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| Criterion |  Growth A/B Testing |  Operations After-Action Review |  Operations Process Mapping |  Product Discovery Learning Card |
|---|---|---|---|---|
Purposedifferent | 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. | After missions or project phases with unclear outcomes, the method makes visible what actually happened and what can be learned from it. It separates course, effect, and causes so experience turns into solid improvement. | With a confusing workflow that has many handoffs, the method makes the actual process visible. It shows where work is passed on, delayed, or duplicated, so improvement targets the right spots. | The Learning Card connects traceable test results to a reasoned next action while keeping the limits of the insight visible. |
Complexitydifferent | High | Low | Medium | Low |
Timedifferent | 1-4 Wochen | 20-45 min | 1-3 h | 25-40 min |
Participantsdifferent | 1-6 | 3-12 | 3-10 | 1-5 |
Formatdifferent | Async | Workshop + async | Workshop | Workshop + async |
Outputdifferent | Experiment results, Decision log, Learning summary | Lessons learned, Action items, Event summary | Process Map, Handoff List, Improvement Backlog | Learning Card with evidence and next action |
Tagsno overlap | ExperimentsGrowthAnalyticsValidation | LearningOperationsImprovement | ProcessOperationsImprovement | ExperimentsValidationDiscoveryLearning |