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| Criterion |  UX Research Card Sorting |  Knowledge Modeling Knowledge Mapping |  Decision Making Argument Mapping |  Decision Making Red Teaming |
|---|---|---|---|---|
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. | 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 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. | 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 | Medium | High |
Timedifferent | 20-45 min | 1-3 h | 1-3 h | 1-4 h |
Participantsdifferent | Based on research question | 3-12 | 1-8 | 3-8 |
Formatdifferent | Workshop + async | Workshop | Workshop + async | Workshop |
Outputdifferent | Content groups, Label set, IA hypotheses | Knowledge Map, Critical Knowledge Areas, Transfer Plan | Argument Map, Evidence Gaps, Decision Rationale | Challenge Findings, Risk Register, Mitigation Plan |
Tagsno overlap | Information architectureNavigationStructure | KnowledgeMappingRisk | SensemakingDecisionRationale | RiskDecisionSensemaking |