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| Criterion | ![]() Knowledge Modeling Shape-First Modeling | ![]() Facilitation Alignment Mapping | ![]() Facilitation Stakeholder Mapping | ![]() Business Strategy McKinsey 7S |
|---|---|---|---|---|
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 several people work toward one goal but hold different mental maps, Alignment Mapping makes the discrepancies visible. It arranges goals, assumptions, and priorities so shared direction becomes verifiable. | When an initiative depends on many people, interests, and power dynamics, Stakeholder Mapping systematically orders the environment. It shows who influences, who is affected, and where relationship management or safeguarding matters first. | McKinsey 7S checks whether Strategy, Structure, Systems, Shared Values, Skills, Style, and Staff fit together. Organizational misalignments become visible across multiple levers as a result. |
Complexitydifferent | Medium | Medium | Low | Medium |
Timedifferent | Halber Tag pro Domain Slice | 1-2 h | 60–90 min | 2-4 h |
Participantsdifferent | 1-4 | 4-12 | 2-8 | 3-12 |
Formatdifferent | Workshop + async | Workshop | Workshop + async | Workshop |
Outputdifferent | SHACL or ShEx Shapes, Validation Reports, Data Contracts, Shape Documentation | Alignment Map, Open Issues, Decision Questions | Stakeholder Map, Engagement Plan, Risk Notes | 7S Assessment, Alignment Gaps, Change Actions |
Tagsno overlap | Knowledge graphValidationSemantic | AlignmentStakeholdersStrategyFacilitation | StakeholdersAlignmentFacilitationChange | OrganizationStrategyAlignmentChange |



