SlideShare ist ein Scribd-Unternehmen logo
1 von 10
Downloaden Sie, um offline zu lesen
Data Driven Societies:
From Data/Tech to DataViz
Professors Gaze & Gieseking
Data & Technology & Statistics,
Oh My
History of data and
technology

+

Data
visualization

Statistical
thinking
Visualize This

“...there are right ways and wrong ways to show data;
there are displays that reveal the truth and displays
that do not.”
— Edward Tufte, Visualizing Explanations (45)
The Beginnings of Data
Visualization: William Playfair
Tufte: Snow’s Cholera Map 1854
Tufte: Challenger O’Rings 1987
Tufte: What is Bad DataViz?
✦

Disappearing legend

✦

Chartjunk - visual elements in charts and graphs not
necessary for their comprehension
✦

“Chartjunk indicates statistical stupidity, just as weak
writing reflects weak thought. ... Good design brings
absolute attention to data.” (48)

✦

Lack of clarity in depicting cause and effect

✦

Wrong order
Yau: Visualization as Medium

flowingdata.com/2010/10/18/true-size-of-africa/
Yau: Visualization as Medium

Patrick Smith, 2010
Tufte & Yau:
What is Good DataViz?
Tufte

Yau

Certain key rules must be applied:

You may need to throw out the rules
but these ideas generally apply:

✦

✦

✦

✦

Place data in appropriate
context to assess cause/
effect
Make quantitative
comparisons
Consider alternative
explanations and contrary
cases
Assess possible errors in data

✦

Let the type of visual and tool fit
question

✦

Visualization is storytelling

✦

Entertainment and humor can
be helpful

✦

Let data guide design

✦

Recognize how interface
interactions with data

Weitere ähnliche Inhalte

Mehr von Department of Geography, University of Kentucky

Mehr von Department of Geography, University of Kentucky (20)

Gieseking - "Queering the Map" Talk
Gieseking - "Queering the Map" TalkGieseking - "Queering the Map" Talk
Gieseking - "Queering the Map" Talk
 
Bowdoin College Digital Image of the City - Infrastructure (1)
Bowdoin College Digital Image of the City - Infrastructure (1)Bowdoin College Digital Image of the City - Infrastructure (1)
Bowdoin College Digital Image of the City - Infrastructure (1)
 
Bowdoin College Digital Image of the City - Housing
Bowdoin College Digital Image of the City - HousingBowdoin College Digital Image of the City - Housing
Bowdoin College Digital Image of the City - Housing
 
Gieseking - Sustaining Difference during Gentrification: NYC & Berlin Since 2008
Gieseking - Sustaining Difference during Gentrification: NYC & Berlin Since 2008Gieseking - Sustaining Difference during Gentrification: NYC & Berlin Since 2008
Gieseking - Sustaining Difference during Gentrification: NYC & Berlin Since 2008
 
Digital Image of the City: Sustainability
Digital Image of the City: SustainabilityDigital Image of the City: Sustainability
Digital Image of the City: Sustainability
 
Digital Image of the City: Race, Ethnicity, and Immigration
Digital Image of the City: Race, Ethnicity, and ImmigrationDigital Image of the City: Race, Ethnicity, and Immigration
Digital Image of the City: Race, Ethnicity, and Immigration
 
Digital Image of the City: Housing
Digital Image of the City: HousingDigital Image of the City: Housing
Digital Image of the City: Housing
 
Digital Image of the City: Public Space
Digital Image of the City: Public SpaceDigital Image of the City: Public Space
Digital Image of the City: Public Space
 
An Introduction to The Digital Image of the City
An Introduction to The Digital Image of the CityAn Introduction to The Digital Image of the City
An Introduction to The Digital Image of the City
 
Producing Cities for the Common Good
Producing Cities for the Common GoodProducing Cities for the Common Good
Producing Cities for the Common Good
 
Making Sense of #OceanAcidification on Twitter by Jordan Moskowitz (Bowdoin C...
Making Sense of #OceanAcidification on Twitter by Jordan Moskowitz (Bowdoin C...Making Sense of #OceanAcidification on Twitter by Jordan Moskowitz (Bowdoin C...
Making Sense of #OceanAcidification on Twitter by Jordan Moskowitz (Bowdoin C...
 
Visualizing #Smog via Twitter by Alana Menendez (Bowdoin College)
Visualizing #Smog via Twitter by Alana Menendez (Bowdoin College)Visualizing #Smog via Twitter by Alana Menendez (Bowdoin College)
Visualizing #Smog via Twitter by Alana Menendez (Bowdoin College)
 
Visualizing the #NSA through a Diverse yet Unified Public by Emily Simonton (...
Visualizing the #NSA through a Diverse yet Unified Public by Emily Simonton (...Visualizing the #NSA through a Diverse yet Unified Public by Emily Simonton (...
Visualizing the #NSA through a Diverse yet Unified Public by Emily Simonton (...
 
#Wearable Technology by Ruben Martinez (Bowdoin College)
#Wearable Technology by Ruben Martinez (Bowdoin College)#Wearable Technology by Ruben Martinez (Bowdoin College)
#Wearable Technology by Ruben Martinez (Bowdoin College)
 
Bowdoin: Data Driven Socities: Some Tips of Presentation Skills
Bowdoin: Data Driven Socities: Some Tips of Presentation SkillsBowdoin: Data Driven Socities: Some Tips of Presentation Skills
Bowdoin: Data Driven Socities: Some Tips of Presentation Skills
 
Bowdoin: Data Driven Societies: Power & Format
Bowdoin: Data Driven Societies: Power & FormatBowdoin: Data Driven Societies: Power & Format
Bowdoin: Data Driven Societies: Power & Format
 
Bowdoin: Data Driven Societies: Remix
Bowdoin: Data Driven Societies: RemixBowdoin: Data Driven Societies: Remix
Bowdoin: Data Driven Societies: Remix
 
Bowdoin: Data Driven Societies: Visualizing Social Life (When They Let You)
Bowdoin: Data Driven Societies: Visualizing Social Life (When They Let You)Bowdoin: Data Driven Societies: Visualizing Social Life (When They Let You)
Bowdoin: Data Driven Societies: Visualizing Social Life (When They Let You)
 
Bowdoin: Data Driven Socities 2014 - Code Is Georeferencing 3/5/14
Bowdoin: Data Driven Socities 2014 - Code Is Georeferencing 3/5/14Bowdoin: Data Driven Socities 2014 - Code Is Georeferencing 3/5/14
Bowdoin: Data Driven Socities 2014 - Code Is Georeferencing 3/5/14
 
Bowdoin: Data Driven Socities 2014 - Code/Spaced 3/26/14
Bowdoin: Data Driven Socities 2014 - Code/Spaced 3/26/14Bowdoin: Data Driven Socities 2014 - Code/Spaced 3/26/14
Bowdoin: Data Driven Socities 2014 - Code/Spaced 3/26/14
 

Kürzlich hochgeladen

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
 
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
 
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
 
Graduate Outcomes Presentation Slides - English
Graduate Outcomes Presentation Slides - EnglishGraduate Outcomes Presentation Slides - English
Graduate Outcomes Presentation Slides - Englishneillewis46
 
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
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxAreebaZafar22
 
Unit 3 Emotional Intelligence and Spiritual Intelligence.pdf
Unit 3 Emotional Intelligence and Spiritual Intelligence.pdfUnit 3 Emotional Intelligence and Spiritual Intelligence.pdf
Unit 3 Emotional Intelligence and Spiritual Intelligence.pdfDr Vijay Vishwakarma
 
NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...Amil baba
 
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptxMaritesTamaniVerdade
 
How to setup Pycharm environment for Odoo 17.pptx
How to setup Pycharm environment for Odoo 17.pptxHow to setup Pycharm environment for Odoo 17.pptx
How to setup Pycharm environment for Odoo 17.pptxCeline George
 
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptxHMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptxEsquimalt MFRC
 
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptx
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptxExploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptx
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptxPooja Bhuva
 
Plant propagation: Sexual and Asexual propapagation.pptx
Plant propagation: Sexual and Asexual propapagation.pptxPlant propagation: Sexual and Asexual propapagation.pptx
Plant propagation: Sexual and Asexual propapagation.pptxUmeshTimilsina1
 
Food safety_Challenges food safety laboratories_.pdf
Food safety_Challenges food safety laboratories_.pdfFood safety_Challenges food safety laboratories_.pdf
Food safety_Challenges food safety laboratories_.pdfSherif Taha
 
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
 
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
 
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
 
Sociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning ExhibitSociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning Exhibitjbellavia9
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.pptRamjanShidvankar
 
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
 

Kürzlich hochgeladen (20)

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.
 
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
 
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...
 
Graduate Outcomes Presentation Slides - English
Graduate Outcomes Presentation Slides - EnglishGraduate Outcomes Presentation Slides - English
Graduate Outcomes Presentation Slides - English
 
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...
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptx
 
Unit 3 Emotional Intelligence and Spiritual Intelligence.pdf
Unit 3 Emotional Intelligence and Spiritual Intelligence.pdfUnit 3 Emotional Intelligence and Spiritual Intelligence.pdf
Unit 3 Emotional Intelligence and Spiritual Intelligence.pdf
 
NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
 
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
 
How to setup Pycharm environment for Odoo 17.pptx
How to setup Pycharm environment for Odoo 17.pptxHow to setup Pycharm environment for Odoo 17.pptx
How to setup Pycharm environment for Odoo 17.pptx
 
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptxHMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
 
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptx
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptxExploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptx
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptx
 
Plant propagation: Sexual and Asexual propapagation.pptx
Plant propagation: Sexual and Asexual propapagation.pptxPlant propagation: Sexual and Asexual propapagation.pptx
Plant propagation: Sexual and Asexual propapagation.pptx
 
Food safety_Challenges food safety laboratories_.pdf
Food safety_Challenges food safety laboratories_.pdfFood safety_Challenges food safety laboratories_.pdf
Food safety_Challenges food safety laboratories_.pdf
 
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
 
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...
 
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.
 
Sociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning ExhibitSociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning Exhibit
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.ppt
 
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
 

Bowdoin: Data Driven Socities 2014 - What is DataViz 01/29/14

  • 1. Data Driven Societies: From Data/Tech to DataViz Professors Gaze & Gieseking
  • 2. Data & Technology & Statistics, Oh My History of data and technology + Data visualization Statistical thinking
  • 3. Visualize This “...there are right ways and wrong ways to show data; there are displays that reveal the truth and displays that do not.” — Edward Tufte, Visualizing Explanations (45)
  • 4. The Beginnings of Data Visualization: William Playfair
  • 7. Tufte: What is Bad DataViz? ✦ Disappearing legend ✦ Chartjunk - visual elements in charts and graphs not necessary for their comprehension ✦ “Chartjunk indicates statistical stupidity, just as weak writing reflects weak thought. ... Good design brings absolute attention to data.” (48) ✦ Lack of clarity in depicting cause and effect ✦ Wrong order
  • 8. Yau: Visualization as Medium flowingdata.com/2010/10/18/true-size-of-africa/
  • 9. Yau: Visualization as Medium Patrick Smith, 2010
  • 10. Tufte & Yau: What is Good DataViz? Tufte Yau Certain key rules must be applied: You may need to throw out the rules but these ideas generally apply: ✦ ✦ ✦ ✦ Place data in appropriate context to assess cause/ effect Make quantitative comparisons Consider alternative explanations and contrary cases Assess possible errors in data ✦ Let the type of visual and tool fit question ✦ Visualization is storytelling ✦ Entertainment and humor can be helpful ✦ Let data guide design ✦ Recognize how interface interactions with data