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| Criterion | ![]() Knowledge Modeling Shape-First Modeling | ![]() Decision Making Delphi Method | ![]() Business Strategy Business Model Stress Test |
|---|---|---|---|
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. | 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. | A Business Model Stress Test checks how well a business model holds up under pressure and headwinds. It compares strengths, risks, market logic, and courses of action. The result is captured as a stress-test report and action plan per scenario. |
Complexitydifferent | Medium | High | High |
Timedifferent | Halber Tag pro Domain Slice | 1-4 Wochen | Half day |
Participantsdifferent | 1-4 | 6-30 Experten | 3-8 |
Formatdifferent | Workshop + async | Async | Workshop |
Outputdifferent | SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape Documentation | Expert Forecast, Consensus Range, Assumption Notes | Stress Test Report, Action Plan per Scenario |
Tagsno overlap | Knowledge graphValidationSemantic | ForecastingExpertsDecisionStrategy | StrategyBusiness modelRiskDiagnosis |
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