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| Criterion |  DevOps ChatOps |  Knowledge Modeling Competency Questions |  Knowledge Modeling Shape-First Modeling |  Knowledge Modeling Ontology Design Patterns |
|---|---|---|---|---|
Purposedifferent | For operational work in a distributed team, the method links communication with direct system control. It records decisions right where the signal, the context, and the execution come together. | 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. | 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. | Ontology Design Patterns provide reusable building blocks for recurring modeling problems. The method brings structure to the search for clean concepts, relationships, and roles. |
Complexitysame | Medium | Medium | Medium | Medium |
Timedifferent | Ongoing | 2-4 h | Halber Tag pro Domain Slice | 1-3 h pro Pattern |
Participantsdifferent | 2-20 | 2-8 | 1-4 | 1-6 |
Formatsame | Workshop + async | Workshop + async | Workshop + async | Workshop + async |
Outputdifferent | Chat Transcript, Action Log, Automations | Competency Question Set, Required Concepts, Test Queries, Coverage Matrix | SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape Documentation | Selected Patterns, Adapted Schema Fragments, Pattern Documentation |
Tagsno overlap | CollaborationEngineeringIncident | OntologyKnowledge graphScopeRequirementsSemantic | Knowledge graphValidationSemantic | OntologyPatternsReuseSemanticModeling |