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| Criterion |  Knowledge Modeling Knowledge Mapping |  Product Discovery Assumption Mapping |  UX Research Affinity Diagramming |
|---|---|---|---|
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 assumptions still sit unordered in the room, it weighs uncertainty against leverage. It makes visible which hypotheses should be checked first. | 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. |
Complexitydifferent | Medium | Medium | Low |
Timedifferent | 1-3 h | 45-60 min | 45–90 min |
Participantsdifferent | 3-12 | 2-8 | 3-10 |
Formatdifferent | Workshop | Workshop + async | Workshop |
Outputdifferent | Knowledge Map, Critical Knowledge Areas, Transfer Plan | Assumption map, Test backlog, Risk ranking | Theme clusters, Insight statements, Opportunity areas |
Tagsno overlap | KnowledgeMappingRisk | AssumptionsRiskExperimentsValidation | SynthesisQualitativeRoot cause |
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