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| Criterion |  Business Strategy Ansoff Matrix |  Knowledge Modeling Shape-First Modeling |  Growth A/B Testing |
|---|---|---|---|
Purposedifferent | The Ansoff Matrix organizes growth options by market and product relation. It helps weigh expansion, diversification, and adaptation cleanly against each other. | Shape-First Modeling defines data quality through shapes before implementation or integration frays at the edges. The approach fits when validation and data contracts should be part of the design from the start. | 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. |
Complexitydifferent | Low | Medium | High |
Timedifferent | 45-90 min | Halber Tag pro Domain Slice | 1-4 Wochen |
Participantsdifferent | 2-8 | 1-4 | 1-6 |
Formatdifferent | Workshop + async | Workshop + async | Async |
Outputdifferent | Ansoff Matrix, Growth Options, Risk Notes | SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape Documentation | Experiment results, Decision log, Learning summary |
Tagsno overlap | GrowthStrategyMarketPortfolio | Knowledge graphValidationSemantic | ExperimentsGrowthAnalyticsValidation |
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