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| Criterion |  Decision Making Cynefin Workshop |  UX Research Empathy Mapping |  UX Research Affinity Diagramming |  Decision Making Red Teaming |
|---|---|---|---|---|
Purposedifferent | When problems are unclear, chaotic, or only seemingly familiar, standard recipes fall short. A Cynefin Workshop sorts situations by the nature of their problem and connects them with matching action logic. | 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 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. | 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 | Low | High |
Timedifferent | 60-180 min | 30–60 min | 45–90 min | 1-4 h |
Participantsdifferent | 4-20 | 4-8 | 3-10 | 3-8 |
Formatsame | Workshop | Workshop | Workshop | Workshop |
Outputdifferent | Cynefin Map, Domain-specific Actions, Sensemaking Notes | Empathy Map, Assumptions List, Research Gaps | Theme clusters, Insight statements, Opportunity areas | Challenge Findings, Risk Register, Mitigation Plan |
Tagsno overlap | ComplexitySensemakingDecision | SynthesisQualitativeWorkshop | SynthesisQualitativeRoot cause | RiskDecisionSensemaking |