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| Criterion |  Operations ALPEN Method |  UX Research Affinity Diagramming |  UX Research User Interviews |  UX Research Empathy Mapping |
|---|---|---|---|---|
Purposedifferent | With an overloaded day full of too many tasks, a realistic picture of the day emerges. The method connects estimating, deciding, and buffer thinking so planning fits available energy and time. | 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 teams derive needs only from assumptions and real motives are missing, user interviews give direct access to behavior and meaning. Conversations from the target group's everyday life make patterns, tensions, and open questions solidly visible. | 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 | Low |
Timedifferent | 10-20 min daily | 45–90 min | 30–60 min per interview | 30–60 min |
Participantsdifferent | 1 | 3-10 | 1 participant per interview | 4-8 |
Formatdifferent | Async | Workshop | Workshop + async | Workshop |
Outputdifferent | Daily Plan, Time Estimates, Review Notes | Theme clusters, Insight statements, Opportunity areas | Interview Notes, Themes, Insight Summary | Empathy Map, Assumptions List, Research Gaps |
Tagsno overlap | PlanningTime managementProductivityOperations | SynthesisQualitativeRoot cause | QualitativeResearchCustomerDiscovery | SynthesisQualitativeWorkshop |