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| Criterion |  Decision Making Risk Matrix |  UX Research Empathy Mapping |  Operations Fishbone Diagram |  UX Research Affinity Diagramming |
|---|---|---|---|---|
Purposedifferent | When a project faces many possible disruptions, it quickly becomes unclear which risks deserve attention first. It separates options, evaluation criteria, and open risks. The result is captured as a Risk Matrix and a Top Risk List. | When a lot is assumed about a target group but little is seen jointly, empathy mapping makes knowledge and gaps directly comparable. The picture also shows which assumptions hold up and where evidence is missing. | When a problem has several possible contributing factors, the method sorts causes by cause areas. It prevents an initial hunch from blocking the view of other plausible drivers. | 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. |
Complexitysame | Low | Low | Low | Low |
Timedifferent | 30-60 min | 30–60 min | 30-60 min | 45–90 min |
Participantsdifferent | 3-10 | 4-8 | 2-8 | 3-10 |
Formatdifferent | Workshop + async | Workshop | Workshop | Workshop |
Outputdifferent | Risk Matrix, Top Risk List | Empathy Map, Assumptions List, Research Gaps | Fishbone Diagram, Cause Categories, Investigation Backlog | Theme clusters, Insight statements, Opportunity areas |
Tagsno overlap | RiskDecisionPrioritizationAssessment | SynthesisQualitativeWorkshop | Root causeQualityOperations | SynthesisQualitativeRoot cause |