[R] Can we get rid of bar charts with error bars?
Frank E Harrell Jr
f.harrell at vanderbilt.edu
Fri Dec 4 05:16:07 CET 2009
Jim Lemon wrote:
> On 12/04/2009 12:56 AM, Frank E Harrell Jr wrote:
>> Bar charts with error bars are far inferior to dot charts and other
>> types of displays. One of many problems is demonstrated if you draw a
>> bar chart displaying temperature in F then re-draw it on the degrees C
>> scale. See http://biostat.mc.vanderbilt.edu/DynamitePlots for much
>> more information. The error bars lull us into an assumption that
>> symmetric confidence intervals are OK, among other things.
>>
>> Frank
>>
> I could promote the "dispersion" function as capable of displaying
> asymmetric confidence intervals on whatever location indicators you
> prefer (have a look at the second example for "hierobarp" for example),
> but the problem is deeper than that. The point of graphic displays is to
> convey information to someone else, not to tell ourselves what we
> already know. Do people cheat with pie charts, bar charts, etc? Sure,
> and we could cheat with dot charts, too. Graphic displays are typically
> shown to an audience that knows less about the topic than the presenter
> in the hope that an obscure relationship will be clarified. If I am
> presenting to colleagues in my field, I will use much more informative
> and difficult to understand graphics than if I am summarizing the same
> results to the general public. If both groups leave the respective
> presentations enlightened, I have done well.
>
> Jim
>
>
Jim I'll just add that in many cases the best graphics are just as easy
or easier to read and understand than bad graphics. And dot charts have
a much less chance of being misleading than bar and pie charts,
especially if more data characteristics or the data themselves appear.
Frank
--
Frank E Harrell Jr Professor and Chair School of Medicine
Department of Biostatistics Vanderbilt University
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