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| Criterion |  Growth A/B Testing |  Facilitation Nominal Group Technique |  Facilitation Stakeholder Mapping |
|---|---|---|---|
Purposedifferent | 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. | When an initiative depends on many people, interests, and power dynamics, Stakeholder Mapping systematically orders the environment. It shows who influences, who is affected, and where relationship management or safeguarding matters first. |
Complexitydifferent | High | Medium | Low |
Timedifferent | 1-4 Wochen | 60-120 min | 60–90 min |
Participantsdifferent | 1-6 | 5-12 | 2-8 |
Formatdifferent | Async | Workshop | Workshop + async |
Outputdifferent | Experiment results, Decision log, Learning summary | Ranked Ideas, Clarified Options, Group Priority | Stakeholder Map, Engagement Plan, Risk Notes |
Tagsno overlap | ExperimentsGrowthAnalyticsValidation | FacilitationPrioritizationVotingInclusion | StakeholdersAlignmentFacilitationChange |
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