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| Criterion |  Systems Thinking VUCA Scan |  Product Discovery Smoke Test |  Growth A/B Testing |  Product Discovery Assumption Mapping |
|---|---|---|---|---|
Purposedifferent | The VUCA Scan helps read difficult situations more precisely. Instead of treating unclarity as generally complicated, the method separates fast change, missing knowledge, systemic entanglement, and ambiguous interpretation. | When demand only needs to be roughly verified, it tests interest with minimal effort. It measures whether people would take a next step at all. | 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. | When assumptions still sit unordered in the room, it weighs uncertainty against leverage. It makes visible which hypotheses should be checked first. |
Complexitydifferent | Low | Low | High | Medium |
Timedifferent | 30-90 min | 1-5 Tage | 1-4 Wochen | 45-60 min |
Participantsdifferent | 1-10 | Nutzertraffic | 1-6 | 2-8 |
Formatdifferent | Workshop + async | Async | Async | Workshop + async |
Outputdifferent | VUCA Map, Response Options, Signal and Learning Plan | Interest Metrics, Conversion Signal, Learning Note | Experiment results, Decision log, Learning summary | Assumption map, Test backlog, Risk ranking |
Tagsno overlap | SensemakingUncertaintyComplexityStrategyForesight | ValidationExperimentsDemandGrowth | ExperimentsGrowthAnalyticsValidation | AssumptionsRiskExperimentsValidation |