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| Criterion |  Agile Story Splitting |  Growth A/B Testing |  Business Strategy Ansoff Matrix |  Product Strategy Counter Metrics |
|---|---|---|---|---|
Purposedifferent | When a story becomes too large for a clean flow, it breaks scope down along value and risk. It shapes the work into a form that ships earlier and is easier to verify. | 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. | The Ansoff Matrix organizes growth options by market and product relation. It helps weigh expansion, diversification, and adaptation cleanly against each other. | 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 | Medium | High | Low | Low |
Timedifferent | 30-60 min | 1-4 Wochen | 45-90 min | 30-60 min |
Participantsdifferent | 2-6 | 1-6 | 2-8 | 2-6 |
Formatdifferent | Workshop + async | Async | Workshop + async | Workshop + async |
Outputdifferent | Smaller Stories, Acceptance Criteria, Split Rationale | Experiment results, Decision log, Learning summary | Ansoff Matrix, Growth Options, Risk Notes | Counter Metric List, Guardrail Definitions |
Tagsno overlap | BacklogIterationDelivery | ExperimentsGrowthAnalyticsValidation | GrowthStrategyMarketPortfolio | MetricsMeasurementStrategyExperiments |