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| Criterion |  Engineering Goal Question Metric |  Growth Funnel Analysis |  Facilitation Alignment Mapping |  Growth North Star Metric |
|---|---|---|---|---|
Purposedifferent | 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 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 several people work toward one goal but hold different mental maps, Alignment Mapping makes the discrepancies visible. It arranges goals, assumptions, and priorities so shared direction becomes verifiable. | 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. |
Complexitysame | Medium | Medium | Medium | Medium |
Timedifferent | 90-180 min | 1-3 h | 1-2 h | 1-2 h |
Participantsdifferent | 3-6 | 1-5 | 4-12 | 3-8 |
Formatdifferent | Workshop | Async | Workshop | Workshop + async |
Outputdifferent | GQM Table, Metric Profiles | Funnel report, Drop-off analysis, Optimization hypotheses | Alignment Map, Open Issues, Decision Questions | North Star metric, Input metric tree, Measurement cadence |
Tagsno overlap | MetricsMeasurementEngineeringAlignment | AnalyticsConversionGrowth | AlignmentStakeholdersStrategyFacilitation | GrowthMetricsAlignmentRetention |