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| Criterion |  Knowledge Modeling Shape-First Modeling |  Delivery RAID Log |  Growth A/B Testing |
|---|---|---|---|
Purposedifferent | 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. | Helps clarify scope, sequence, and delivery flow in concrete terms. It makes work, boundaries, and order steerable. The result is captured as a RAID Log and a source for status reporting. | 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 | Medium | Low | High |
Timedifferent | Halber Tag pro Domain Slice | 30 min Setup, dann laufend | 1-4 Wochen |
Participantsdifferent | 1-4 | 1-3 maintaining, briefing for everyone | 1-6 |
Formatdifferent | Workshop + async | Async | Async |
Outputdifferent | SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape Documentation | RAID Log, Status Report Source | Experiment results, Decision log, Learning summary |
Tagsno overlap | Knowledge graphValidationSemantic | RiskTrackingStakeholdersGovernance | ExperimentsGrowthAnalyticsValidation |
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Methods with strong topical overlap with the current selection, not yet in the comparison.
