All frameworks and cheat sheets

Reference table

Which Likert summary to report, and when

Table comparing four ways to summarise Likert data, the mean, median, top-box share and full distribution, by what each catches and misses.
Average freely, but never report a rating-scale mean without its distribution.

A guide to choosing a summary for Likert and rating-scale questions. It compares the mean, the median, top-box share and the full distribution on what each is good at, what it hides and when to report it. The default it points to: show the distribution, headline the top-box share, track the mean and add the median for long or skewed scales.

Where this appears

What's in this reference table

SummaryBest atBlind toReport it when
MeanDetecting small shifts, feeding tests and modelsPolarisation, unequal spacing between pointsTracking one group over time, with the distribution beside it
MedianResisting outliersMovement within a scale point, most change on short scalesScales of 7 or more points, or skewed data
Top-box or top-2-box sharePlain-language reporting, sensitivity at the top of the scaleMovement lower down the scaleStakeholder reporting, targets, before-and-after comparisons
Full distributionEverything above, plus shapeNothing, but it is harder to read at a glanceAlways, as the reference the other three are checked against

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<a href="https://www.koji.so/visuals/which-likert-summary-to-report-mean-median-top-box"><img src="https://www.koji.so/visuals/which-likert-summary-to-report-mean-median-top-box/which-likert-summary-to-report-mean-median-top-box.png" alt="Table comparing four ways to summarise Likert data, the mean, median, top-box share and full distribution, by what each catches and misses." width="1200" height="766" /></a>
<p>Source: <a href="https://www.koji.so/visuals/which-likert-summary-to-report-mean-median-top-box">Which Likert summary to report, and when</a>, Koji</p>