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| Criterion |  UX Research Affinity Diagramming |  UX Research First-click Testing |  Product Discovery Assumption Mapping |  Growth A/B Testing |
|---|---|---|---|---|
Purposedifferent | 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 users immediately turn the wrong way on a screen or wireframe, first click testing checks initial orientation at high speed. The first click shows early whether expectation, labeling, and wayfinding fit together. | When assumptions still sit unordered in the room, it weighs uncertainty against leverage. It makes visible which hypotheses should be checked first. | When two variants compete, discussions quickly decide by taste rather than effect. A/B Testing checks behavior under controlled conditions and separates real improvement from chance or expectation effects. |
Complexitydifferent | Low | Low | Medium | High |
Timedifferent | 45–90 min | 1-2 Tage | 45-60 min | 1-4 Wochen |
Participantsdifferent | 3-10 | 10-30 | 2-8 | 1-6 |
Formatdifferent | Workshop | Async | Workshop + async | Async |
Outputdifferent | Theme clusters, Insight statements, Opportunity areas | Click Heatmap, Success Rate, Design Recommendations | Assumption map, Test backlog, Risk ranking | Experiment results, Decision log, Learning summary |
Tagsno overlap | SynthesisQualitativeRoot cause | UXNavigationFindabilityValidation | AssumptionsRiskExperimentsValidation | ExperimentsGrowthAnalyticsValidation |