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| Criterion |  Growth A/B Testing |  Business Strategy McKinsey 7S |  Facilitation Stakeholder 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. | McKinsey 7S checks whether Strategy, Structure, Systems, Shared Values, Skills, Style, and Staff fit together. Organizational misalignments become visible across multiple levers as a result. | When an initiative depends on many people, interests, and power dynamics, Stakeholder Mapping systematically orders the environment. It shows who influences, who is affected, and where relationship management or safeguarding matters first. |
Complexitydifferent | High | Medium | Low |
Timedifferent | 1-4 Wochen | 2-4 h | 60–90 min |
Participantsdifferent | 1-6 | 3-12 | 2-8 |
Formatdifferent | Async | Workshop | Workshop + async |
Outputdifferent | Experiment results, Decision log, Learning summary | 7S Assessment, Alignment Gaps, Change Actions | Stakeholder Map, Engagement Plan, Risk Notes |
Tagsno overlap | ExperimentsGrowthAnalyticsValidation | OrganizationStrategyAlignmentChange | StakeholdersAlignmentFacilitationChange |
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