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| Criterion |  Growth A/B Testing |  Business Strategy Ansoff Matrix |  Decision Making Cynefin Workshop |  Decision Making Argument 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. | The Ansoff Matrix organizes growth options by market and product relation. It helps weigh expansion, diversification, and adaptation cleanly against each other. | 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 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. |
Complexitydifferent | High | Low | Medium | Medium |
Timedifferent | 1-4 Wochen | 45-90 min | 60-180 min | 1-3 h |
Participantsdifferent | 1-6 | 2-8 | 4-20 | 1-8 |
Formatdifferent | Async | Workshop + async | Workshop | Workshop + async |
Outputdifferent | Experiment results, Decision log, Learning summary | Ansoff Matrix, Growth Options, Risk Notes | Cynefin Map, Domain-specific Actions, Sensemaking Notes | Argument Map, Evidence Gaps, Decision Rationale |
Tagsno overlap | ExperimentsGrowthAnalyticsValidation | GrowthStrategyMarketPortfolio | ComplexitySensemakingDecision | SensemakingDecisionRationale |