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| Criterion |  Knowledge Modeling Shape-First Modeling |  Facilitation Alignment Mapping |
|---|---|---|
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. | When several people work toward one goal but hold different mental maps, Alignment Mapping makes the discrepancies visible. It arranges goals, assumptions, and priorities so shared direction becomes verifiable. |
Complexitysame | Medium | Medium |
Timedifferent | Halber Tag pro Domain Slice | 1-2 h |
Participantsdifferent | 1-4 | 4-12 |
Formatdifferent | Workshop + async | Workshop |
Outputdifferent | SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape Documentation | Alignment Map, Open Issues, Decision Questions |
Tagsno overlap | Knowledge graphValidationSemantic | AlignmentStakeholdersStrategyFacilitation |
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