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| Criterion |  Engineering Failure Scenario Analysis |  Growth A/B Testing |  Operations ALPEN Method |  Decision Making Pre-Mortem |
|---|---|---|---|---|
Purposedifferent | In critical processes, it is not enough to plan only for the normal case. Failure Scenario Analysis looks at the path into failure and shows which failures, chains, and control gaps cause the most damage. | 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. | 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. | 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. |
Complexitydifferent | Medium | High | Low | Low |
Timedifferent | 1-3 h | 1-4 Wochen | 10-20 min daily | 20–45 min |
Participantsdifferent | 3-8 | 1-6 | 1 | Small cross-functional group |
Formatdifferent | Workshop | Async | Async | Workshop |
Outputdifferent | Failure Scenarios, Risk Notes, Control Gaps, Test and Response Actions | Experiment results, Decision log, Learning summary | Daily Plan, Time Estimates, Review Notes | Risk list, Mitigation plan, Assumption log |
Tagsno overlap | FailureResilienceRisk | ExperimentsGrowthAnalyticsValidation | PlanningTime managementProductivityOperations | RiskDecisionFailurePlanning |