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| Criterion |  Knowledge Modeling Competency Questions |  Engineering Golden Path |  Knowledge Modeling Shape-First Modeling |  Knowledge Modeling Linked Open Terms |
|---|---|---|---|---|
Purposedifferent | Competency Questions translate a domain model into concrete questions that it must be able to answer. The method keeps the model's scope clean and prevents pretty but useless structures. | 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. | 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. | Linked Open Terms connects terminology work with linked-data thinking and makes terminology technically connectable. Vocabulary, meanings, and references can thereby be maintained consistently. |
Complexitysame | Medium | Medium | Medium | Medium |
Timedifferent | 2-4 h | 1-3 Tage Setup, laufend | Halber Tag pro Domain Slice | Wochen bis Monate |
Participantsdifferent | 2-8 | 2-8 | 1-4 | 2-8 |
Formatsame | Workshop + async | Workshop + async | Workshop + async | Workshop + async |
Outputdifferent | Competency Question Set, Required Concepts, Test Queries, Coverage Matrix | Golden Path Guide, Templates, Quality Checks | SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape Documentation | Ontology Requirements, Conceptual Model, Published Ontology, Documentation, Maintenance Plan |
Tagsno overlap | OntologyKnowledge graphScopeRequirementsSemantic | EngineeringProductivityGovernance | Knowledge graphValidationSemantic | OntologyMethodologyAgileSemantic |