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| Criterion |  Systems Thinking Soft Systems Methodology |  Systems Thinking Polarity Mapping |  Growth A/B Testing |  Product Discovery Smoke Test |
|---|---|---|---|---|
Purposedifferent | 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. | Polarity Mapping makes tensions between two opposing poles tangible, such as standardization and adaptation or control and autonomy. The method guards against making apparent either-or decisions prematurely. | 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 demand only needs to be roughly verified, it tests interest with minimal effort. It measures whether people would take a next step at all. |
Complexitydifferent | High | Medium | High | Low |
Timedifferent | 0.5-3 Tage | 1-2 h | 1-4 Wochen | 1-5 Tage |
Participantsdifferent | 5-15 | 3-12 | 1-6 | Nutzertraffic |
Formatdifferent | Workshop | Workshop | Async | Async |
Outputdifferent | Rich Picture, Root Definitions, Conceptual Models, Change Agenda | Polarity Map, Warning Signs, Balance Actions | Experiment results, Decision log, Learning summary | Interest Metrics, Conversion Signal, Learning Note |
Tagsno overlap | Soft systemsComplexitySensemakingSystems thinking | Systems thinkingTradeoffsLeadership | ExperimentsGrowthAnalyticsValidation | ValidationExperimentsDemandGrowth |