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| Criterion |  Facilitation Expectation Mapping |  Growth A/B Testing |  Facilitation Stakeholder Mapping |  Product Discovery Smoke Test |
|---|---|---|---|---|
Purposedifferent | When roles, interfaces, or projects fail because of differing expectations, Expectation Mapping surfaces these differences. It shows what each side takes for granted and where the pictures diverge. | 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 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. | When demand only needs to be roughly verified, it tests interest with minimal effort. It measures whether people would take a next step at all. |
Complexitydifferent | Low | High | Low | Low |
Timedifferent | 45-90 min | 1-4 Wochen | 60–90 min | 1-5 Tage |
Participantsdifferent | 3-12 | 1-6 | 2-8 | Nutzertraffic |
Formatdifferent | Workshop | Async | Workshop + async | Async |
Outputdifferent | Expectation Map, Alignment Notes, Agreements | Experiment results, Decision log, Learning summary | Stakeholder Map, Engagement Plan, Risk Notes | Interest Metrics, Conversion Signal, Learning Note |
Tagsno overlap | AlignmentStakeholdersTeam | ExperimentsGrowthAnalyticsValidation | StakeholdersAlignmentFacilitationChange | ValidationExperimentsDemandGrowth |