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| Criterion |  UX Research Affinity Diagramming |  Decision Making Cynefin Workshop |  Decision Making Assumption Surfacing |  Decision Making Red Teaming |
|---|---|---|---|---|
Purposedifferent | 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. | 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. | Plans often contain assumptions that were never openly stated and remain dangerous precisely because of that. Assumption Surfacing makes these silent premises visible and prioritizes which of them carry the initiative or could sink it. | 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 | Low | Medium | Low | High |
Timedifferent | 45–90 min | 60-180 min | 45-90 min | 1-4 h |
Participantsdifferent | 3-10 | 4-20 | 2-8 | 3-8 |
Formatdifferent | Workshop | Workshop | Workshop + async | Workshop |
Outputdifferent | Theme clusters, Insight statements, Opportunity areas | Cynefin Map, Domain-specific Actions, Sensemaking Notes | Assumption List, Critical Assumptions, Learning Plan | Challenge Findings, Risk Register, Mitigation Plan |
Tagsno overlap | SynthesisQualitativeRoot cause | ComplexitySensemakingDecision | AssumptionsRiskDecisionDiscovery | RiskDecisionSensemaking |