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| Criterion |  Growth North Star Metric |  UX Research HEART Framework |  Growth Funnel Analysis |  Engineering Goal Question Metric |
|---|---|---|---|---|
Purposedifferent | When product teams track many metrics, the view of the actual customer outcome easily gets lost. A North Star Metric bundles growth, usage, and value contribution into one signal that makes the system's direction visible. | 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. | When many visitors or users drop off along the way, the reason behind the number often stays hidden. Funnel Analysis exposes these transitions and makes visible exactly where the path collapses. | 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. |
Complexitysame | Medium | Medium | Medium | Medium |
Timedifferent | 1-2 h | 120 min initial, dann laufend | 1-3 h | 90-180 min |
Participantsdifferent | 3-8 | 3-6 | 1-5 | 3-6 |
Formatdifferent | Workshop + async | Workshop + async | Async | Workshop |
Outputdifferent | North Star metric, Input metric tree, Measurement cadence | HEART-GSM Table, Dashboard | Funnel report, Drop-off analysis, Optimization hypotheses | GQM Table, Metric Profiles |
Tagsno overlap | GrowthMetricsAlignmentRetention | MetricsUX researchMeasurementSatisfaction | AnalyticsConversionGrowth | MetricsMeasurementEngineeringAlignment |