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| Criterion |  Growth A/B Testing |  Decision Making Decision Rights Mapping |  Product Strategy Counter Metrics |  Product Strategy KPI Tree |
|---|---|---|---|---|
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 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. | 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. | When metrics across the organization drift apart, it arranges drivers and effects under one shared logic. It connects customer value, product logic, and decision priorities. The result is captured as a KPI tree and owner list. |
Complexitydifferent | High | Medium | Low | Medium |
Timedifferent | 1-4 Wochen | 90-180 min | 30-60 min | 90-180 min initial, dann laufend |
Participantsdifferent | 1-6 | 4-12 | 2-6 | 3-8 |
Formatdifferent | Async | Workshop | Workshop + async | Workshop + async |
Outputdifferent | Experiment results, Decision log, Learning summary | Decision Rights Matrix, Agreement | Counter Metric List, Guardrail Definitions | KPI Tree, Owner List |
Tagsno overlap | ExperimentsGrowthAnalyticsValidation | DecisionGovernanceAlignmentResponsibility | MetricsMeasurementStrategyExperiments | MetricsStrategyAlignmentMeasurement |