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Criterion
Growth Experiment workspace showing the question, observations, and next decision.
Growth
Growth Experiment
Paper illustration for Affinity Estimation.
Agile
Affinity Estimation
A paper-based illustration representing Pirate Metrics (AARRR) with its core stages and visible working result.
Growth
Pirate Metrics AARRR
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 many tasks need to be classified quickly, it sorts them by perceived effort and similarity. It reduces the effort of fine-grained estimation for large volumes.For products with complex usage paths, overall growth alone is too coarse to reveal bottlenecks. Pirate Metrics breaks the relationship with the product into consecutive stages and shows where the funnel actually leaks.
Complexitysame
MediumMediumMedium
Timedifferent
1-2 Wochen30-90 min1-2 h Setup, laufend
Participantsdifferent
1-63-122-8
Formatdifferent
Workshop + asyncWorkshopWorkshop + async
Outputdifferent
Experiment card, Result summary, Next betAffinity Size Map, Grouped Estimates, Unclear ItemsAARRR funnel, Metric baseline, Experiment backlog
Tagsno overlap
MarketingGrowthExperimentsLearning
EstimationBacklogRelative sizing
GrowthMetricsExperiments
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Methods with strong topical overlap with the current selection, not yet in the comparison.

Paper illustration of Counter Metrics with its method-specific working model.
Product Strategy
Counter Metrics
Paper illustration of a Learning Card with four fields for hypothesis, observation, insight, and action.
Product Discovery
Learning Card