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| Criterion |  Facilitation Dot Estimation |  Product Discovery Assumption Mapping |  Engineering Goal Question Metric |  Growth A/B Testing |
|---|---|---|---|---|
Purposedifferent | When size or effort can only be estimated roughly, Dot Estimation condenses the group's experience into a quick range. It turns individual contributions into a visible selection. The result is captured as an Effort Heatmap, Risk Signals, and Discussion Targets. | When assumptions still sit unordered in the room, it weighs uncertainty against leverage. It makes visible which hypotheses should be checked first. | Helps clarify technical problems, hypotheses, and next steps in concrete terms. It breaks a technical problem into testable parts. The result is captured as a GQM table and metric briefs. | 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 | Medium | Medium | High |
Timedifferent | 5-20 min | 45-60 min | 90-180 min | 1-4 Wochen |
Participantsdifferent | 3-20 | 2-8 | 3-6 | 1-6 |
Formatdifferent | Workshop | Workshop + async | Workshop | Async |
Outputdifferent | Effort Heatmap, Risk Signals, Discussion Targets | Assumption map, Test backlog, Risk ranking | GQM Table, Metric Profiles | Experiment results, Decision log, Learning summary |
Tagsno overlap | EstimationEffortRisk | AssumptionsRiskExperimentsValidation | MetricsMeasurementEngineeringAlignment | ExperimentsGrowthAnalyticsValidation |