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CBuilderStatistics and probability· about 30 min· fundamentals that rarely change· verified 2026-09-20· EN

Misleading charts

Be able to see how axes, selection and scales can fool the eye.

Prerequisites

Intuition

The same figures can tell different stories. Four common tricks:

  1. The y-axis does not start at zero. The difference between 51 and 53 looks like a doubling.
  2. Only part of the time is shown. One year pointing upwards, within a ten-year period pointing downwards.
  3. The wrong chart type. A line chart over categories suggests a development that does not exist.
  4. Areas instead of lengths. A circle with twice the radius looks four times as large.

And a fifth: pie charts where the parts do not add up to 100 %.

Interactive

Examine a chart — four questions:

QuestionWhy
Where does the y-axis start?it decides how large the difference looks
Which period is shown, and why that one?the selection can reverse a trend
How many are included (n)?3 out of 4 = 75 %, but it says almost nothing
Who made the chart, and what do they want?the intention governs the choices

Try it: take the figures 51, 52, 53, 52 and draw them twice — once with the y-axis from 0 to 60, once from 50 to 54. The same data, an entirely different impression. Which is honest? The first — unless small differences are the point itself, and then it has to say so clearly.

Mastery means

  • Spots axes and selections that distort
  • Redraws a misleading chart honestly

Sign in to do the exercises and build your mastery up.

Sources

All the sources and licences