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| Criterion |  Operations After-Action Review |  Growth Pirate Metrics AARRR |  Product Discovery Learning Card |  Growth A/B Testing |
|---|---|---|---|---|
Purposedifferent | After missions or project phases with unclear outcomes, the method makes visible what actually happened and what can be learned from it. It separates course, effect, and causes so experience turns into solid improvement. | 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 Learning Card connects traceable test results to a reasoned next action while keeping the limits of the insight visible. | 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. |
Complexitydifferent | Low | Medium | Low | High |
Timedifferent | 20-45 min | 1-2 h Setup, laufend | 25-40 min | 1-4 Wochen |
Participantsdifferent | 3-12 | 2-8 | 1-5 | 1-6 |
Formatdifferent | Workshop + async | Workshop + async | Workshop + async | Async |
Outputdifferent | Lessons learned, Action items, Event summary | AARRR funnel, Metric baseline, Experiment backlog | Learning Card with evidence and next action | Experiment results, Decision log, Learning summary |
Tagsno overlap | LearningOperationsImprovement | GrowthMetricsExperiments | ExperimentsValidationDiscoveryLearning | ExperimentsGrowthAnalyticsValidation |