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| Criterion |  Operations Accountability Ladder |  Engineering Failure Scenario Analysis |  Growth A/B Testing |
|---|---|---|---|
Purposedifferent | With defensive reactions to problems, the method shifts the view from justification to ownership. It makes visible which reaction stage a person or team is currently stuck on. | 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. |
Complexitydifferent | Low | Medium | High |
Timedifferent | 20-45 min | 1-3 h | 1-4 Wochen |
Participantsdifferent | 1-8 | 3-8 | 1-6 |
Formatdifferent | Workshop + async | Workshop | Async |
Outputdifferent | Ownership Reflection, Action Commitment, Coaching Notes | Failure Scenarios, Risk Notes, Control Gaps, Test and Response Actions | Experiment results, Decision log, Learning summary |
Tagsno overlap | ResponsibilityLeadershipTeam | FailureResilienceRisk | ExperimentsGrowthAnalyticsValidation |
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