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| Criterion |  Growth A/B Testing |  Business Strategy McKinsey 7S |  Product Strategy Counter Metrics |
|---|---|---|---|
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 a headline metric could mask side effects, it adds guardrail signals against unwanted outcomes. It connects customer value, product logic, and decision priorities. The result is captured as a counter-metric list and guardrail definitions. |
Complexitydifferent | High | Medium | Low |
Timedifferent | 1-4 Wochen | 2-4 h | 30-60 min |
Participantsdifferent | 1-6 | 3-12 | 2-6 |
Formatdifferent | Async | Workshop | Workshop + async |
Outputdifferent | Experiment results, Decision log, Learning summary | 7S Assessment, Alignment Gaps, Change Actions | Counter Metric List, Guardrail Definitions |
Tagsno overlap | ExperimentsGrowthAnalyticsValidation | OrganizationStrategyAlignmentChange | MetricsMeasurementStrategyExperiments |
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