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| Criterion |  Team Design Spotify Model Mapping |  Growth A/B Testing |  Growth North Star Metric |
|---|---|---|---|
Purposedifferent | When a team landscape has grown without clear grouping, it maps roles and relationships onto the Spotify model. It clarifies responsibility, interaction, and load between teams. The result is captured as a Spotify model map and action list. | When two variants compete, discussions quickly decide by taste rather than effect. A/B Testing checks behavior under controlled conditions and separates real improvement from chance or expectation effects. | 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. |
Complexitydifferent | Medium | High | Medium |
Timedifferent | 90-180 min | 1-4 Wochen | 1-2 h |
Participantsdifferent | 5-15 | 1-6 | 3-8 |
Formatdifferent | Workshop | Async | Workshop + async |
Outputdifferent | Spotify Model Map, Action List | Experiment results, Decision log, Learning summary | North Star metric, Input metric tree, Measurement cadence |
Tagsno overlap | TeamOrganizationAlignmentDiagnosis | ExperimentsGrowthAnalyticsValidation | GrowthMetricsAlignmentRetention |
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