Read Numbers with Their Denominators, Periods, and Actual Changes
Read figures with denominators, periods, and actual changes. A large percentage alone does not explain the counts being compared.
Inspect chart axes and units alongside visual impressions, checking underlying values before assuming error or intent.
Align Rates, Denominators, and Counting Definitions
Hypothetical example: fifty signups from one hundred people give fifty percent; fifty from one thousand give five percent. Equal signup counts can have different rates.
State whether the denominator is page visitors or enquirers and compare matching definitions.
Show Percentage Growth, Count Change, and Period Together
Hypothetical example: growth from five to ten is one hundred percent, an increase of five. Include the starting count alongside the percentage.
Align periods and retain differences in operating days or season.
Check Chart Axes and Underlying Values
The UK Government Analysis Function advises starting bar-chart bars at zero. (Government Analysis Function: Bar charts) A truncated axis distorts the relative lengths used to compare bars.
Assess the chart type, axes, and units rather than applying every bar-chart rule to line charts. Publish periods and counting definitions with results.
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