubacak+sakaryaNil GOKSEL
 
Building digital media capacity in the next generation of Arts graduates
Building digital media capacity in the next generation of Arts graduatesBuilding digital media capacity in the next generation of Arts graduates
Building digital media capacity in the next generation of Arts graduatesMitch Goodwin
 
Mobile and Contextualized Learning
Mobile and Contextualized LearningMobile and Contextualized Learning
Mobile and Contextualized LearningAnna
 
Maria Avgerinou Presentation
Maria Avgerinou PresentationMaria Avgerinou Presentation
Maria Avgerinou Presentationnsharoff
 
Tyson forest edu642_unit 1_ip_the millennias 03
Tyson forest edu642_unit 1_ip_the millennias 03Tyson forest edu642_unit 1_ip_the millennias 03
Tyson forest edu642_unit 1_ip_the millennias 03Forest Tyson
 
New Media & Multimedia
New Media & MultimediaNew Media & Multimedia
New Media & MultimediaChun-Hsien Lee
 
Active social media and generation gaps
Active social media and generation gapsActive social media and generation gaps
Active social media and generation gapsACTIVE-project
 
Getting graphic About Infographics: Design Lessons Learned From Popular Infog...
Getting graphic About Infographics: Design Lessons Learned From Popular Infog...Getting graphic About Infographics: Design Lessons Learned From Popular Infog...
Getting graphic About Infographics: Design Lessons Learned From Popular Infog...Patrick Lowenthal
 
Digital Storytelling
Digital Storytelling Digital Storytelling
Digital Storytelling jacobyja06
 
Introduction to computer animation and its possible educational applications
Introduction to computer animation and its possible educational applicationsIntroduction to computer animation and its possible educational applications
Introduction to computer animation and its possible educational applicationsRushan Ziatdinov
 
near field interactions with the internet of things
near field interactions with the internet of thingsnear field interactions with the internet of things
near field interactions with the internet of thingsBoni
 
Supporting mobility for the blind a broad lit review
Supporting mobility for the blind   a broad lit reviewSupporting mobility for the blind   a broad lit review
Supporting mobility for the blind a broad lit reviewDebaleena Chattopadhyay
 
- VIDEO CONFERENCING -
- VIDEO CONFERENCING -- VIDEO CONFERENCING -
- VIDEO CONFERENCING -Videoguy
 
Introduction to common sense reasoning
Introduction to common sense reasoningIntroduction to common sense reasoning
Introduction to common sense reasoningMartin Molina
 

Similar to How e-learning research can benefit data visualization design (20)

New Visual Social Media for the Higher Education Classroom
New Visual Social Media for the Higher Education ClassroomNew Visual Social Media for the Higher Education Classroom
New Visual Social Media for the Higher Education Classroom
 
Knowledge in (Geo)Visualisation
Knowledge in (Geo)VisualisationKnowledge in (Geo)Visualisation
Knowledge in (Geo)Visualisation
 
Social Media and Student Learning: Using Analytics to Visualise Twitter Commu...
Social Media and Student Learning: Using Analytics to Visualise Twitter Commu...Social Media and Student Learning: Using Analytics to Visualise Twitter Commu...
Social Media and Student Learning: Using Analytics to Visualise Twitter Commu...
 
Experiential Learning in Virtu
Experiential Learning in VirtuExperiential Learning in Virtu
Experiential Learning in Virtu
 
Ng canbek+gkurubacak+sakarya
Ng canbek+gkurubacak+sakaryaNg canbek+gkurubacak+sakarya
Ng canbek+gkurubacak+sakarya
 
Building digital media capacity in the next generation of Arts graduates
Building digital media capacity in the next generation of Arts graduatesBuilding digital media capacity in the next generation of Arts graduates
Building digital media capacity in the next generation of Arts graduates
 
Mobile and Contextualized Learning
Mobile and Contextualized LearningMobile and Contextualized Learning
Mobile and Contextualized Learning
 
Maria Avgerinou Presentation
Maria Avgerinou PresentationMaria Avgerinou Presentation
Maria Avgerinou Presentation
 
Tyson forest edu642_unit 1_ip_the millennias 03
Tyson forest edu642_unit 1_ip_the millennias 03Tyson forest edu642_unit 1_ip_the millennias 03
Tyson forest edu642_unit 1_ip_the millennias 03
 
New Media & Multimedia
New Media & MultimediaNew Media & Multimedia
New Media & Multimedia
 
Active social media and generation gaps
Active social media and generation gapsActive social media and generation gaps
Active social media and generation gaps
 
Getting graphic About Infographics: Design Lessons Learned From Popular Infog...
Getting graphic About Infographics: Design Lessons Learned From Popular Infog...Getting graphic About Infographics: Design Lessons Learned From Popular Infog...
Getting graphic About Infographics: Design Lessons Learned From Popular Infog...
 
Digital Storytelling
Digital Storytelling Digital Storytelling
Digital Storytelling
 
Introduction to computer animation and its possible educational applications
Introduction to computer animation and its possible educational applicationsIntroduction to computer animation and its possible educational applications
Introduction to computer animation and its possible educational applications
 
near field interactions with the internet of things
near field interactions with the internet of thingsnear field interactions with the internet of things
near field interactions with the internet of things
 
Multimedia
MultimediaMultimedia
Multimedia
 
Visual Literacy
Visual LiteracyVisual Literacy
Visual Literacy
 
Supporting mobility for the blind a broad lit review
Supporting mobility for the blind   a broad lit reviewSupporting mobility for the blind   a broad lit review
Supporting mobility for the blind a broad lit review
 
- VIDEO CONFERENCING -
- VIDEO CONFERENCING -- VIDEO CONFERENCING -
- VIDEO CONFERENCING -
 
Introduction to common sense reasoning
Introduction to common sense reasoningIntroduction to common sense reasoning
Introduction to common sense reasoning
 

Recently uploaded

Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)eniolaolutunde
 
Science 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its CharacteristicsScience 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its CharacteristicsKarinaGenton
 
Class 11 Legal Studies Ch-1 Concept of State .pdf
Class 11 Legal Studies Ch-1 Concept of State .pdfClass 11 Legal Studies Ch-1 Concept of State .pdf
Class 11 Legal Studies Ch-1 Concept of State .pdfakmcokerachita
 
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxPOINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxSayali Powar
 
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdf
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdfEnzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdf
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdfSumit Tiwari
 
The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13Steve Thomason
 
Mastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionMastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionSafetyChain Software
 
How to Configure Email Server in Odoo 17
How to Configure Email Server in Odoo 17How to Configure Email Server in Odoo 17
How to Configure Email Server 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
 
Employee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptxEmployee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptxNirmalaLoungPoorunde1
 
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17Celine George
 
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdfssuser54595a
 
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptx
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptxENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptx
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptxAnaBeatriceAblay2
 
CARE OF CHILD IN INCUBATOR..........pptx
CARE OF CHILD IN INCUBATOR..........pptxCARE OF CHILD IN INCUBATOR..........pptx
CARE OF CHILD IN INCUBATOR..........pptxGaneshChakor2
 
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️9953056974 Low Rate Call Girls In Saket, Delhi NCR
 
Proudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptxProudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptxthorishapillay1
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfsanyamsingh5019
 
Blooming Together_ Growing a Community Garden Worksheet.docx
Blooming Together_ Growing a Community Garden Worksheet.docxBlooming Together_ Growing a Community Garden Worksheet.docx
Blooming Together_ Growing a Community Garden Worksheet.docxUnboundStockton
 

Recently uploaded (20)

Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)
 
Science 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its CharacteristicsScience 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its Characteristics
 
Class 11 Legal Studies Ch-1 Concept of State .pdf
Class 11 Legal Studies Ch-1 Concept of State .pdfClass 11 Legal Studies Ch-1 Concept of State .pdf
Class 11 Legal Studies Ch-1 Concept of State .pdf
 
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxPOINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
 
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdf
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdfEnzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdf
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdf
 
The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13
 
Mastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionMastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory Inspection
 
How to Configure Email Server in Odoo 17
How to Configure Email Server in Odoo 17How to Configure Email Server in Odoo 17
How to Configure Email Server 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
 
Employee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptxEmployee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptx
 
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
 
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
 
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptx
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptxENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptx
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptx
 
CARE OF CHILD IN INCUBATOR..........pptx
CARE OF CHILD IN INCUBATOR..........pptxCARE OF CHILD IN INCUBATOR..........pptx
CARE OF CHILD IN INCUBATOR..........pptx
 
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
 
TataKelola dan KamSiber Kecerdasan Buatan v022.pdf
TataKelola dan KamSiber Kecerdasan Buatan v022.pdfTataKelola dan KamSiber Kecerdasan Buatan v022.pdf
TataKelola dan KamSiber Kecerdasan Buatan v022.pdf
 
Proudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptxProudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptx
 
Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdf
 
Blooming Together_ Growing a Community Garden Worksheet.docx
Blooming Together_ Growing a Community Garden Worksheet.docxBlooming Together_ Growing a Community Garden Worksheet.docx
Blooming Together_ Growing a Community Garden Worksheet.docx
 

How e-learning research can benefit data visualization design