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| Criterion |  Growth A/B Testing |  Business Strategy Scenario Planning |  Decision Making Assumption Surfacing |
|---|---|---|---|
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. | Scenario Planning opens the view to several plausible futures instead of a single forecast. The method protects strategies from depending on too narrow an expected path. | 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 | High | High | Low |
Timedifferent | 1-4 Wochen | 0.5-2 Tage | 45-90 min |
Participantsdifferent | 1-6 | 4-12 | 2-8 |
Formatdifferent | Async | Workshop | Workshop + async |
Outputdifferent | Experiment results, Decision log, Learning summary | Scenario Set, Strategic Implications, Robust Options | Assumption List, Critical Assumptions, Learning Plan |
Tagsno overlap | ExperimentsGrowthAnalyticsValidation | StrategyUncertaintyPlanning | AssumptionsRiskDecisionDiscovery |
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