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| Criterion |  Product Strategy RICE Scoring |  Growth Pirate Metrics AARRR |  Growth A/B Testing |  Product Strategy ICE Scoring |
|---|---|---|---|---|
Purposedifferent | When many initiatives compete for the same resources, it brings reach, impact, confidence, and effort into one shared ranking. It makes prioritization economically connectable. | 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 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. | When ideas need sorting quickly, it condenses impact, confidence, and effort into one compact score. It connects customer value, product logic, and decision priorities. The result is captured as an ICE table and top-ideas list. |
Complexitydifferent | Medium | Medium | High | Low |
Timedifferent | 60-90 min | 1-2 h Setup, laufend | 1-4 Wochen | 30-60 min |
Participantsdifferent | 2-10 | 2-8 | 1-6 | 2-8 |
Formatdifferent | Workshop + async | Workshop + async | Async | Workshop + async |
Outputdifferent | RICE Scores, Ranked List, Assumption Log | AARRR funnel, Metric baseline, Experiment backlog | Experiment results, Decision log, Learning summary | ICE Table, Top Idea List |
Tagsno overlap | PrioritizationScoringRoadmapTradeoffs | GrowthMetricsExperiments | ExperimentsGrowthAnalyticsValidation | PrioritizationScoringGrowthDecision |