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TEACHING STUDENTS 
TO LIE, MISLEAD, AND 
MANIPULATE WITH 
INFORMATION 
VISUALIZATION 
Libby Hemphill, PhD 
Illinois Institute of Technology
ASSUMING … 
Data literacy is important so that we 
can 
• Tell compelling stories that others are 
more likely to repeat, remember, and 
act on 
• Determine when someone else is 
trying to mislead using visualizations
http://www.mcsweeneys.net/articles/graph-36-how-many-charts-there-are-right-here
INFORMING, 
PERSUADING, 
AND 
ILLUMINATING
BUILDING A 
VISUALIZATION 
1. Determine the story you want to tell 
or question you want to answer 
2. Find or collect the data you need 
3. Sketch your design 
4. Annotate your sketch 
5. Construct your visualization
BUILDING A 
VISUALIZATION 
1. Determine the story you want to tell 
or question you want to answer 
2. Find or collect the data you need 
3. Sketch your design 
4. Annotate your sketch 
5. Construct your visualization
LYING, 
MISLEADING, 
AND 
MANIPULATING
TRUNCATED AXES
TRUNCATED AXES
DECEPTIVE 
DIMENSIONS 
CIRCUMFERENCE AREA 
http://www.vox.com/2014/8/20/6040435/als-ice-bucket-challenge-and-why-we-give-to-charity-donate
HARD TO READ 
FORMATS 
http://www.usatoday.com/story/tech/2014/08/12/apple-diversity-white-asian-male/ 
13951329/http://www.storytellingwithdata.com/2014/08/design-with-audience-in-mind.html
SPURIOUS 
RELATIONSHIPS 
http://www.tylervigen.com/
SPECIOUS MEASURES
YOUR TURN … 
http://www.visualisingdata.com/index.php/2014/04/the-fine-line-between-confusion-and-deception/
PRACTICE
KEYS TO GOOD 
VISUALS
EXERCISE ONE 
COMPUTER 
SCIENCE 
DEGREE 
CONFERRALS
RAW DATA 
http://bit.ly/hemphill_wpi_data
DATA HERO 
http://www.datahero.com
EXERCISE TWO 
DIVERSITY IN 
TECH 
COMPANIES
RAW DATA 
http://www.usatoday.com/story/tech/2014/08/12/apple-diversity-white-asian-male/13951329/
EXCEL
EXERCISE THREE 
TWEETS OVER 
TIME
TABLEAU
THANK YOU 
Contact Info: 
libby.hemphill@iit.edu 
@libbyh 
http://libbyh.com 
Resource List: 
http://bit.ly/hemphill_wpi_notes 
Slides: 
http://slideshare.net/libbyh
SUPPLEMENTAL 
SLIDES
MORE 
CLASSROOM 
ACTIVITIES
CAPTION THIS … 
http://flowingdata.com/2014/07/02/jobs-charted-by-state-and-salary/
TELL A STORY ABOUT 
WORDS … 
https://books.google.com/ngrams
CHECK YOUR 
ASSUMPTIONS… 
https://apps.facebook.com/namegenweb/
MORE 
EXAMPLES OF 
GOOD 
VISUALIZATIONS
HIERARCHIES 
http://newsmap.jp
TIME 
http://www.babynamewizard.com/voyager
NETWORKS
TIME 
http://www.nytimes.com/interactive/2009/07/31/business/20080801-metrics-graphic.html?_r=0
NETWORKS 
http://www.nytimes.com/interactive/2010/05/02/weekinreview/02marsh.html

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Teaching Students to Lie, Manipulate, and Mislead with Information Visualizations