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| Criterion |  Growth Pirate Metrics AARRR |  UX Research HEART Framework |  Engineering Goal Question Metric |  Product Strategy Counter Metrics |
|---|---|---|---|---|
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. | Helps clarify observations, needs, and patterns in concrete terms. It groups observations into patterns, questions, and decisions. The result is captured as a HEART-GSM table and dashboard. | Helps clarify technical problems, hypotheses, and next steps in concrete terms. It breaks a technical problem into testable parts. The result is captured as a GQM table and metric briefs. | 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 | Medium | Medium | Medium | Low |
Timedifferent | 1-2 h Setup, laufend | 120 min initial, dann laufend | 90-180 min | 30-60 min |
Participantsdifferent | 2-8 | 3-6 | 3-6 | 2-6 |
Formatdifferent | Workshop + async | Workshop + async | Workshop | Workshop + async |
Outputdifferent | AARRR funnel, Metric baseline, Experiment backlog | HEART-GSM Table, Dashboard | GQM Table, Metric Profiles | Counter Metric List, Guardrail Definitions |
Tags1 shared | GrowthMetricsExperiments | MetricsUX researchMeasurementSatisfaction | MetricsMeasurementEngineeringAlignment | MetricsMeasurementStrategyExperiments |