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| Criterion |  Decision Making Decision Framing Workshop |  UX Research Affinity Diagramming |  Operations Change Analysis |  UX Research Empathy Mapping |
|---|---|---|---|---|
Purposedifferent | When a decision is poorly framed, even good answers deliver little value. A Decision Framing Workshop sharpens the problem, goal, and boundaries before the actual weighing begins. | 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. | For a deviation after a change, the method isolates the influence of the altered condition. It narrows down which differences are relevant and which are just accompanying noise. | 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. |
Complexitydifferent | Medium | Low | Medium | Low |
Timedifferent | 60-120 min | 45–90 min | 45-120 min | 30–60 min |
Participantsdifferent | 4-10 | 3-10 | 2-6 | 4-8 |
Formatdifferent | Workshop | Workshop | Workshop + async | Workshop |
Outputdifferent | Decision Frame, Decision Question, Criteria List, Evidence Plan | Theme clusters, Insight statements, Opportunity areas | Change Matrix, Cause Hypotheses, Validation Questions, Action List | Empathy Map, Assumptions List, Research Gaps |
Tagsno overlap | Decision framingAlignmentCriteriaOptions | SynthesisQualitativeRoot cause | ChangeRoot causeTroubleshootingComparison | SynthesisQualitativeWorkshop |