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| Criterion |  Knowledge Modeling Property Graph Schema Design |  Knowledge Modeling Shape-First Modeling |  Decision Making Delphi Method |
|---|---|---|---|
Purposedifferent | 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. | 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. |
Complexitydifferent | Medium | Medium | High |
Timedifferent | 4-8 h initial, dann iterativ | Halber Tag pro Domain Slice | 1-4 Wochen |
Participantsdifferent | 1-6 | 1-4 | 6-30 Experten |
Formatdifferent | Workshop + async | Workshop + async | Async |
Outputdifferent | Schema Diagram, Node and Relationship Catalog, Index Plan, Migration Scripts, Sample Queries | SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape Documentation | Expert Forecast, Consensus Range, Assumption Notes |
Tagsno overlap | Knowledge graphModelingSemantic | Knowledge graphValidationSemantic | ForecastingExpertsDecisionStrategy |
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