Guidelines
Suggest edit

Use a line chart instead of a table for ordered-value comparison

For comparison tasks on ordered-time quantitative data, prefer a line chart over a table to improve fidelity and mitigate slow mental transformations for viewers comparing relative differences across periods.

  • purpose:select
  • basis:empirical
  • task:compare
  • time:ordered-time
  • chart:line:use
  • chart:table:avoid
  • quality:fidelity:use
  • lever:chart-family

advice

Chart family for comparison

Use a line chart instead of a table when readers must compare relative magnitudes or find the largest gap across an ordered sequence. For example, show two period-by-period series as lines when the question is which period has the greatest separation, rather than forcing readers to scan many numeric cells.

reason

Why a line chart fits comparison better

Comparison across ordered values is a spatial task. A line chart presents the comparison directly as position and distance, while a table makes readers convert symbolic cells into a mental pattern before they can answer.

Mechanism: A line chart aligns the display with the comparison task, so readers can inspect gaps and patterns visually instead of performing extra working-memory transformations.

Evidence: The review reports that people completed spatial comparison tasks faster when the data were shown as a graph rather than a table, consistent with cognitive fit between the visual form and the decision task (Padilla et al., 2018).

context

Use when the task is visual comparison

  • User Goal: Compare values across an ordered sequence.
  • Task: Find the largest difference, relative separation, or overall pattern.
  • Data: Quantitative values arranged by ordered time or another natural sequence.
  • Chart Setting: A choice between a line chart and a table for the same values.
  • Audience: Readers need a fast answer to a comparison question.
  • Success Criterion: Faster and more accurate comparison across periods.

exceptions

Do not use when the task is exact lookup

Break it when: Readers must report specific values for named periods rather than compare patterns or gaps. Why: Exact symbolic lookup fits a table better than a line chart.

costs

Costs of choosing the line chart

Sacrifice: Exact numeric lookup becomes less direct. Risk: Readers may estimate from position when they actually need a precise value. Mitigation: Use this chart only when the main task is comparison, not cell-by-cell retrieval.

mistakes

Common comparison mismatch

Mistake: Keep the data in a table when the main question asks for the biggest difference across an ordered sequence. Why it fails: The table forces readers to build the comparison mentally instead of showing it directly.

check

How to test the chart choice

Failure Sign: Reviewers have to scan several cells or compute differences before answering the main comparison. Quick Check: Put the same data in a line chart and a table, then ask which period has the greatest gap; choose the form that yields the faster correct answer. Stronger Test: Time a small A/B task with representative readers using both versions.

fix

How to switch to the better form

  • Replace the table with a line chart when the main question is about relative change or separation across ordered values.
  • Put the compared series on shared axes so the gap is visible as spatial distance.
  • Preserve the natural order of the sequence so the comparison remains visually continuous.

References

Padilla, L. M., Creem-Regehr, S. H., Hegarty, M., & Stefanucci, J. K. (2018). Decision making with visualizations: a cognitive framework across disciplines. Cognitive Research: Principles and Implications, 3(1), 29. https://doi.org/10.1186/s41235-018-0120-9