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| Criterion |  Knowledge Modeling Shape-First Modeling |  Product Discovery Learning Card |  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. | The Learning Card connects traceable test results to a reasoned next action while keeping the limits of the insight visible. | In dynamic situations, decisions become outdated faster than they can be prepared.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. |
Complexitydifferent | Medium | Low | Medium |
Timedifferent | Halber Tag pro Domain Slice | 25-40 min | 15-60 min je Zyklus |
Participantsdifferent | 1-4 | 1-5 | 1-8 |
Formatsame | Workshop + async | Workshop + async | Workshop + async |
Outputdifferent | SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape Documentation | Learning Card with evidence and next action | Situation Assessment, Decision Loop, Action Updates |
Tagsno overlap | Knowledge graphValidationSemantic | ExperimentsValidationDiscoveryLearning | DecisionChangeLearningStrategy |
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