Guidelines
Suggest edit

Use line charts to convey continuous trend

For trend reading on ordered quantitative data, prefer a line chart on displays of sequential observations to improve readability and mitigate discrete-comparison interpretations for readers.

  • purpose:select
  • basis:empirical
  • task:trend
  • chart:line:use
  • chart:bar:avoid
  • quality:readability:use
  • lever:chart-family

advice

Line chart selection

Choose a line chart when the main job is to show continuous change across an ordered sequence. For example, connect the observations with a line for trend displays and avoid bars when you want readers to read rise, fall, and shape rather than separate amounts.

reason

Why a line changes the reading task

A connected line changes what readers think the data is about. The same vertical positions can be read as separate quantities in bars or as a continuous trajectory in a line, so the chart family itself guides interpretation.

Mechanism: Connecting points creates an affordance for continuity and trend, while bars emphasize individual comparisons between discrete values.

Evidence: The paper summarizes evidence that people describe the same values differently in bars and lines: bars elicit discrete comparisons, while lines elicit trend descriptions. It uses this result to argue that chart choice should follow the intended interpretation, not only position precision (https://doi.org/10.1109/VIS47514.2020.00048">Bertini et al., 2020).

context

Use when trend is the intended interpretation

  • User Goal: Explain change, direction, or overall shape across a sequence.
  • Task: Trend reading rather than point-by-point comparison.
  • Data: Sequential observations with a meaningful order and an implied continuity.
  • Chart Setting: You are choosing between a bar chart and a line chart for the same values.
  • Audience: Readers who need the chart to cue a trend interpretation.
  • Success Criterion: Readers describe the series in terms of rise, fall, slope, or overall shape.

exceptions

Do not use when the values should stay discrete

Break it when: The main job is to compare separate values as independent observations. Why: The line introduces a continuity cue that can shift attention away from discrete comparisons.

costs

Costs of using a line for trend

Sacrifice: You give up some emphasis on separate item-by-item comparison. Risk: Readers may infer continuity where the data should be treated as distinct observations. Mitigation: Switch to bars when the message is comparison between separate values rather than trend.

mistakes

Common line-chart misuse

Mistake: Adding a connecting line when the values should be read as separate comparisons. Why it fails: The connection itself suggests continuity and trend.

check

Check whether the line is the right choice

Failure Sign: Reviewers talk about individual amounts instead of the overall trajectory. Quick Check: Render the same data as both bars and a line, then ask a reviewer for a one-sentence description. Stronger Test: Keep the version that makes reviewers describe the intended trend without prompting.

fix

Fix the chart choice

  • Replace bars with a connected line across the ordered observations.
  • Keep the ordered sequence visible so the line reads as one trajectory.
  • Remove the line and switch to bars if reviewers keep treating the sequence as separate comparisons.

References

Bertini, E., Correll, M., & Franconeri, S. (2020). Why Shouldn’t All Charts Be Scatter Plots? Beyond Precision-Driven Visualizations. 2020 IEEE Visualization Conference (VIS), 206–210. https://doi.org/10.1109/VIS47514.2020.00048