How to Lie With Your Data
“Data does not lie”
Sometimes I hear this comment in meetings. It makes me cringe, because data itself is not yet proof of anything. Data tells one part, but..
Every chart is a manipulation of sorts. When you create a chart from your data, you have to make a decision about the various ways you are portraying your data. Some of the decisions you need to make:
-Range
-Space
-Color
-Form
-Text
-Marks
-Conventions
The following two charts have the same data but quite different visualization:
More misleading charts can be found here.
Data itself is the same, but how data is represented is vastly different. The one on top takes liberties with range, uses color to make the point. Numbers itself are right but the presentation is not really following the best practices.
Scott Berinato, senior editor for Harvard Business Review, shared his manipulation matrix that is useful when you analyze the motives behind a chart (X-axis is Intentions from bad to good, and y-axis Execution from bad to good)
We human beings are not rational. First we feel. Then we try to relate. Just after that we think. Therefore data is not the whole truth but how you present your data can be a whole lie.












