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Quiz Entry - updated: 2026.07.30

How can a bar chart be technically accurate yet still deceive the viewer?

By manipulating the axes — truncating, inverting, or rescaling them — so the picture exaggerates or reverses what the numbers actually say.

The same data drawn on a truncated axis versus a zero baseline

* Identical figures, two y-axes: the scale, not the data, tells the story. *

The data can be 100% correct while the visualisation lies. Common tricks:

  • Truncated y-axis: start the axis at, say, 95 instead of 0, so a tiny difference looks like a cliff.
  • Inverted axis: put 0 at the top, so a rising line reads as falling (and vice versa).
  • Cropped or stretched scales: zoom the range to amplify a trivial change, or compress it to hide a big one.
  • Cherry-picked baseline: index everything to a hand-picked start year so growth looks huge or tiny.

The viewer's eye trusts the shape, not the axis labels — which is exactly what the manipulator exploits. The fix is to always read the axes: where does the scale start, what are the units, what's the baseline.

Tip: A bar's height should be proportional to its value. The moment the axis doesn't start at zero (for a bar chart), the proportions lie even though every number is real.

Go deeper:

  • chart Misleading graph — a catalogue of axis tricks with real before/after chart examples.

From Quiz: CTIU / Handling Information & Bullshit | Updated: Jul 30, 2026