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:
- The y-axis does not start at zero. The difference between 51 and 53 looks like a doubling.
- Only part of the time is shown. One year pointing upwards, within a ten-year period pointing downwards.
- The wrong chart type. A line chart over categories suggests a development that does not exist.
- 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:
| Question | Why |
|---|---|
| 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
- Wikipedia — Misleading graph (CC BY-SA 4.0) — CC BY-SA 4.0
- CS Unplugged (CC BY-SA 4.0) — CC BY-SA 4.0