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Criterion
Paper illustration of Shape-first Modeling with its method-specific working model.
Knowledge Modeling
Shape-First Modeling
Paper illustration of Leverage Points with its method-specific working model.
Systems Thinking
Leverage Points
Paper illustration for OODA Loop.
Decision Making
OODA Loop
Paper illustration of Competency Questions with its method-specific working model.
Knowledge Modeling
Competency Questions
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.Leverage Points show exactly where interventions in a system produce a disproportionate effect. It draws relationships, patterns, and feedback loops. The result is captured as a leverage map and action strategy.In dynamic situations, decisions become outdated faster than they can be prepared.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.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
MediumHighMediumMedium
Timedifferent
Halber Tag pro Domain SliceHalf day15-60 min je Zyklus2-4 h
Participantsdifferent
1-43-121-82-8
Formatdifferent
Workshop + asyncWorkshopWorkshop + asyncWorkshop + async
Outputdifferent
SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape DocumentationLeverage Map, Action StrategySituation Assessment, Decision Loop, Action UpdatesCompetency Question Set, Required Concepts, Test Queries, Coverage Matrix
Tagsno overlap
Knowledge graphValidationSemantic
Systems thinkingChangeStrategy
DecisionChangeLearningStrategy
OntologyKnowledge graphScopeRequirementsSemantic
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