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| Criterion |  Knowledge Modeling Shape-First Modeling |  Knowledge Modeling Ontology Design Patterns |  Decision Making Argument 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. | Ontology Design Patterns provide reusable building blocks for recurring modeling problems. The method brings structure to the search for clean concepts, relationships, and roles. | When statements, evidence, and counterarguments get mixed up, a debate quickly loses its structure. Argument Mapping breaks a thesis down into its reasoning and makes visible what it really rests on. |
Complexitysame | Medium | Medium | Medium |
Timedifferent | Halber Tag pro Domain Slice | 1-3 h pro Pattern | 1-3 h |
Participantsdifferent | 1-4 | 1-6 | 1-8 |
Formatsame | Workshop + async | Workshop + async | Workshop + async |
Outputdifferent | SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape Documentation | Selected Patterns, Adapted Schema Fragments, Pattern Documentation | Argument Map, Evidence Gaps, Decision Rationale |
Tagsno overlap | Knowledge graphValidationSemantic | OntologyPatternsReuseSemanticModeling | SensemakingDecisionRationale |
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