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| Criterion |  Growth Pirate Metrics AARRR |  Growth Growth Experiment |  Product Strategy Counter Metrics |  Growth A/B Testing |
|---|---|---|---|---|
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. | When a headline metric could mask side effects, it adds guardrail signals against unwanted outcomes. It connects customer value, product logic, and decision priorities. The result is captured as a counter-metric list and guardrail definitions. | 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 | Medium | Medium | Low | High |
Timedifferent | 1-2 h Setup, laufend | 1-2 Wochen | 30-60 min | 1-4 Wochen |
Participantsdifferent | 2-8 | 1-6 | 2-6 | 1-6 |
Formatdifferent | Workshop + async | Workshop + async | Workshop + async | Async |
Outputdifferent | AARRR funnel, Metric baseline, Experiment backlog | Experiment card, Result summary, Next bet | Counter Metric List, Guardrail Definitions | Experiment results, Decision log, Learning summary |
Tags1 shared | GrowthMetricsExperiments | MarketingGrowthExperimentsLearning | MetricsMeasurementStrategyExperiments | ExperimentsGrowthAnalyticsValidation |