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| Criterion |  Decision Making Red Teaming |  Systems Thinking Soft Systems Methodology |  Growth A/B Testing |  Product Discovery Assumption Mapping |
|---|---|---|---|---|
Purposedifferent | For strategic decisions with high reach, agreement and gut feeling are often not enough. Red teaming brings deliberate opposition into the situation and tests where a plan breaks under real counterarguments. | Soft Systems Methodology helps explore unclear or politically charged problems systematically. Instead of forcing a quick answer, the method builds a shared understanding of perspectives and room for action. | 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. |
Complexitydifferent | High | High | High | Medium |
Timedifferent | 1-4 h | 0.5-3 Tage | 1-4 Wochen | 45-60 min |
Participantsdifferent | 3-8 | 5-15 | 1-6 | 2-8 |
Formatdifferent | Workshop | Workshop | Async | Workshop + async |
Outputdifferent | Challenge Findings, Risk Register, Mitigation Plan | Rich Picture, Root Definitions, Conceptual Models, Change Agenda | Experiment results, Decision log, Learning summary | Assumption map, Test backlog, Risk ranking |
Tagsno overlap | RiskDecisionSensemaking | Soft systemsComplexitySensemakingSystems thinking | ExperimentsGrowthAnalyticsValidation | AssumptionsRiskExperimentsValidation |