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| Criterion |  Decision Making Argument Mapping |  UX Research User Interviews |  UX Research Affinity Diagramming |  Decision Making Cynefin Workshop |
|---|---|---|---|---|
Purposedifferent | 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. | When teams derive needs only from assumptions and real motives are missing, user interviews give direct access to behavior and meaning. Conversations from the target group's everyday life make patterns, tensions, and open questions solidly visible. | 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. |
Complexitydifferent | Medium | Low | Low | Medium |
Timedifferent | 1-3 h | 30–60 min per interview | 45–90 min | 60-180 min |
Participantsdifferent | 1-8 | 1 participant per interview | 3-10 | 4-20 |
Formatdifferent | Workshop + async | Workshop + async | Workshop | Workshop |
Outputdifferent | Argument Map, Evidence Gaps, Decision Rationale | Interview Notes, Themes, Insight Summary | Theme clusters, Insight statements, Opportunity areas | Cynefin Map, Domain-specific Actions, Sensemaking Notes |
Tagsno overlap | SensemakingDecisionRationale | QualitativeResearchCustomerDiscovery | SynthesisQualitativeRoot cause | ComplexitySensemakingDecision |