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| Criterion |  UX Research Card Sorting |  Decision Making Pre-Mortem |  Decision Making Red Teaming |  Decision Making Argument Mapping |
|---|---|---|---|---|
Purposedifferent | When content only makes sense internally and users can't find the structure again, card sorting exposes their mental order. Terms, groups, and naming are then aligned with the target group's expectations. | 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. | 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 statements, evidence, and counterarguments get mixed up, a debate quickly loses its structure. Argument Mapping breaks a thesis down into its reasoning and makes visible what it really rests on. |
Complexitydifferent | Low | Low | High | Medium |
Timedifferent | 20-45 min | 20–45 min | 1-4 h | 1-3 h |
Participantsdifferent | Based on research question | Small cross-functional group | 3-8 | 1-8 |
Formatdifferent | Workshop + async | Workshop | Workshop | Workshop + async |
Outputdifferent | Content groups, Label set, IA hypotheses | Risk list, Mitigation plan, Assumption log | Challenge Findings, Risk Register, Mitigation Plan | Argument Map, Evidence Gaps, Decision Rationale |
Tagsno overlap | Information architectureNavigationStructure | RiskDecisionFailurePlanning | RiskDecisionSensemaking | SensemakingDecisionRationale |