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| Criterion |  Knowledge Modeling Knowledge Mapping |  UX Research Empathy Mapping |  Product Discovery Assumption Mapping |
|---|---|---|---|
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 a lot is assumed about a target group but little is seen jointly, empathy mapping makes knowledge and gaps directly comparable. The picture also shows which assumptions hold up and where evidence is missing. | When assumptions still sit unordered in the room, it weighs uncertainty against leverage. It makes visible which hypotheses should be checked first. |
Complexitydifferent | Medium | Low | Medium |
Timedifferent | 1-3 h | 30–60 min | 45-60 min |
Participantsdifferent | 3-12 | 4-8 | 2-8 |
Formatdifferent | Workshop | Workshop | Workshop + async |
Outputdifferent | Knowledge Map, Critical Knowledge Areas, Transfer Plan | Empathy Map, Assumptions List, Research Gaps | Assumption map, Test backlog, Risk ranking |
Tagsno overlap | KnowledgeMappingRisk | SynthesisQualitativeWorkshop | AssumptionsRiskExperimentsValidation |
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