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Selected:Shape-First ModelingDelphi MethodARID (Active Reviews for Intermediate Designs)NeOn Methodology
| Criterion |  Knowledge Modeling Shape-First Modeling |  Decision Making Delphi Method |  Architecture ARID (Active Reviews for Intermediate Designs) |  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 knowledge is distributed and direct dominance should be avoided, groups quickly fall under the sway of their opinion leaders. The Delphi Method gathers assessments iteratively and gradually brings expert judgments closer 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. | 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 | High | Medium | High |
Timedifferent | Halber Tag pro Domain Slice | 1-4 Wochen | 2–4 h review as a planning range; preparation and evaluation additional | Mehrere Wochen bis Monate |
Participantsdifferent | 1-4 | 6-30 Experten | Designers, developers as users, and facilitation | 2-10 |
Formatdifferent | Workshop + async | Async | Workshop + async | Workshop + async |
Outputdifferent | SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape Documentation | Expert Forecast, Consensus Range, Assumption Notes | 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 |
Tagsno overlap | Knowledge graphValidationSemantic | ForecastingExpertsDecisionStrategy | ArchitectureEngineeringFeedbackValidationTasks | OntologyMethodologyReuseSemanticEngineering |