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| Criterion |  Decision Making Pre-Mortem |  Growth A/B Testing |  Agile Bucket System |
|---|---|---|---|
Purposedifferent | In early initiatives with many uncertainties, planning quickly turns too optimistic. A pre-mortem makes the expected failure visible in advance and sharpens the view of causes, gaps, and countermeasures. | 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. |
Complexitydifferent | Low | High | Medium |
Timedifferent | 20–45 min | 1-4 Wochen | 30-90 min |
Participantsdifferent | Small cross-functional group | 1-6 | 3-12 |
Formatdifferent | Workshop | Async | Workshop |
Outputdifferent | Risk list, Mitigation plan, Assumption log | Experiment results, Decision log, Learning summary | Bucketed Backlog, Relative Estimates, Split Candidates |
Tagsno overlap | RiskDecisionFailurePlanning | ExperimentsGrowthAnalyticsValidation | EstimationBacklogRelative sizing |
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