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Reference table

Ceiling effect headroom audit

Table of top-box shares from 10% to 80% against the share of respondents who can still register improvement, with what each means.
Past 15% at the top, treat the mean as unreliable for spotting change.

A quick headroom audit for any satisfaction or rating scale. The higher the share of respondents at the maximum score, the smaller the share who can show any improvement, from 90% at a 10% top-box share to 20% at 80%. Run it overall and by segment before reading a mean. The 15% threshold follows Terwee and colleagues (2007).

Where this appears

What's in this reference table

Top-box shareCan register improvementPractical read
10%90%Healthy: the mean is informative
15%85%Threshold: monitor the distribution
30%70%Compressed: use the distribution, not the mean
50%50%Half your sample is invisible to change
64%36%The metric mostly reports on detractors
80%20%Replace the instrument

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<a href="https://www.koji.so/visuals/ceiling-effect-headroom-audit-table"><img src="https://www.koji.so/visuals/ceiling-effect-headroom-audit-table/ceiling-effect-headroom-audit-table.png" alt="Table of top-box shares from 10% to 80% against the share of respondents who can still register improvement, with what each means." width="1200" height="749" /></a>
<p>Source: <a href="https://www.koji.so/visuals/ceiling-effect-headroom-audit-table">Ceiling effect headroom audit</a>, Koji</p>