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Reference table

Stopping rules by study type

Table of what to pre-specify for four study types, from surveys to continuous discovery, and when each should stop early for success or for futility.
Write the futility stop down too. It's the one product teams almost never use, and it saves the most time.

A planning table for stopping rules in product and UX research. For surveys, concept tests, qualitative discovery and continuous discovery programmes it lists what to fix before fielding, when to stop early because the answer is clear, and when to stop because the study cannot reach a useful answer. Put the rule in the research brief before the first response arrives, so any interim look is a planned one.

Where this appears

What's in this reference table

Study typePre-specify thisEfficacy stopFutility stop
Survey with a primary metricTarget n, look schedule, boundary familyResult crosses the early boundaryConfidence interval already excludes the effect you would act on
Concept test across variantsPrimary variant comparison, look scheduleOne variant wins decisively at the interim lookNo variant separates from control by the midpoint
Qualitative discoveryCodebook, new-code rule, floor and ceilingThree consecutive interviews add no new codeCeiling reached. Write up what you have
Continuous discovery programmeReview cadence, the decision the research feedsThe decision it informs has been madeThe decision was cancelled or made without it

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<p>Source: <a href="https://www.koji.so/visuals/stopping-rules-by-study-type-table">Stopping rules by study type</a>, Koji</p>