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| Criterion |  Growth A/B Testing |  Agile Bucket System |  Facilitation Dot Estimation |
|---|---|---|---|
Purposedifferent | 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. | When a large batch of work needs a fast, rough estimate, it sorts items into predefined size buckets. It sorts work by value, risk, and delivery ability. The result is captured as a Bucketed Backlog, Relative Estimates, and Split Candidates. | 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. |
Complexitydifferent | High | Medium | Low |
Timedifferent | 1-4 Wochen | 30-90 min | 5-20 min |
Participantsdifferent | 1-6 | 3-12 | 3-20 |
Formatdifferent | Async | Workshop | Workshop |
Outputdifferent | Experiment results, Decision log, Learning summary | Bucketed Backlog, Relative Estimates, Split Candidates | Effort Heatmap, Risk Signals, Discussion Targets |
Tagsno overlap | ExperimentsGrowthAnalyticsValidation | EstimationBacklogRelative sizing | EstimationEffortRisk |
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