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| Criterion | ![]() Growth A/B Testing | ![]() Product Discovery Smoke Test | ![]() Systems Thinking Current Reality Tree |
|---|---|---|---|
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. | 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. | A Current Reality Tree condenses many symptoms into a few causal chains. The method makes visible which core problems drive several negative effects at once. |
Complexitydifferent | High | Low | High |
Timedifferent | 1-4 Wochen | 1-5 Tage | 2-6 h |
Participantsdifferent | 1-6 | Nutzertraffic | 3-8 |
Formatdifferent | Async | Async | Workshop |
Outputdifferent | Experiment results, Decision log, Learning summary | Interest Metrics, Conversion Signal, Learning Note | Current Reality Tree, Core Problems, Intervention Ideas |
Tagsno overlap | ExperimentsGrowthAnalyticsValidation | ValidationExperimentsDemandGrowth | Systems thinkingRoot causeConstraintsCausality |
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