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| Criterion |  Growth A/B Testing |  Systems Thinking Leverage Points |  Growth Pirate Metrics AARRR |  Business Strategy Ansoff Matrix |
|---|---|---|---|---|
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. | Leverage Points show exactly where interventions in a system produce a disproportionate effect. It draws relationships, patterns, and feedback loops. The result is captured as a leverage map and action strategy. | For products with complex usage paths, overall growth alone is too coarse to reveal bottlenecks. Pirate Metrics breaks the relationship with the product into consecutive stages and shows where the funnel actually leaks. | The Ansoff Matrix organizes growth options by market and product relation. It helps weigh expansion, diversification, and adaptation cleanly against each other. |
Complexitydifferent | High | High | Medium | Low |
Timedifferent | 1-4 Wochen | Half day | 1-2 h Setup, laufend | 45-90 min |
Participantsdifferent | 1-6 | 3-12 | 2-8 | 2-8 |
Formatdifferent | Async | Workshop | Workshop + async | Workshop + async |
Outputdifferent | Experiment results, Decision log, Learning summary | Leverage Map, Action Strategy | AARRR funnel, Metric baseline, Experiment backlog | Ansoff Matrix, Growth Options, Risk Notes |
Tagsno overlap | ExperimentsGrowthAnalyticsValidation | Systems thinkingChangeStrategy | GrowthMetricsExperiments | GrowthStrategyMarketPortfolio |