Guidelines
Suggest edit

Use a bar chart instead of a pie chart for ranking part sizes

For compare tasks, prefer bar charts over pie charts on part-to-whole quantitative categories to improve fidelity and mitigate angle-based ranking mistakes for readers making visual percentage judgments.

  • purpose:select
  • basis:empirical
  • task:compare
  • chart:bar:use
  • chart:pie-donut:avoid
  • quality:fidelity:use
  • lever:chart-family
  • operator:rank

advice

Bar instead of pie for ranking

Choose a bar chart when readers need to order or compare the sizes of parts. For example, use adjacent bars on a common baseline instead of pie slices when readers must judge which part is larger and how large the smaller part is relative to the larger.

reason

Why bar charts work better here

A shared linear scale makes part sizes easier to compare than slice angles. When readers need an ordered judgment rather than a decorative whole shape, bars let the eye compare values directly.

Mechanism: A common baseline turns the read into position judgments, which are more accurate here than angle judgments.

Evidence: In the reported sort experiment, the adjacent bar chart outperformed the pie chart for accuracy, and that difference was significant under the paper’s bootstrap analysis; the collated record preserves this result as the recommended outcome for the sort task (Zeng & Battle, 2023; Cleveland & McGill, 1984).

context

Use when the chart must support accurate part comparison

  • User Goal: Order parts and compare their sizes.
  • Task: Rank quantitative parts and estimate one part relative to another.
  • Data: Part-to-whole categories expressed as numeric amounts or percentages.
  • Chart Setting: You are choosing between a pie chart and a one-series bar chart.
  • Audience: Readers making quick visual judgments.
  • Success Criterion: More accurate ordering and relative-size estimates.

exceptions

Do not use when the task is not magnitude comparison

Break it when: The graphic’s main job is not to compare or rank magnitudes. Why: The reported evidence here is specific to sort judgments about quantitative values.

costs

What you give up by replacing the pie

Sacrifice: You lose the circular part-to-whole form. Risk: Readers may lose an immediate sense that the values sum to a whole. Mitigation: Use a simple whole-based bar scale, such as percentages from 0 to 100, when the whole reference matters.

mistakes

Common replacement mistake

Mistake: Replacing the pie chart with a divided or stacked bar that still forces readers to compare segment lengths. Why it fails: The same study found ordinary adjacent bars more accurate than stacked length-based variants.

check

How to check the choice

Failure Sign: Readers must compare slice angles to decide the order of parts. Quick Check: Make a bar-chart version with one bar per part on a shared baseline and see whether the order becomes visually immediate. Stronger Test: Ask a reviewer to identify the larger of two parts and estimate the smaller as a percentage of the larger in both versions.

fix

What to change

  • Replace the pie slices with one bar per part on a common baseline.
  • Use a whole-based bar scale when the chart still needs to communicate fractions of a whole.
  • If the current replacement is segmented or stacked, unstack the values readers need to compare.

References

Cleveland, W. S., & McGill, R. (1984). Graphical Perception: Theory, Experimentation, and Application to the Development of Graphical Methods. Journal of the American Statistical Association, 79(387), 531–554. https://doi.org/10.1080/01621459.1984.10478080
Zeng, Z., & Battle, L. (2023). A Review and Collation of Graphical Perception Knowledge for Visualization Recommendation. Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems, 1–16. https://doi.org/10.1145/3544548.3581349