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| Criterion |  Operations Change Analysis |  Growth Growth Experiment |  Growth Pirate Metrics AARRR |
|---|---|---|---|
Purposedifferent | For a deviation after a change, the method isolates the influence of the altered condition. It narrows down which differences are relevant and which are just accompanying noise. | 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. | 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. |
Complexitysame | Medium | Medium | Medium |
Timedifferent | 45-120 min | 1-2 Wochen | 1-2 h Setup, laufend |
Participantsdifferent | 2-6 | 1-6 | 2-8 |
Formatsame | Workshop + async | Workshop + async | Workshop + async |
Outputdifferent | Change Matrix, Cause Hypotheses, Validation Questions, Action List | Experiment card, Result summary, Next bet | AARRR funnel, Metric baseline, Experiment backlog |
Tagsno overlap | ChangeRoot causeTroubleshootingComparison | MarketingGrowthExperimentsLearning | GrowthMetricsExperiments |
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