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Criterion
Growth Experiment workspace showing the question, observations, and next decision.
Growth
Growth Experiment
Paper illustration for Dot Estimation.
Facilitation
Dot Estimation
Paper illustration of a Learning Card with four fields for hypothesis, observation, insight, and action.
Product Discovery
Learning Card
A/B Testing workspace showing the question, observations, and next decision.
Growth
A/B Testing
Purposedifferent
When growth ideas surface quickly, the temptation to build immediately instead of learning is high. A Growth Experiment frames an assumption so target group, lever, and measurement are clear before the first deployment.When size or effort can only be estimated roughly, Dot Estimation condenses the group's experience into a quick range. It turns individual contributions into a visible selection. The result is captured as an Effort Heatmap, Risk Signals, and Discussion Targets.The Learning Card connects traceable test results to a reasoned next action while keeping the limits of the insight visible.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
MediumLowLowHigh
Timedifferent
1-2 Wochen5-20 min25-40 min1-4 Wochen
Participantsdifferent
1-63-201-51-6
Formatdifferent
Workshop + asyncWorkshopWorkshop + asyncAsync
Outputdifferent
Experiment card, Result summary, Next betEffort Heatmap, Risk Signals, Discussion TargetsLearning Card with evidence and next actionExperiment results, Decision log, Learning summary
Tagsno overlap
MarketingGrowthExperimentsLearning
EstimationEffortRisk
ExperimentsValidationDiscoveryLearning
ExperimentsGrowthAnalyticsValidation
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