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| Criterion |  UX Research Personas |  Systems Thinking Soft Systems Methodology |  Decision Making Argument Mapping |  Decision Making Red Teaming |
|---|---|---|---|---|
Purposedifferent | When target groups stay too vague and teams talk about the same people differently, personas create a shared, solid picture of usage. Condensed profiles make needs, contexts, and differences tangible enough for decisions. | Soft Systems Methodology helps explore unclear or politically charged problems systematically. Instead of forcing a quick answer, the method builds a shared understanding of perspectives and room for action. | 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 | Medium | High | Medium | High |
Timedifferent | 1-3 Tage | 0.5-3 Tage | 1-3 h | 1-4 h |
Participantsdifferent | Internes Team | 5-15 | 1-8 | 3-8 |
Formatdifferent | Workshop + async | Workshop | Workshop + async | Workshop |
Outputdifferent | Persona Profiles, Needs Summary, Scenario Notes | Rich Picture, Root Definitions, Conceptual Models, Change Agenda | Argument Map, Evidence Gaps, Decision Rationale | Challenge Findings, Risk Register, Mitigation Plan |
Tagsno overlap | ResearchCustomerSynthesis | Soft systemsComplexitySensemakingSystems thinking | SensemakingDecisionRationale | RiskDecisionSensemaking |