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| Criterion |  Growth Hooked Model |  Facilitation Stakeholder Mapping |  Product Strategy Counter Metrics |  Engineering Goal Question Metric |
|---|---|---|---|---|
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. | When an initiative depends on many people, interests, and power dynamics, Stakeholder Mapping systematically orders the environment. It shows who influences, who is affected, and where relationship management or safeguarding matters first. | When a headline metric could mask side effects, it adds guardrail signals against unwanted outcomes. It connects customer value, product logic, and decision priorities. The result is captured as a counter-metric list and guardrail definitions. | Helps clarify technical problems, hypotheses, and next steps in concrete terms. It breaks a technical problem into testable parts. The result is captured as a GQM table and metric briefs. |
Complexitydifferent | Medium | Low | Low | Medium |
Timedifferent | Multiple workshops over several weeks | 60–90 min | 30-60 min | 90-180 min |
Participantsdifferent | 2-8 | 2-8 | 2-6 | 3-6 |
Formatdifferent | Workshop + async | Workshop + async | Workshop + async | Workshop |
Outputdifferent | Hooked loop, Trigger map, Reward design, Ethics check | Stakeholder Map, Engagement Plan, Risk Notes | Counter Metric List, Guardrail Definitions | GQM Table, Metric Profiles |
Tagsno overlap | GrowthBehaviorRetention | StakeholdersAlignmentFacilitationChange | MetricsMeasurementStrategyExperiments | MetricsMeasurementEngineeringAlignment |