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| Criterion |  Decision Making Cynefin Workshop |  Growth A/B Testing |  Product Discovery Assumption Mapping |  Decision Making Assumption Surfacing |
|---|---|---|---|---|
Purposedifferent | When problems are unclear, chaotic, or only seemingly familiar, standard recipes fall short. A Cynefin Workshop sorts situations by the nature of their problem and connects them with matching action logic. | 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 assumptions still sit unordered in the room, it weighs uncertainty against leverage. It makes visible which hypotheses should be checked first. | Plans often contain assumptions that were never openly stated and remain dangerous precisely because of that. Assumption Surfacing makes these silent premises visible and prioritizes which of them carry the initiative or could sink it. |
Complexitydifferent | Medium | High | Medium | Low |
Timedifferent | 60-180 min | 1-4 Wochen | 45-60 min | 45-90 min |
Participantsdifferent | 4-20 | 1-6 | 2-8 | 2-8 |
Formatdifferent | Workshop | Async | Workshop + async | Workshop + async |
Outputdifferent | Cynefin Map, Domain-specific Actions, Sensemaking Notes | Experiment results, Decision log, Learning summary | Assumption map, Test backlog, Risk ranking | Assumption List, Critical Assumptions, Learning Plan |
Tagsno overlap | ComplexitySensemakingDecision | ExperimentsGrowthAnalyticsValidation | AssumptionsRiskExperimentsValidation | AssumptionsRiskDecisionDiscovery |