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Selected:Ontology Design PatternsProperty Graph Schema DesignARID (Active Reviews for Intermediate Designs)Shape-First Modeling
| Criterion |  Knowledge Modeling Ontology Design Patterns |  Knowledge Modeling Property Graph Schema Design |  Architecture ARID (Active Reviews for Intermediate Designs) |  Knowledge Modeling Shape-First Modeling |
|---|---|---|---|---|
Purposedifferent | Ontology Design Patterns provide reusable building blocks for recurring modeling problems. The method brings structure to the search for clean concepts, relationships, and roles. | Property Graph Schema Design turns business and technical requirements into a robust graph schema. It fits when query patterns, constraints, and migrations need to be thought about together. | ARID examines how well developers can work with a technical design. It focuses on a part of the system that can still be revised, between the architecture overview and the detailed specification. | 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. |
Complexitysame | Medium | Medium | Medium | Medium |
Timedifferent | 1-3 h pro Pattern | 4-8 h initial, dann iterativ | 2–4 h review as a planning range; preparation and evaluation additional | Halber Tag pro Domain Slice |
Participantsdifferent | 1-6 | 1-6 | Designers, developers as users, and facilitation | 1-4 |
Formatsame | Workshop + async | Workshop + async | Workshop + async | Workshop + async |
Outputdifferent | Selected Patterns, Adapted Schema Fragments, Pattern Documentation | Schema Diagram, Node and Relationship Catalog, Index Plan, Migration Scripts, Sample Queries | Prioritized development tasks, Jointly produced code or pseudocode, Observed difficulties and open design questions, Proposed design revisions | SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape Documentation |
Tagsno overlap | OntologyPatternsReuseSemanticModeling | Knowledge graphModelingSemantic | ArchitectureEngineeringFeedbackValidationTasks | Knowledge graphValidationSemantic |