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| Criterion |  Operations Accountability Ladder |  UX Research Empathy Mapping |  UX Research Affinity Diagramming |
|---|---|---|---|
Purposedifferent | With defensive reactions to problems, the method shifts the view from justification to ownership. It makes visible which reaction stage a person or team is currently stuck on. | 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 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 |
Timedifferent | 20-45 min | 30–60 min | 45–90 min |
Participantsdifferent | 1-8 | 4-8 | 3-10 |
Formatdifferent | Workshop + async | Workshop | Workshop |
Outputdifferent | Ownership Reflection, Action Commitment, Coaching Notes | Empathy Map, Assumptions List, Research Gaps | Theme clusters, Insight statements, Opportunity areas |
Tagsno overlap | ResponsibilityLeadershipTeam | SynthesisQualitativeWorkshop | SynthesisQualitativeRoot cause |
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