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| Criterion | ![]() Growth Pirate Metrics AARRR | ![]() Growth Growth Experiment | ![]() Operations Learning Review | ![]() Agile 4Ls Retrospective |
|---|---|---|---|---|
Purposedifferent | 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. | When growth ideas surface quickly, the temptation to build immediately instead of learning is high. A Growth Experiment frames an assumption so target group, lever, and measurement are clear before the first deployment. | After a project phase with mixed results, the method makes learning from the individual case reusable. It connects events, decisions, and systemic conditions into robust insights. | When a sprint should not only be assessed but also learned from, it captures experience in clear learning categories. It records what worked, what's missing, and what should run differently next time. |
Complexitydifferent | Medium | Medium | Medium | Low |
Timedifferent | 1-2 h Setup, laufend | 1-2 Wochen | 1-3 h | 45–75 min |
Participantsdifferent | 2-8 | 1-6 | 3-10 | Team members involved |
Formatdifferent | Workshop + async | Workshop + async | Workshop | Workshop |
Outputdifferent | AARRR funnel, Metric baseline, Experiment backlog | Experiment card, Result summary, Next bet | Learning Review Notes, System Factors, Improvement Actions | 4Ls Board, Learning Themes, Improvement Actions |
Tagsno overlap | GrowthMetricsExperiments | MarketingGrowthExperimentsLearning | LearningRetrospectiveIncidentOperations | RetrospectiveLearningReflectionTeam |



