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| Criterion |  Growth A/B Testing |  Decision Making RAPID |  Growth Funnel Analysis |  Decision Making Decision Rights 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. | In complex management decisions, clarity is often missing about who recommends, who agrees, and who makes the decision. RAPID creates this assignment and stabilizes decisions across several levels. | 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. | In organizations with many stakeholders, it often blurs who actually decides and who is merely consulted. It separates options, evaluation criteria, and open risks. The result is captured as a Decision Rights matrix and an agreement. |
Complexitydifferent | High | Medium | Medium | Medium |
Timedifferent | 1-4 Wochen | 45-90 min | 1-3 h | 90-180 min |
Participantsdifferent | 1-6 | 3-12 | 1-5 | 4-12 |
Formatdifferent | Async | Workshop + async | Async | Workshop |
Outputdifferent | Experiment results, Decision log, Learning summary | RAPID Role Map, Recommendation, Decision Log | Funnel report, Drop-off analysis, Optimization hypotheses | Decision Rights Matrix, Agreement |
Tagsno overlap | ExperimentsGrowthAnalyticsValidation | DecisionRolesGovernance | AnalyticsConversionGrowth | DecisionGovernanceAlignmentResponsibility |