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| Criterion |  Growth A/B Testing |  Growth Pirate Metrics AARRR |  Business Strategy Balanced Scorecard |  Product Strategy Counter Metrics |
|---|---|---|---|---|
Purposedifferent | 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. | 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. | Balanced Scorecard translates strategy into a few interconnected perspectives and metrics. It holds impact, steering, and learning together in daily work instead of narrowing strategy down to financial figures. | 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. |
Complexitydifferent | High | Medium | High | Low |
Timedifferent | 1-4 Wochen | 1-2 h Setup, laufend | Halber Tag bis mehrere Wochen | 30-60 min |
Participantsdifferent | 1-6 | 2-8 | 4-12 | 2-6 |
Formatdifferent | Async | Workshop + async | Workshop + async | Workshop + async |
Outputdifferent | Experiment results, Decision log, Learning summary | AARRR funnel, Metric baseline, Experiment backlog | Balanced Scorecard, Strategic Measures, Initiative Map | Counter Metric List, Guardrail Definitions |
Tagsno overlap | ExperimentsGrowthAnalyticsValidation | GrowthMetricsExperiments | StrategyMetricsExecution | MetricsMeasurementStrategyExperiments |