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Explained › How many participants does a study need?

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How many participants does a study need?

Why five people is the famous answer, when it isn't, and how interviews use a different rule.

1There is no single right number of participants, because the answer depends on what kind of question a study is trying to answer. 2For finding usability problems, the well-known guidance is about five people per round: if a typical problem trips up roughly a third of users, five sessions give about an 84% chance of seeing it at least once. 3That maths only covers fairly common problems, so rare issues, several distinct user groups or a need for statistics change the picture, which is why card sorts call for about 15 people per group and quantitative studies at least 20. 4Interviews follow a different logic called saturation, where you keep talking to people until new conversations stop changing your main themes, and one widely cited study found its themes had settled by about 12 interviews. 5That is why many teams start with five or six interviews, analyse as they go, and keep recruiting only while new themes are still appearing. 6Whatever the number, who you talk to matters more than how many, because five convenient colleagues tell you far less than five people who really match your audience.

Chance of seeing a problem at least once as more people are tested: a common problem (31% of users) versus a rarer one (10%)Five people catch common problems, not rare onesChance of seeing a problem at least once, by number of people tested0%25%50%75%100%123456789101112people tested84% with 5 people41% with 5 peoplehits 31% of usershits 10% of users
Computed from the standard model: the chance of seeing a problem at least once is 1 − (1 − p)ⁿ. With five people, a problem that affects 31% of users shows up 84% of the time; one that affects 10% shows up only 41% of the time.
Rules of thumb for how many participants different research methods needThe method sets the numberRules of thumb from usability research, not lawsA usability test roundabout 5 peopleInterviews (one classic study)themes settled by about 12Card sort, per user groupat least 15Quantitative usabilityat least 20Eye-tracking heatmapsabout 39010203040
Typical numbers recommended by Nielsen Norman Group for different methods, plus the classic interview-saturation result (Guest, Bunce and Johnson, 2006). Several user groups multiply these numbers.
Flowchart: start with five or six interviews, analyse as you go, and keep recruiting only while new themes appear Stop when the themes stop changingSaturation, as a loopTalk to 5–6well-matched peopleAnalyse asyou goNew themesstill appearing?noStop:saturatedyesrecruit a few more, then analyse again
For interviews, set a range rather than a fixed number, and stop early if the themes settle.

Key terms

Saturation
The point at which new interviews stop adding new themes.
Usability problem
Anything in a design that makes people slow down, make mistakes or give up.
Round
One small batch of sessions, followed by fixes, before the next batch.

What we read to write this

Our own explanation and drawings, written with AI assistance after reading the sources above. No text or images were copied. Published 2026-10-18.

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