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| Criterion |  Decision Making Red Teaming |  UX Research Empathy Mapping |  Decision Making Pre-Mortem |  UX Research Affinity Diagramming |
|---|---|---|---|---|
Purposedifferent | 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. | 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. | In early initiatives with many uncertainties, planning quickly turns too optimistic. A pre-mortem makes the expected failure visible in advance and sharpens the view of causes, gaps, and countermeasures. | 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 | High | Low | Low | Low |
Timedifferent | 1-4 h | 30–60 min | 20–45 min | 45–90 min |
Participantsdifferent | 3-8 | 4-8 | Small cross-functional group | 3-10 |
Formatsame | Workshop | Workshop | Workshop | Workshop |
Outputdifferent | Challenge Findings, Risk Register, Mitigation Plan | Empathy Map, Assumptions List, Research Gaps | Risk list, Mitigation plan, Assumption log | Theme clusters, Insight statements, Opportunity areas |
Tagsno overlap | RiskDecisionSensemaking | SynthesisQualitativeWorkshop | RiskDecisionFailurePlanning | SynthesisQualitativeRoot cause |