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| Criterion |  Agile Story Splitting |  Product Discovery Assumption Mapping |  Agile Affinity Estimation |
|---|---|---|---|
Purposedifferent | When a story becomes too large for a clean flow, it breaks scope down along value and risk. It shapes the work into a form that ships earlier and is easier to verify. | When assumptions still sit unordered in the room, it weighs uncertainty against leverage. It makes visible which hypotheses should be checked first. | 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. |
Complexitysame | Medium | Medium | Medium |
Timedifferent | 30-60 min | 45-60 min | 30-90 min |
Participantsdifferent | 2-6 | 2-8 | 3-12 |
Formatdifferent | Workshop + async | Workshop + async | Workshop |
Outputdifferent | Smaller Stories, Acceptance Criteria, Split Rationale | Assumption map, Test backlog, Risk ranking | Affinity Size Map, Grouped Estimates, Unclear Items |
Tagsno overlap | BacklogIterationDelivery | AssumptionsRiskExperimentsValidation | EstimationBacklogRelative sizing |
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