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| Criterion |  Knowledge Modeling Shape-First Modeling |  Decision Making OODA Loop |
|---|---|---|
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. | In dynamic situations, decisions become outdated faster than they can be prepared. The OODA Loop holds observing, orienting, deciding, and acting together as a recurring rhythm so reaction does not slide into inertia. |
Complexitysame | Medium | Medium |
Timedifferent | Halber Tag pro Domain Slice | 15-60 min je Zyklus |
Participantsdifferent | 1-4 | 1-8 |
Formatsame | Workshop + async | Workshop + async |
Outputdifferent | SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape Documentation | Situation Assessment, Decision Loop, Action Updates |
Tagsno overlap | Knowledge graphValidationSemantic | DecisionChangeLearningStrategy |
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