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| Criterion |  Growth Hooked Model |  Decision Making Pre-Mortem |  Operations Failure Mode and Effects Analysis |  Operations ALPEN Method |
|---|---|---|---|---|
Purposedifferent | The Hooked Model helps clarify engagement loops, user behavior, and experiments. It makes repeat behavior measurable and captures the result as a hooked loop, trigger map, and reward design. | In early initiatives with many uncertainties, planning quickly turns too optimistic. A pre-mortem makes the expected failure visible in advance and sharpens the view of causes, gaps, and countermeasures. | For a process, product, or service with noticeable failure risks, the method assesses possible failure modes in advance. It directs attention to combinations of occurrence, effect, and detectability. | 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. |
Complexitydifferent | Medium | Low | High | Low |
Timedifferent | Multiple workshops over several weeks | 20–45 min | 2-6 h | 10-20 min daily |
Participantsdifferent | 2-8 | Small cross-functional group | 3-10 | 1 |
Formatdifferent | Workshop + async | Workshop | Workshop | Async |
Outputdifferent | Hooked loop, Trigger map, Reward design, Ethics check | Risk list, Mitigation plan, Assumption log | FMEA Table, Risk Priority, Mitigation Actions | Daily Plan, Time Estimates, Review Notes |
Tagsno overlap | GrowthBehaviorRetention | RiskDecisionFailurePlanning | RiskQualityOperationsRoot cause | PlanningTime managementProductivityOperations |