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| Criterion |  Decision Making Argument Mapping |  UX Research Affinity Diagramming |  Growth A/B Testing |  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 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 two variants compete, discussions quickly decide by taste rather than effect. A/B Testing checks behavior under controlled conditions and separates real improvement from chance or expectation effects. | 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 | High | Medium |
Timedifferent | 1-3 h | 45–90 min | 1-4 Wochen | 60-180 min |
Participantsdifferent | 1-8 | 3-10 | 1-6 | 4-20 |
Formatdifferent | Workshop + async | Workshop | Async | Workshop |
Outputdifferent | Argument Map, Evidence Gaps, Decision Rationale | Theme clusters, Insight statements, Opportunity areas | Experiment results, Decision log, Learning summary | Cynefin Map, Domain-specific Actions, Sensemaking Notes |
Tagsno overlap | SensemakingDecisionRationale | SynthesisQualitativeRoot cause | ExperimentsGrowthAnalyticsValidation | ComplexitySensemakingDecision |