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| Criterion |  Growth North Star Metric |  Growth Funnel Analysis |  Product Strategy Counter Metrics |  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. | 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. | 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. | 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. |
Complexitydifferent | Medium | Medium | Low | Medium |
Timedifferent | 1-2 h | 1-3 h | 30-60 min | 90-180 min |
Participantsdifferent | 3-8 | 1-5 | 2-6 | 3-6 |
Formatdifferent | Workshop + async | Async | Workshop + async | Workshop |
Outputdifferent | North Star metric, Input metric tree, Measurement cadence | Funnel report, Drop-off analysis, Optimization hypotheses | Counter Metric List, Guardrail Definitions | GQM Table, Metric Profiles |
Tagsno overlap | GrowthMetricsAlignmentRetention | AnalyticsConversionGrowth | MetricsMeasurementStrategyExperiments | MetricsMeasurementEngineeringAlignment |