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Flow and stages

Funnel chart maker

Stacked bands that narrow from stage to stage, showing how many people or items make it through each step of a process.

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Warming up the kitchen…
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What it is

A funnel chart draws each stage of a process as a band whose width is proportional to its count, centred so the shape narrows like a funnel. The drop between bands is how many were lost at that step.

✓ Use it when

  • You have an ordered process where each stage is a subset of the one before: visitors → sign-ups → trials → purchases.
  • You want to show where the biggest drop-off happens.

✗ Avoid it when

  • The stages are not subsets of each other — use a bar chart.
  • Precise comparison matters — sorted bars carry the same information on a common baseline.

Tips for a better chart

The maths

Stage conversion is ck = nk/nk−1, and overall conversion is the product of the stage rates, nK/n1 = Π ck. A small improvement at a narrow stage can therefore move the end result more than a large one at a wide stage.

A little history

The funnel comes from sales theory rather than statistics. The AIDA model — attention, interest, desire, action — is commonly credited to the advertising pioneer E. St. Elmo Lewis around 1898, on the account of the psychologist E. K. Strong (Strong 1925). Picturing the stages as a narrowing funnel followed, and the funnel chart became a fixture of web analytics with online conversion tracking.

Questions

Does my data need to be sorted?

Chart Buffet sorts the stages from largest to smallest by default. If your process can grow between stages, it isn’t really a funnel; use bars.

References

  1. Strong, E. K. (1925). Theories of selling. Journal of Applied Psychology 9(1), 75–86.
  2. Strong, E. K. (1925). The Psychology of Selling and Advertising. New York: McGraw-Hill.
  3. Wikipedia contributors (2026). AIDA (marketing). Wikipedia.