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| Criterion | ![]() Decision Making Delphi Method | ![]() Knowledge Modeling Shape-First Modeling | ![]() Product Discovery MVP Test Matrix |
|---|---|---|---|
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. | When several minimal variants compete to answer the same question, it makes comparing and choosing between them cleaner. It separates problem, assumption, solution, and evidence. The result is captured as a Test Matrix and a Test Plan. |
Complexitydifferent | High | Medium | Medium |
Timedifferent | 1-4 Wochen | Halber Tag pro Domain Slice | 45-75 min |
Participantsdifferent | 6-30 Experten | 1-4 | 2-8 |
Formatdifferent | Async | Workshop + async | Workshop |
Outputdifferent | Expert Forecast, Consensus Range, Assumption Notes | SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape Documentation | Test Matrix, Test Plan |
Tagsno overlap | ForecastingExpertsDecisionStrategy | Knowledge graphValidationSemantic | ExperimentsValidationDiscoveryOptions |
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