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Criterion
Anonymous individual judgments pass through feedback loops to form a distribution.
Decision Making
Delphi Method
Paper illustration of Shape-first Modeling with its method-specific working model.
Knowledge Modeling
Shape-First Modeling
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
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.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when validation and data contracts should be part of the design from the start.In dynamic situations, decisions become outdated faster than they can be prepared.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.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
HighMediumMediumMedium
Timedifferent
1-4 WochenHalber Tag pro Domain Slice15-60 min je Zyklus2-4 h
Participantsdifferent
6-30 Experten1-41-82-8
Formatdifferent
AsyncWorkshop + asyncWorkshop + asyncWorkshop + async
Outputdifferent
Expert Forecast, Consensus Range, Assumption NotesSHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape DocumentationSituation Assessment, Decision Loop, Action UpdatesCompetency Question Set, Required Concepts, Test Queries, Coverage Matrix
Tagsno overlap
ForecastingExpertsDecisionStrategy
Knowledge graphValidationSemantic
DecisionChangeLearningStrategy
OntologyKnowledge graphScopeRequirementsSemantic
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