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| Criterion |  Growth Hooked Model |  Knowledge Modeling Knowledge Mapping |  Decision Making Cynefin Workshop |  Decision Making Assumption Surfacing |
|---|---|---|---|---|
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. | Knowledge Mapping makes knowledge, gaps, and transfer paths visible across a field. It fits when expertise should not just exist but also be findable and transferable. | When problems are unclear, chaotic, or only seemingly familiar, standard recipes fall short. A Cynefin Workshop sorts situations by the nature of their problem and connects them with matching action logic. | 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. |
Complexitydifferent | Medium | Medium | Medium | Low |
Timedifferent | Multiple workshops over several weeks | 1-3 h | 60-180 min | 45-90 min |
Participantsdifferent | 2-8 | 3-12 | 4-20 | 2-8 |
Formatdifferent | Workshop + async | Workshop | Workshop | Workshop + async |
Outputdifferent | Hooked loop, Trigger map, Reward design, Ethics check | Knowledge Map, Critical Knowledge Areas, Transfer Plan | Cynefin Map, Domain-specific Actions, Sensemaking Notes | Assumption List, Critical Assumptions, Learning Plan |
Tagsno overlap | GrowthBehaviorRetention | KnowledgeMappingRisk | ComplexitySensemakingDecision | AssumptionsRiskDecisionDiscovery |