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Selected:Shape-First ModelingARID (Active Reviews for Intermediate Designs)NeOn MethodologyProperty Graph Schema Design
| Criterion | ![]() Knowledge Modeling Shape-First Modeling | ![]() Architecture ARID (Active Reviews for Intermediate Designs) | ![]() Knowledge Modeling NeOn Methodology | ![]() Knowledge Modeling Property Graph Schema Design |
|---|---|---|---|---|
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. | 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. | 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. | 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. |
Complexitydifferent | Medium | Medium | High | Medium |
Timedifferent | Halber Tag pro Domain Slice | 2–4 h review as a planning range; preparation and evaluation additional | Mehrere Wochen bis Monate | 4-8 h initial, dann iterativ |
Participantsdifferent | 1-4 | Designers, developers as users, and facilitation | 2-10 | 1-6 |
Formatsame | Workshop + async | Workshop + async | Workshop + async | Workshop + async |
Outputdifferent | SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape Documentation | Prioritized development tasks, Jointly produced code or pseudocode, Observed difficulties and open design questions, Proposed design revisions | Ontology Requirements Specification, Reuse Plan, Ontology Modules, Evaluation Report | Schema Diagram, Node and Relationship Catalog, Index Plan, Migration Scripts, Sample Queries |
Tagsno overlap | Knowledge graphValidationSemantic | ArchitectureEngineeringFeedbackValidationTasks | OntologyMethodologyReuseSemanticEngineering | Knowledge graphModelingSemantic |



