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| Criterion |  Operations Learning Review |  Decision Making Assumption Surfacing |  Operations ALPEN Method |  Product Discovery Assumption Mapping |
|---|---|---|---|---|
Purposedifferent | 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. | Plans often contain assumptions that were never openly stated and remain dangerous precisely because of that. Assumption Surfacing makes these silent premises visible and prioritizes which of them carry the initiative or could sink it. | With an overloaded day full of too many tasks, a realistic picture of the day emerges. The method connects estimating, deciding, and buffer thinking so planning fits available energy and time. | When assumptions still sit unordered in the room, it weighs uncertainty against leverage. It makes visible which hypotheses should be checked first. |
Complexitydifferent | Medium | Low | Low | Medium |
Timedifferent | 1-3 h | 45-90 min | 10-20 min daily | 45-60 min |
Participantsdifferent | 3-10 | 2-8 | 1 | 2-8 |
Formatdifferent | Workshop | Workshop + async | Async | Workshop + async |
Outputdifferent | Learning Review Notes, System Factors, Improvement Actions | Assumption List, Critical Assumptions, Learning Plan | Daily Plan, Time Estimates, Review Notes | Assumption map, Test backlog, Risk ranking |
Tagsno overlap | LearningRetrospectiveIncidentOperations | AssumptionsRiskDecisionDiscovery | PlanningTime managementProductivityOperations | AssumptionsRiskExperimentsValidation |