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| Criterion |  Systems Thinking Polarity Mapping |  Growth A/B Testing |  Product Discovery Learning Card |
|---|---|---|---|
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. | 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 Learning Card connects traceable test results to a reasoned next action while keeping the limits of the insight visible. |
Complexitydifferent | Medium | High | Low |
Timedifferent | 1-2 h | 1-4 Wochen | 25-40 min |
Participantsdifferent | 3-12 | 1-6 | 1-5 |
Formatdifferent | Workshop | Async | Workshop + async |
Outputdifferent | Polarity Map, Warning Signs, Balance Actions | Experiment results, Decision log, Learning summary | Learning Card with evidence and next action |
Tagsno overlap | Systems thinkingTradeoffsLeadership | ExperimentsGrowthAnalyticsValidation | ExperimentsValidationDiscoveryLearning |
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