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| Criterion | ![]() Knowledge Modeling IBIS | ![]() Engineering Failure Scenario Analysis | ![]() Growth A/B Testing | ![]() Decision Making Pre-Mortem |
|---|---|---|---|---|
Purposedifferent | IBIS structures thinking about complex questions as a sequence of issues, ideas, and arguments. The method keeps discussions open without forcing them into premature consensus. | 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. | 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 | Medium | High | Low |
Timedifferent | 1-3 h | 1-3 h | 1-4 Wochen | 20–45 min |
Participantsdifferent | 2-8 | 3-8 | 1-6 | Small cross-functional group |
Formatdifferent | Workshop + async | Workshop | Async | Workshop |
Outputdifferent | Issue Map, Positions, Argument Notes | Failure Scenarios, Risk Notes, Control Gaps, Test and Response Actions | Experiment results, Decision log, Learning summary | Risk list, Mitigation plan, Assumption log |
Tagsno overlap | RationaleKnowledgeDecision | FailureResilienceRisk | ExperimentsGrowthAnalyticsValidation | RiskDecisionFailurePlanning |



