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| Criterion |  Systems Thinking Polarity Mapping |  Systems Thinking Soft Systems Methodology |  Growth A/B Testing |  Product Discovery Experiment Canvas |
|---|---|---|---|---|
Purposedifferent | 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. | 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 experiments become unreadable after the fact, it arranges hypothesis, signal, and learning goal on a single canvas. It separates problem, assumption, solution, and evidence. The result is captured as a Completed Experiment Canvas and a Success Metric. |
Complexitydifferent | Medium | High | High | Low |
Timedifferent | 1-2 h | 0.5-3 Tage | 1-4 Wochen | 30-60 min |
Participantsdifferent | 3-12 | 5-15 | 1-6 | 1-5 |
Formatdifferent | Workshop | Workshop | Async | Workshop + async |
Outputdifferent | Polarity Map, Warning Signs, Balance Actions | Rich Picture, Root Definitions, Conceptual Models, Change Agenda | Experiment results, Decision log, Learning summary | Completed Experiment Canvas, Success Metric |
Tagsno overlap | Systems thinkingTradeoffsLeadership | Soft systemsComplexitySensemakingSystems thinking | ExperimentsGrowthAnalyticsValidation | ExperimentsValidationDiscoveryHypothesis |