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| Criterion |  UX Research Surveys |  Facilitation Dot Voting |  Growth A/B Testing |  Facilitation Nominal Group Technique |
|---|---|---|---|---|
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 a workshop has produced too many options and the group needs to condense quickly, dot voting makes preferences visible in a short time. It bundles individual votes into a solid signal for the next selection. | 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. | When loud voices could dominate a round, Nominal Group Technique protects individual thinking time from group effects. It collects ideas separately first and only then enables shared weighting. |
Complexitydifferent | Medium | Low | High | Medium |
Timedifferent | 3-14 Tage | 5-15 min | 1-4 Wochen | 60-120 min |
Participantsdifferent | 50+ | 3-20 | 1-6 | 5-12 |
Formatdifferent | Async | Workshop | Async | Workshop |
Outputdifferent | Survey Results, Charts, Segment Insights | Ranked list, Consensus signal, Shortlist | Experiment results, Decision log, Learning summary | Ranked Ideas, Clarified Options, Group Priority |
Tagsno overlap | QuantitativeResearchValidation | FacilitationVotingConsensusPrioritization | ExperimentsGrowthAnalyticsValidation | FacilitationPrioritizationVotingInclusion |