Match the comparison task and data shape to a chart without distorting scale or uncertainty
5 min setupTested with:ChatGPTReviewed: 2026-08-28
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Your prompt
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Recommend a chart for this spreadsheet result.
Question and intended message:
[message]
Data fields, categories, periods, units, ranges, and sample size:
[data]
Audience, medium, and accessibility constraints:
[audience]
Identify whether the task is comparison, trend, distribution, relationship, composition, or flow. Recommend the simplest chart that answers it, show the exact source-table layout, axis and scale rules, sorting, labels, reference lines, and uncertainty or sample-size annotations. Explain two tempting alternatives and why they are worse. Avoid 3D effects, dual axes unless indispensable, truncated quantitative axes that exaggerate differences, and color-only distinctions.
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From input to outcome
A worked example
See how concrete context turns this recipe into a usable result
Actual input
Question and intended message
Show whether median delivery time improved month by month and whether North and South followed the same pattern.
Data shape and values
Month Jan–Jun 2026; Region North/South; MedianDeliveryDays ranges 2.8–4.6; monthly order n ranges 80–450. Twelve rows total, one per Month × Region.
Audience and medium
One management slide and a PDF. Must work when printed in grayscale and for common color-vision deficiencies.
Example output
Use a two-series line chart with markers because the task is change over ordered time plus pattern comparison. Source data should have Month in the first column and separate North/South median columns, with an adjacent table retaining each monthly n for annotation.
Place Month on the horizontal axis in chronological order and Median delivery days on one vertical axis. Lower is better; state that in the subtitle. Use a solid line with circles for North and a dashed line with squares for South so grayscale remains readable. Direct-label the final point of each series and annotate unusually small n, rather than labeling every value. If a service target exists, add one thin reference line. Keep a consistent scale that includes the observed range with reasonable context; disclose any nonzero minimum and never use 3D.
A clustered column chart makes month-to-month trajectories harder to follow. Two separate charts weaken direct regional comparison. A dual-axis chart is unnecessary because both series share units. Include a small source note: monthly medians; n=80–450; medians alone do not show distribution spread.
Why this works
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Classifying the comparison task prevents choosing a chart for decoration rather than meaning.
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Explicit scale and annotation rules keep small differences and sample limits honest.
Check the result
Can a reader answer the stated question from the chart without extra explanation?
Do scale, ordering, and labels represent differences proportionally?
Are groups distinguishable without relying only on color?