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| Criterion |  Growth North Star Metric |  Operations Change Analysis |  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. | For a deviation after a change, the method isolates the influence of the altered condition. It narrows down which differences are relevant and which are just accompanying noise. | 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 | 45-120 min | 1-3 h | 90-180 min |
Participantsdifferent | 3-8 | 2-6 | 1-5 | 3-6 |
Formatdifferent | Workshop + async | Workshop + async | Async | Workshop |
Outputdifferent | North Star metric, Input metric tree, Measurement cadence | Change Matrix, Cause Hypotheses, Validation Questions, Action List | Funnel report, Drop-off analysis, Optimization hypotheses | GQM Table, Metric Profiles |
Tagsno overlap | GrowthMetricsAlignmentRetention | ChangeRoot causeTroubleshootingComparison | AnalyticsConversionGrowth | MetricsMeasurementEngineeringAlignment |