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| Criterion |  Growth A/B Testing |  Growth Funnel Analysis |  Team Design Team Topologies Interaction Modes |  Team Design Spotify Model Mapping |
|---|---|---|---|---|
Purposedifferent | 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 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 teams collaborate repeatedly, it describes the right interaction mode for each interface between them. It clarifies responsibility, interaction, and load between teams. The result is captured as an interaction heat map and pairwise agreements. | 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. |
Complexitydifferent | High | Medium | Medium | Medium |
Timedifferent | 1-4 Wochen | 1-3 h | Half day | 90-180 min |
Participantsdifferent | 1-6 | 1-5 | Team-Leads plus Architecture | 5-15 |
Formatdifferent | Async | Async | Workshop | Workshop |
Outputdifferent | Experiment results, Decision log, Learning summary | Funnel report, Drop-off analysis, Optimization hypotheses | Interaction Heat Map, Agreements per Pair | Spotify Model Map, Action List |
Tagsno overlap | ExperimentsGrowthAnalyticsValidation | AnalyticsConversionGrowth | TeamAlignmentCollaborationOrganization | TeamOrganizationAlignmentDiagnosis |