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| Criterion |  Operations Accountability Ladder |  UX Research Affinity Diagramming |  UX Research Empathy Mapping |
|---|---|---|---|
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 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. | 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. |
Complexitysame | Low | Low | Low |
Timedifferent | 20-45 min | 45–90 min | 30–60 min |
Participantsdifferent | 1-8 | 3-10 | 4-8 |
Formatdifferent | Workshop + async | Workshop | Workshop |
Outputdifferent | Ownership Reflection, Action Commitment, Coaching Notes | Theme clusters, Insight statements, Opportunity areas | Empathy Map, Assumptions List, Research Gaps |
Tagsno overlap | ResponsibilityLeadershipTeam | SynthesisQualitativeRoot cause | SynthesisQualitativeWorkshop |
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