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| Criterion |  UX Research Surveys |  Facilitation Dot Voting |  Product Strategy ICE Scoring |  Growth A/B Testing |
|---|---|---|---|---|
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 ideas need sorting quickly, it condenses impact, confidence, and effort into one compact score. It connects customer value, product logic, and decision priorities. The result is captured as an ICE table and top-ideas list. | 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. |
Complexitydifferent | Medium | Low | Low | High |
Timedifferent | 3-14 Tage | 5-15 min | 30-60 min | 1-4 Wochen |
Participantsdifferent | 50+ | 3-20 | 2-8 | 1-6 |
Formatdifferent | Async | Workshop | Workshop + async | Async |
Outputdifferent | Survey Results, Charts, Segment Insights | Ranked list, Consensus signal, Shortlist | ICE Table, Top Idea List | Experiment results, Decision log, Learning summary |
Tagsno overlap | QuantitativeResearchValidation | FacilitationVotingConsensusPrioritization | PrioritizationScoringGrowthDecision | ExperimentsGrowthAnalyticsValidation |