bad charts

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Bad Charts Matt Arnold

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Bad Charts. Matt Arnold. Moiré. The Visual Display of Quantitative Information. Edward R. Tufte. “ Chartjunk ”. Arthur H Miller, Edie N Goldenberg, Lutz Erbring , “Type-Set Politics: Impact of Newspapers on Public Confidence,” American Political Science Review, 73 (1979), 67-84. - PowerPoint PPT Presentation

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Page 1: Bad  Charts

Bad ChartsMatt Arnold

Page 2: Bad  Charts

Moiré

Page 3: Bad  Charts

The Visual Display of Quantitative InformationEdward R. Tufte

Page 4: Bad  Charts

Arthur H Miller, Edie N Goldenberg, Lutz Erbring, “Type-Set Politics: Impact of Newspapers on Public Confidence,” American Political Science Review, 73 (1979), 67-84

“Chartjunk”

Page 5: Bad  Charts
Page 6: Bad  Charts
Page 7: Bad  Charts

LIE FACTOR

“Lie factors greater than 1.05 or less than 0.95 indicate substantial distortion, far beyond minor

inaccuracies in plotting”

Lie factor =Size of effect shown in graphicSize of effect in data

Page 8: Bad  Charts

Lie factor: 14.8

New York Times, 9th August 1978, p D-2

Line increase: 783%Actual increase: 53%

Page 9: Bad  Charts

Lie Factor: 9.4

Time, 9th April

1979, p57Volume increase: 4280%Actual increase: 454%

Page 10: Bad  Charts

“This may well be the worst graphic ever to find its way into print”

American Education, 1970