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| Criterion |  Engineering Failure Scenario Analysis |  Growth A/B Testing |  Decision Making Red Teaming |  Decision Making Argument Mapping |
|---|---|---|---|---|
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. | For strategic decisions with high reach, agreement and gut feeling are often not enough. Red teaming brings deliberate opposition into the situation and tests where a plan breaks under real counterarguments. | When statements, evidence, and counterarguments get mixed up, a debate quickly loses its structure. Argument Mapping breaks a thesis down into its reasoning and makes visible what it really rests on. |
Complexitydifferent | Medium | High | High | Medium |
Timedifferent | 1-3 h | 1-4 Wochen | 1-4 h | 1-3 h |
Participantsdifferent | 3-8 | 1-6 | 3-8 | 1-8 |
Formatdifferent | Workshop | Async | Workshop | Workshop + async |
Outputdifferent | Failure Scenarios, Risk Notes, Control Gaps, Test and Response Actions | Experiment results, Decision log, Learning summary | Challenge Findings, Risk Register, Mitigation Plan | Argument Map, Evidence Gaps, Decision Rationale |
Tagsno overlap | FailureResilienceRisk | ExperimentsGrowthAnalyticsValidation | RiskDecisionSensemaking | SensemakingDecisionRationale |