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Criterion
A paper-based illustration representing Pirate Metrics (AARRR) with its core stages and visible working result.
Growth
Pirate Metrics AARRR
Growth Experiment workspace showing the question, observations, and next decision.
Growth
Growth Experiment
Paper illustration for Learning Review.
Operations
Learning Review
A structured reflection surfaces what was liked, learned, lacked, and longed for. It is a conversation format and does not validate actions automatically.
Agile
4Ls Retrospective
Purposedifferent
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.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.After a project phase with mixed results, the method makes learning from the individual case reusable. It connects events, decisions, and systemic conditions into robust insights.When a sprint should not only be assessed but also learned from, it captures experience in clear learning categories. It records what worked, what's missing, and what should run differently next time.
Complexitydifferent
MediumMediumMediumLow
Timedifferent
1-2 h Setup, laufend1-2 Wochen1-3 h45–75 min
Participantsdifferent
2-81-63-10Team members involved
Formatdifferent
Workshop + asyncWorkshop + asyncWorkshopWorkshop
Outputdifferent
AARRR funnel, Metric baseline, Experiment backlogExperiment card, Result summary, Next betLearning Review Notes, System Factors, Improvement Actions4Ls Board, Learning Themes, Improvement Actions
Tagsno overlap
GrowthMetricsExperiments
MarketingGrowthExperimentsLearning
LearningRetrospectiveIncidentOperations
RetrospectiveLearningReflectionTeam
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