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| Criterion |  Growth Growth Experiment |  Knowledge Modeling IBIS |  Decision Making Cynefin Workshop |  Growth A/B Testing |
|---|---|---|---|---|
Purposedifferent | When growth ideas surface quickly, the temptation to build immediately instead of learning is high. A Growth Experiment frames an assumption so target group, lever, and measurement are clear before the first deployment. | IBIS structures thinking about complex questions as a sequence of issues, ideas, and arguments. The method keeps discussions open without forcing them into premature consensus. | 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. |
Complexitydifferent | Medium | Medium | Medium | High |
Timedifferent | 1-2 Wochen | 1-3 h | 60-180 min | 1-4 Wochen |
Participantsdifferent | 1-6 | 2-8 | 4-20 | 1-6 |
Formatdifferent | Workshop + async | Workshop + async | Workshop | Async |
Outputdifferent | Experiment card, Result summary, Next bet | Issue Map, Positions, Argument Notes | Cynefin Map, Domain-specific Actions, Sensemaking Notes | Experiment results, Decision log, Learning summary |
Tagsno overlap | MarketingGrowthExperimentsLearning | RationaleKnowledgeDecision | ComplexitySensemakingDecision | ExperimentsGrowthAnalyticsValidation |