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| Criterion |  Operations Change Analysis |  Knowledge Modeling Shape-First Modeling |
|---|---|---|
Purposedifferent | For a deviation after a change, the method isolates the influence of the altered condition. It narrows down which differences are relevant and which are just accompanying noise. | 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. |
Complexitysame | Medium | Medium |
Timedifferent | 45-120 min | Halber Tag pro Domain Slice |
Participantsdifferent | 2-6 | 1-4 |
Formatsame | Workshop + async | Workshop + async |
Outputdifferent | Change Matrix, Cause Hypotheses, Validation Questions, Action List | SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape Documentation |
Tagsno overlap | ChangeRoot causeTroubleshootingComparison | Knowledge graphValidationSemantic |
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Methods with strong topical overlap with the current selection, not yet in the comparison.
