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| Criterion |  Agile 4Ls Retrospective |  Growth Funnel Analysis |  Growth A/B Testing |
|---|---|---|---|
Purposedifferent | 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. | When many visitors or users drop off along the way, the reason behind the number often stays hidden. Funnel Analysis exposes these transitions and makes visible exactly where the path collapses. | 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 | Low | Medium | High |
Timedifferent | 45–75 min | 1-3 h | 1-4 Wochen |
Participantsdifferent | Team members involved | 1-5 | 1-6 |
Formatdifferent | Workshop | Async | Async |
Outputdifferent | 4Ls Board, Learning Themes, Improvement Actions | Funnel report, Drop-off analysis, Optimization hypotheses | Experiment results, Decision log, Learning summary |
Tagsno overlap | RetrospectiveLearningReflectionTeam | AnalyticsConversionGrowth | ExperimentsGrowthAnalyticsValidation |
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Methods with strong topical overlap with the current selection, not yet in the comparison.
