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| Criterion |  UX Research User Interviews |  Decision Making Cynefin Workshop |  Systems Thinking VUCA Scan |
|---|---|---|---|
Purposedifferent | 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 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. | The VUCA Scan helps read difficult situations more precisely. Instead of treating unclarity as generally complicated, the method separates fast change, missing knowledge, systemic entanglement, and ambiguous interpretation. |
Complexitydifferent | Low | Medium | Low |
Timedifferent | 30–60 min per interview | 60-180 min | 30-90 min |
Participantsdifferent | 1 participant per interview | 4-20 | 1-10 |
Formatdifferent | Workshop + async | Workshop | Workshop + async |
Outputdifferent | Interview Notes, Themes, Insight Summary | Cynefin Map, Domain-specific Actions, Sensemaking Notes | VUCA Map, Response Options, Signal and Learning Plan |
Tagsno overlap | QualitativeResearchCustomerDiscovery | ComplexitySensemakingDecision | SensemakingUncertaintyComplexityStrategyForesight |
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