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| Criterion |  Knowledge Modeling Knowledge Mapping |  UX Research Affinity Diagramming |  Knowledge Modeling Concept Mapping |  Decision Making Red Teaming |
|---|---|---|---|---|
Purposedifferent | Knowledge Mapping makes knowledge, gaps, and transfer paths visible across a field. It fits when expertise should not just exist but also be findable and transferable. | When research notes, feedback, or observations sit unconnected side by side, affinity diagramming sorts the raw material into solid themes. Many individual points turn into patterns that make decisions and opportunities clearer. | Concept Mapping arranges terms and relationships in a network that makes subject-matter connections tangible. It fits when a topic needs to be understood structurally rather than linearly. | For strategic decisions with high reach, agreement and gut feeling are often not enough. Red teaming brings deliberate opposition into the situation and tests where a plan breaks under real counterarguments. |
Complexitydifferent | Medium | Low | Medium | High |
Timedifferent | 1-3 h | 45–90 min | 1-2 h | 1-4 h |
Participantsdifferent | 3-12 | 3-10 | 1-8 | 3-8 |
Formatdifferent | Workshop | Workshop | Workshop + async | Workshop |
Outputdifferent | Knowledge Map, Critical Knowledge Areas, Transfer Plan | Theme clusters, Insight statements, Opportunity areas | Concept Map, Relationship Labels, Knowledge Gaps | Challenge Findings, Risk Register, Mitigation Plan |
Tagsno overlap | KnowledgeMappingRisk | SynthesisQualitativeRoot cause | KnowledgeConceptsMappingSensemaking | RiskDecisionSensemaking |