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| Criterion | ![]() Knowledge Modeling Shape-First Modeling | ![]() Systems Thinking Intervention Mapping | ![]() Decision Making Delphi Method |
|---|---|---|---|
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. | Intervention Mapping translates a need for change into a planned, evaluable program. The method connects target group, determinants, actions, and measurement into a traceable chain. | 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. |
Complexitydifferent | Medium | High | High |
Timedifferent | Halber Tag pro Domain Slice | 1-5 Tage | 1-4 Wochen |
Participantsdifferent | 1-4 | 4-12 | 6-30 Experten |
Formatdifferent | Workshop + async | Workshop + async | Async |
Outputdifferent | SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape Documentation | Logic Model, Change Objectives, Intervention Components, Evaluation Plan | Expert Forecast, Consensus Range, Assumption Notes |
Tagsno overlap | Knowledge graphValidationSemantic | ChangeSystems thinkingCapability | ForecastingExpertsDecisionStrategy |
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