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| Criterion |  Knowledge Modeling Shape-First Modeling |  Engineering Golden Path |  Architecture Architecture Decision Record |  Knowledge Modeling NeOn Methodology |
|---|---|---|---|---|
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 teams need a reliable default path for frequent use, sprawl quickly emerges without any guiding logic. Golden Path bundles the preferred path so good practice becomes easy and deviation becomes deliberate. | An ADR permanently records an architecture decision with context, trade-offs, and consequence. It creates continuity for later changes because the decision path stays traceable. | The NeOn Methodology structures ontology work as a controlled process with reuse, scenarios, and reviews. It is useful when ontologies should not emerge ad hoc but modularly and reusably. |
Complexitydifferent | Medium | Medium | Low | High |
Timedifferent | Halber Tag pro Domain Slice | 1-3 Tage Setup, laufend | 15-45 min | Mehrere Wochen bis Monate |
Participantsdifferent | 1-4 | 2-8 | 1-3 | 2-10 |
Formatdifferent | Workshop + async | Workshop + async | Async | Workshop + async |
Outputdifferent | SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape Documentation | Golden Path Guide, Templates, Quality Checks | ADR File, Decision Log, Rationale | Ontology Requirements Specification, Reuse Plan, Ontology Modules, Evaluation Report |
Tagsno overlap | Knowledge graphValidationSemantic | EngineeringProductivityGovernance | ArchitectureRationaleDocumentationGovernance | OntologyMethodologyReuseSemanticEngineering |