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| Criterion |  Decision Making Cynefin Workshop |  Product Discovery Assumption Mapping |  Decision Making Argument Mapping |  Growth A/B Testing |
|---|---|---|---|---|
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 assumptions still sit unordered in the room, it weighs uncertainty against leverage. It makes visible which hypotheses should be checked first. | When statements, evidence, and counterarguments get mixed up, a debate quickly loses its structure. Argument Mapping breaks a thesis down into its reasoning and makes visible what it really rests on. | 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 | Medium | Medium | High |
Timedifferent | 60-180 min | 45-60 min | 1-3 h | 1-4 Wochen |
Participantsdifferent | 4-20 | 2-8 | 1-8 | 1-6 |
Formatdifferent | Workshop | Workshop + async | Workshop + async | Async |
Outputdifferent | Cynefin Map, Domain-specific Actions, Sensemaking Notes | Assumption map, Test backlog, Risk ranking | Argument Map, Evidence Gaps, Decision Rationale | Experiment results, Decision log, Learning summary |
Tagsno overlap | ComplexitySensemakingDecision | AssumptionsRiskExperimentsValidation | SensemakingDecisionRationale | ExperimentsGrowthAnalyticsValidation |