All frameworks and cheat sheets

Column chart

Minimum detectable change vs margin of error

Why a survey with a 5-point margin of error cannot see a 5-point move

Column chart comparing margin of error with minimum detectable change by responses per wave: at 400 responses, 4.9 points against 9.9 points.
The smallest change you can detect is about twice the margin of error. Source: Koji calculation, 95% confidence and 80% power, normal approximation, 2026

A chart of the minimum detectable change between two survey waves next to the margin of error for a single wave, from 100 to 4,000 responses per wave. It assumes a percentage near 50%, 95% confidence and 80% power. At every sample size the detectable change is about double the margin of error, so a 400-response tracker can see a 9.9-point move, not a 5-point one. Use it to size a tracker before fielding. Koji runs the structured questions and the follow-up why in the same interview.

Where this appears

What's in this column chart

Margin of error, one waveMinimum detectable change
1009.8 pts19.8 pts
2006.9 pts14 pts
4004.9 pts9.9 pts
6004 pts8.1 pts
1,0003.1 pts6.3 pts
2,0002.2 pts4.4 pts
4,0001.5 pts3.1 pts

Responses per wave. Two independent waves of equal size, a percentage near 50%.

Use this image

Free to use in your docs, decks and posts under CC BY 4.0, as long as you credit Koji with a link to this page. To embed it, paste this into your page:

html
<a href="https://www.koji.so/visuals/minimum-detectable-effect-vs-margin-of-error-by-sample-size"><img src="https://www.koji.so/visuals/minimum-detectable-effect-vs-margin-of-error-by-sample-size/minimum-detectable-effect-vs-margin-of-error-by-sample-size.png" alt="Column chart comparing margin of error with minimum detectable change by responses per wave: at 400 responses, 4.9 points against 9.9 points." width="1200" height="793" /></a>
<p>Source: <a href="https://www.koji.so/visuals/minimum-detectable-effect-vs-margin-of-error-by-sample-size">Minimum detectable change vs margin of error</a>, Koji</p>