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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 DIBB with its method-specific working model.
Product Strategy
DIBB
Paper illustration for OODA Loop.
Decision Making
OODA Loop
Paper illustration of an assumption matrix with prioritized test cards
Decision Making
Assumption Surfacing
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.DIBB helps clarify target groups, value, goals, and priorities by making the logic behind a decision explicit. It captures results as a DIBB document, belief list, bet list, and learning report.In dynamic situations, decisions become outdated faster than they can be prepared.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.Plans often contain assumptions that were never openly stated and remain dangerous precisely because of that. Assumption Surfacing makes these silent premises visible and prioritizes which of them carry the initiative or could sink it.
Complexitydifferent
MediumLowMediumLow
Timedifferent
Halber Tag pro Domain Slice1-2 h15-60 min je Zyklus45-90 min
Participantsdifferent
1-42-81-82-8
Formatsame
Workshop + asyncWorkshop + asyncWorkshop + asyncWorkshop + async
Outputdifferent
SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape DocumentationDIBB document, Belief list, Bet list, Learning reportSituation Assessment, Decision Loop, Action UpdatesAssumption List, Critical Assumptions, Learning Plan
Tagsno overlap
Knowledge graphValidationSemantic
StrategyDecisionAssumptionsHypothesis
DecisionChangeLearningStrategy
AssumptionsRiskDecisionDiscovery
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