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| Criterion |  Knowledge Modeling NeOn Methodology |  Knowledge Modeling Shape-First Modeling |  Business Strategy 5-Minuten VC-Check |  Knowledge Modeling Competency Questions |
|---|---|---|---|---|
Purposedifferent | 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. | 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. | The 5-Minute VC Check clarifies opportunities and strategic options at the earliest idea stage. It compares problem quality, customer willingness to pay, alternatives, differentiation, and market potential, and captures the result as a VC-check note, go/sharpen/park decision, and risk list. | 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. |
Complexitydifferent | High | Medium | Low | Medium |
Timedifferent | Mehrere Wochen bis Monate | Halber Tag pro Domain Slice | 5-15 min | 2-4 h |
Participantsdifferent | 2-10 | 1-4 | 1-5 | 2-8 |
Formatsame | Workshop + async | Workshop + async | Workshop + async | Workshop + async |
Outputdifferent | Ontology Requirements Specification, Reuse Plan, Ontology Modules, Evaluation Report | SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape Documentation | VC-check note, Go/sharpen/park decision, Risk and assumption list, Next validation step | Competency Question Set, Required Concepts, Test Queries, Coverage Matrix |
Tagsno overlap | OntologyMethodologyReuseSemanticEngineering | Knowledge graphValidationSemantic | StartupValidationCompetition | OntologyKnowledge graphScopeRequirementsSemantic |