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| Criterion |  UX Research Surveys |  Growth A/B Testing |  Product Discovery Learning Card |
|---|---|---|---|
Purposedifferent | When a topic needs to be validated broadly and many people can answer the same question, surveys gather structured feedback in a scalable form. Answers become comparable and segmentable instead of remaining merely anecdotal. | When two variants compete, discussions quickly decide by taste rather than effect. A/B Testing checks behavior under controlled conditions and separates real improvement from chance or expectation effects. | The Learning Card connects traceable test results to a reasoned next action while keeping the limits of the insight visible. |
Complexitydifferent | Medium | High | Low |
Timedifferent | 3-14 Tage | 1-4 Wochen | 25-40 min |
Participantsdifferent | 50+ | 1-6 | 1-5 |
Formatdifferent | Async | Async | Workshop + async |
Outputdifferent | Survey Results, Charts, Segment Insights | Experiment results, Decision log, Learning summary | Learning Card with evidence and next action |
Tags1 shared | QuantitativeResearchValidation | ExperimentsGrowthAnalyticsValidation | ExperimentsValidationDiscoveryLearning |
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