SlideShare une entreprise Scribd logo
1  sur  15
Télécharger pour lire hors ligne
Displaying Visual Evidence
in Scientific Research:
Help viewers make valid scientific
decisions
Steve Lee, PhD
CLIMB Program
Assistant Director
April 2013
Our CLIMB curriculum of workshops
on communication in scientific research
2
1) Delivering scientific presentations and posters for impact:
Make it stick with SUCCESs
2) Crafting the introduction to a scientific presentation:
Create a mystery box
3) Communicating and collaborating across disciplines:
Use simple words
4) Displaying visual evidence in scientific presentations:
Help viewers make valid scientific decisions
Let’s consider 2 case studies from Tufte’s
Visual Explanations
Effective displays help lead to
valid arguments and
true conclusions.
Ineffective displays often lead to
invalid arguments and
false conclusions.
3
Garbage In - Garbage Out
● Cholera breaks out in London in 1854
● Cholera: rapid dehydration (diarrhea, vomiting) and death
● fatality rate: 50%
● killed millions in other epidemics
● Deficiencies in:
○ understanding of bacteria
○ technology
○ sanitary living conditions
● How is cholera transmitted?
● How can we stop this cholera epidemic?
(1) breathing vapors of decaying matter
(2) drinking contaminated water
Case 1: Dr John Snow intervenes in a cholera epidemic
4
Context
Problems
Questions
Hypotheses
Cholera is spread by:
Dr John Snow investigated the cholera epidemic
5
• Are locations of water sources and deaths significant?
• He obtained death certificates and created a visual map.
(see handout)
• He reported his findings to the local authorities
• He had to convince them that a specific water source
was contaminated, and caused cholera
• Handle on the Broad Street water pump was removed
• Epidemic soon ended
Consider
the data
Communicate
and convince
Conclusions
Snow’s visual evidence helped to make valid
scientific decisions.
Is your visual display helping or hindering
valid scientific decisions?
Mark Monmonier’s How to Lie
with Maps
aggregates of Snow’s map:
Gregory Joseph’s ModernVisual Evidence
quarterly data
fiscal years
calendar years
6
● O-rings seal segments of the booster rockets.
● Previous launches showed damage to the O-rings.
● All past launches occurred at temperatures of >53 °F.
● Forecasted temperature of the launch was 26-29 °F.
● Will the O-rings maintain their seal at 26-29 °F?
● Should the launch proceed?
● Engineers: No, and thenYes
● NASA officials:Yes 7
Context
Problems
Questions
Hypotheses
Decision to Launch the Space Shuttle Challenger
in January 1986Case 2:
Engineers at Morton Thiokol Inc (MTI)
initially argued against the launch
● MTI faxed 13 slides to NASA
● Slide 1 of 13
8
Blow-by = soot and gases
blowing by O-ring seals
SRM = solid rocket motor
What’s missing
here?
9
Engineers at Morton Thiokol Inc (MTI)
initially argued against the launch
● Slide 2 of 13
What’s missing
here?
● MTI faxed 13 slides to NASA
● How would you respond to this argument? Was this effective?
● This was MTI’s only no-launch recommendation in 12 years.
● A NASA official responded that he was “appalled” by MTI’s
recommendation not to launch, and asked them to reconsider.
10
MTI initially argued against the launch
NASA officials asked MTI to reconsider, and
MTI reversed their decision
11
After 1 minute from launch, the space shuttle
Challenger exploded and 7 astronauts died.
Post-Analysis: MTI’s original conclusion was true, but
with an ineffective argument.
● Commission investigating the accident:
“A careful analysis of the flight history of O-ring performance
would have revealed the correlation of O-ring damage and low
temperature. Neither NASA nor Thiokol carried out such an
analysis; consequently, they were unprepared to properly
evaluate the risks of launching the 51-L [Challenger] mission in
conditions more extreme than they had encountered before.”
● How might the data have been better analyzed, presented
and communicated?
12
Let’s evaluate MTI’s 2nd attempt in visual
displays after the accident
13
● See the handout
● What are the pro’s and con’s of this data display?
● What can be done to help viewers make a valid
scientific decision?
Tufte’s revision summarizes all data into a
graph with a “Damage Index”
Tufte’s visual display would have helped viewers make
a valid scientific decision.
14
Take-Home Lessons fromTwo Case Studies
● Case 1: John Snow intervened in a cholera epidemic
○ He summarized all relevant info in a simple map
○ He helped viewers make a valid scientific decision
● Case 2: Decision to launch the space shuttle
○ MTI had all info, but created an ineffective data
display, even after the accident
○ Tufte’s revision summarized all relevant info in a simple
graph
○ Tufte helped viewers make a valid scientific decision
15

Contenu connexe

Similaire à Oral presentation skills 4 displaying visual evidence 2013

Tutu1 Ryhmätyö - Lähdemäki & Timonen 0.91_final
Tutu1 Ryhmätyö - Lähdemäki & Timonen 0.91_finalTutu1 Ryhmätyö - Lähdemäki & Timonen 0.91_final
Tutu1 Ryhmätyö - Lähdemäki & Timonen 0.91_final
Jonna Lähdemäki
 
ESSAY INSTRUCTIONSI. TITLE & NUMBER OF THE COURSE ENGL 1301 
.docx
ESSAY INSTRUCTIONSI. TITLE & NUMBER OF THE COURSE ENGL 1301 
.docxESSAY INSTRUCTIONSI. TITLE & NUMBER OF THE COURSE ENGL 1301 
.docx
ESSAY INSTRUCTIONSI. TITLE & NUMBER OF THE COURSE ENGL 1301 
.docx
SALU18
 
The Scientific Cycle
The Scientific CycleThe Scientific Cycle
The Scientific Cycle
Ed Stermer
 
52352main contour
52352main contour52352main contour
52352main contour
Pedro León
 
Human Systems And Climate Change Essay
Human Systems And Climate Change EssayHuman Systems And Climate Change Essay
Human Systems And Climate Change Essay
Laura Arrigo
 
Groupthink_lecutre_final
Groupthink_lecutre_finalGroupthink_lecutre_final
Groupthink_lecutre_final
Steve Shore
 

Similaire à Oral presentation skills 4 displaying visual evidence 2013 (20)

Tutu1 Ryhmätyö - Lähdemäki & Timonen 0.91_final
Tutu1 Ryhmätyö - Lähdemäki & Timonen 0.91_finalTutu1 Ryhmätyö - Lähdemäki & Timonen 0.91_final
Tutu1 Ryhmätyö - Lähdemäki & Timonen 0.91_final
 
Karen Parkhill "Wacky Science or Responsible Innovation?  Public Perceptions ...
Karen Parkhill "Wacky Science or Responsible Innovation?  Public Perceptions ...Karen Parkhill "Wacky Science or Responsible Innovation?  Public Perceptions ...
Karen Parkhill "Wacky Science or Responsible Innovation?  Public Perceptions ...
 
ESSAY INSTRUCTIONSI. TITLE & NUMBER OF THE COURSE ENGL 1301 
.docx
ESSAY INSTRUCTIONSI. TITLE & NUMBER OF THE COURSE ENGL 1301 
.docxESSAY INSTRUCTIONSI. TITLE & NUMBER OF THE COURSE ENGL 1301 
.docx
ESSAY INSTRUCTIONSI. TITLE & NUMBER OF THE COURSE ENGL 1301 
.docx
 
Brosnan Davos 2
Brosnan Davos 2Brosnan Davos 2
Brosnan Davos 2
 
Climategate emails
Climategate emailsClimategate emails
Climategate emails
 
Is the Food in Japan Safe?
Is the Food in Japan Safe? Is the Food in Japan Safe?
Is the Food in Japan Safe?
 
Design methoodology.pptx
Design methoodology.pptxDesign methoodology.pptx
Design methoodology.pptx
 
The Scientific Cycle
The Scientific CycleThe Scientific Cycle
The Scientific Cycle
 
M7 a2.pdonahue
M7 a2.pdonahueM7 a2.pdonahue
M7 a2.pdonahue
 
52352main contour
52352main contour52352main contour
52352main contour
 
EPC Winter 2014 p42+
EPC Winter 2014 p42+EPC Winter 2014 p42+
EPC Winter 2014 p42+
 
Application of Magnetics Method in Forensic Search Studies
Application of Magnetics Method in Forensic Search StudiesApplication of Magnetics Method in Forensic Search Studies
Application of Magnetics Method in Forensic Search Studies
 
Terra Seismic : Global Earthquake Prediction Systems
Terra Seismic : Global Earthquake Prediction SystemsTerra Seismic : Global Earthquake Prediction Systems
Terra Seismic : Global Earthquake Prediction Systems
 
Human Systems And Climate Change Essay
Human Systems And Climate Change EssayHuman Systems And Climate Change Essay
Human Systems And Climate Change Essay
 
Groupthink_lecutre_final
Groupthink_lecutre_finalGroupthink_lecutre_final
Groupthink_lecutre_final
 
Going Global: The appliance of science in a complex global context
Going Global: The appliance of science in a complex global contextGoing Global: The appliance of science in a complex global context
Going Global: The appliance of science in a complex global context
 
Climate Change as an Entrepreneurial Challenge: A virtual talk for the St. L...
Climate Change as an Entrepreneurial Challenge:  A virtual talk for the St. L...Climate Change as an Entrepreneurial Challenge:  A virtual talk for the St. L...
Climate Change as an Entrepreneurial Challenge: A virtual talk for the St. L...
 
The one assumption of AGW you SHOULD understand derek.
The one assumption of AGW you SHOULD understand   derek.The one assumption of AGW you SHOULD understand   derek.
The one assumption of AGW you SHOULD understand derek.
 
CLAMER: Climate Change and Marine Ecosystem Research Results
CLAMER: Climate Change and Marine Ecosystem Research ResultsCLAMER: Climate Change and Marine Ecosystem Research Results
CLAMER: Climate Change and Marine Ecosystem Research Results
 
You Can’t Say That! Journalism, Science and Politics,
You Can’t Say That! Journalism, Science and Politics,You Can’t Say That! Journalism, Science and Politics,
You Can’t Say That! Journalism, Science and Politics,
 

Plus de Steve Lee

Plus de Steve Lee (20)

Mentoring 101 for the STEM Disciplines
Mentoring 101 for the STEM DisciplinesMentoring 101 for the STEM Disciplines
Mentoring 101 for the STEM Disciplines
 
Mentoring 360 for ASCB MAC slides and handout
Mentoring 360 for ASCB MAC slides and handoutMentoring 360 for ASCB MAC slides and handout
Mentoring 360 for ASCB MAC slides and handout
 
Mentoring Up - Webinar for National Postdoc Association
Mentoring Up - Webinar for National Postdoc AssociationMentoring Up - Webinar for National Postdoc Association
Mentoring Up - Webinar for National Postdoc Association
 
Mentoring Up - ASCB MAC
Mentoring Up - ASCB MACMentoring Up - ASCB MAC
Mentoring Up - ASCB MAC
 
Made to Stick: Delivering effective scientific presentations and posters
Made to Stick: Delivering effective scientific presentations and postersMade to Stick: Delivering effective scientific presentations and posters
Made to Stick: Delivering effective scientific presentations and posters
 
Mentoring Up - Duke BioCoRE workshop - slides & handout
Mentoring Up - Duke BioCoRE workshop - slides & handoutMentoring Up - Duke BioCoRE workshop - slides & handout
Mentoring Up - Duke BioCoRE workshop - slides & handout
 
Addressing Diversity in Mentoring Relationships - Leadership Alliance - Steve...
Addressing Diversity in Mentoring Relationships - Leadership Alliance - Steve...Addressing Diversity in Mentoring Relationships - Leadership Alliance - Steve...
Addressing Diversity in Mentoring Relationships - Leadership Alliance - Steve...
 
Mentoring Up ABRCMS 2015-11 slides & handout
Mentoring Up ABRCMS 2015-11 slides & handoutMentoring Up ABRCMS 2015-11 slides & handout
Mentoring Up ABRCMS 2015-11 slides & handout
 
MD vs MD-PhD vs PhD 2015_slides & handout
MD vs MD-PhD vs PhD 2015_slides & handoutMD vs MD-PhD vs PhD 2015_slides & handout
MD vs MD-PhD vs PhD 2015_slides & handout
 
Mentoring Up_Choosing a Research Mentor_ChemE & MatSci_2015
Mentoring Up_Choosing a Research Mentor_ChemE & MatSci_2015Mentoring Up_Choosing a Research Mentor_ChemE & MatSci_2015
Mentoring Up_Choosing a Research Mentor_ChemE & MatSci_2015
 
Entering Mentoring 2015 UCD GradPathways_slides & handout
Entering Mentoring 2015 UCD GradPathways_slides & handoutEntering Mentoring 2015 UCD GradPathways_slides & handout
Entering Mentoring 2015 UCD GradPathways_slides & handout
 
Unconscious Bias in the STEM Disciplines
Unconscious Bias in the STEM DisciplinesUnconscious Bias in the STEM Disciplines
Unconscious Bias in the STEM Disciplines
 
Getting into grad school_2015-07_slides & handout
Getting into grad school_2015-07_slides & handoutGetting into grad school_2015-07_slides & handout
Getting into grad school_2015-07_slides & handout
 
Mentoring Up_Steve Lee_UC Berkeley_2015-07_slides & handout
Mentoring Up_Steve Lee_UC Berkeley_2015-07_slides & handoutMentoring Up_Steve Lee_UC Berkeley_2015-07_slides & handout
Mentoring Up_Steve Lee_UC Berkeley_2015-07_slides & handout
 
Mentoring 360_ASCB MAC 2015-07_Steve Lee_slides & handout
Mentoring 360_ASCB MAC 2015-07_Steve Lee_slides & handoutMentoring 360_ASCB MAC 2015-07_Steve Lee_slides & handout
Mentoring 360_ASCB MAC 2015-07_Steve Lee_slides & handout
 
Guide on Getting into Grad School 2015-07
Guide on Getting into Grad School 2015-07Guide on Getting into Grad School 2015-07
Guide on Getting into Grad School 2015-07
 
Entering Mentoring 2015 Caltech postdocs
Entering Mentoring 2015 Caltech postdocsEntering Mentoring 2015 Caltech postdocs
Entering Mentoring 2015 Caltech postdocs
 
Career Planning for STEM Postdocs and PhD Students
Career Planning for STEM Postdocs and PhD StudentsCareer Planning for STEM Postdocs and PhD Students
Career Planning for STEM Postdocs and PhD Students
 
Research on success in research
Research on success in researchResearch on success in research
Research on success in research
 
Sticky Scientific Presentations_Steve Lee_AISES 2015-03_slides and handout
Sticky Scientific Presentations_Steve Lee_AISES 2015-03_slides and handoutSticky Scientific Presentations_Steve Lee_AISES 2015-03_slides and handout
Sticky Scientific Presentations_Steve Lee_AISES 2015-03_slides and handout
 

Dernier

Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
Joaquim Jorge
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
?#DUbAI#??##{{(☎️+971_581248768%)**%*]'#abortion pills for sale in dubai@
 

Dernier (20)

Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processors
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
Developing An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of BrazilDeveloping An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of Brazil
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
Tech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdfTech Trends Report 2024 Future Today Institute.pdf
Tech Trends Report 2024 Future Today Institute.pdf
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a Fresher
 

Oral presentation skills 4 displaying visual evidence 2013

  • 1. Displaying Visual Evidence in Scientific Research: Help viewers make valid scientific decisions Steve Lee, PhD CLIMB Program Assistant Director April 2013
  • 2. Our CLIMB curriculum of workshops on communication in scientific research 2 1) Delivering scientific presentations and posters for impact: Make it stick with SUCCESs 2) Crafting the introduction to a scientific presentation: Create a mystery box 3) Communicating and collaborating across disciplines: Use simple words 4) Displaying visual evidence in scientific presentations: Help viewers make valid scientific decisions
  • 3. Let’s consider 2 case studies from Tufte’s Visual Explanations Effective displays help lead to valid arguments and true conclusions. Ineffective displays often lead to invalid arguments and false conclusions. 3 Garbage In - Garbage Out
  • 4. ● Cholera breaks out in London in 1854 ● Cholera: rapid dehydration (diarrhea, vomiting) and death ● fatality rate: 50% ● killed millions in other epidemics ● Deficiencies in: ○ understanding of bacteria ○ technology ○ sanitary living conditions ● How is cholera transmitted? ● How can we stop this cholera epidemic? (1) breathing vapors of decaying matter (2) drinking contaminated water Case 1: Dr John Snow intervenes in a cholera epidemic 4 Context Problems Questions Hypotheses Cholera is spread by:
  • 5. Dr John Snow investigated the cholera epidemic 5 • Are locations of water sources and deaths significant? • He obtained death certificates and created a visual map. (see handout) • He reported his findings to the local authorities • He had to convince them that a specific water source was contaminated, and caused cholera • Handle on the Broad Street water pump was removed • Epidemic soon ended Consider the data Communicate and convince Conclusions Snow’s visual evidence helped to make valid scientific decisions.
  • 6. Is your visual display helping or hindering valid scientific decisions? Mark Monmonier’s How to Lie with Maps aggregates of Snow’s map: Gregory Joseph’s ModernVisual Evidence quarterly data fiscal years calendar years 6
  • 7. ● O-rings seal segments of the booster rockets. ● Previous launches showed damage to the O-rings. ● All past launches occurred at temperatures of >53 °F. ● Forecasted temperature of the launch was 26-29 °F. ● Will the O-rings maintain their seal at 26-29 °F? ● Should the launch proceed? ● Engineers: No, and thenYes ● NASA officials:Yes 7 Context Problems Questions Hypotheses Decision to Launch the Space Shuttle Challenger in January 1986Case 2:
  • 8. Engineers at Morton Thiokol Inc (MTI) initially argued against the launch ● MTI faxed 13 slides to NASA ● Slide 1 of 13 8 Blow-by = soot and gases blowing by O-ring seals SRM = solid rocket motor What’s missing here?
  • 9. 9 Engineers at Morton Thiokol Inc (MTI) initially argued against the launch ● Slide 2 of 13 What’s missing here?
  • 10. ● MTI faxed 13 slides to NASA ● How would you respond to this argument? Was this effective? ● This was MTI’s only no-launch recommendation in 12 years. ● A NASA official responded that he was “appalled” by MTI’s recommendation not to launch, and asked them to reconsider. 10 MTI initially argued against the launch
  • 11. NASA officials asked MTI to reconsider, and MTI reversed their decision 11 After 1 minute from launch, the space shuttle Challenger exploded and 7 astronauts died.
  • 12. Post-Analysis: MTI’s original conclusion was true, but with an ineffective argument. ● Commission investigating the accident: “A careful analysis of the flight history of O-ring performance would have revealed the correlation of O-ring damage and low temperature. Neither NASA nor Thiokol carried out such an analysis; consequently, they were unprepared to properly evaluate the risks of launching the 51-L [Challenger] mission in conditions more extreme than they had encountered before.” ● How might the data have been better analyzed, presented and communicated? 12
  • 13. Let’s evaluate MTI’s 2nd attempt in visual displays after the accident 13 ● See the handout ● What are the pro’s and con’s of this data display? ● What can be done to help viewers make a valid scientific decision?
  • 14. Tufte’s revision summarizes all data into a graph with a “Damage Index” Tufte’s visual display would have helped viewers make a valid scientific decision. 14
  • 15. Take-Home Lessons fromTwo Case Studies ● Case 1: John Snow intervened in a cholera epidemic ○ He summarized all relevant info in a simple map ○ He helped viewers make a valid scientific decision ● Case 2: Decision to launch the space shuttle ○ MTI had all info, but created an ineffective data display, even after the accident ○ Tufte’s revision summarized all relevant info in a simple graph ○ Tufte helped viewers make a valid scientific decision 15