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| Criterion |  Growth Funnel Analysis |  Architecture ARID (Active Reviews for Intermediate Designs) |  Operations ALPEN Method |  Growth Flywheel |
|---|---|---|---|---|
Purposedifferent | When many visitors or users drop off along the way, the reason behind the number often stays hidden. Funnel Analysis exposes these transitions and makes visible exactly where the path collapses. | ARID examines how well developers can work with a technical design. It focuses on a part of the system that can still be revised, between the architecture overview and the detailed specification. | 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. | Growth often breaks down where a reinforcing mechanism builds up too much friction. A Flywheel shows the cycle of value, repetition, and reinforcement meant to sustain growth. |
Complexitydifferent | Medium | Medium | Low | Medium |
Timedifferent | 1-3 h | 2–4 h review as a planning range; preparation and evaluation additional | 10-20 min daily | 60-120 min |
Participantsdifferent | 1-5 | Designers, developers as users, and facilitation | 1 | 3-8 |
Formatdifferent | Async | Workshop + async | Async | Workshop |
Outputdifferent | Funnel report, Drop-off analysis, Optimization hypotheses | Prioritized development tasks, Jointly produced code or pseudocode, Observed difficulties and open design questions, Proposed design revisions | Daily Plan, Time Estimates, Review Notes | Flywheel Map, Friction Points, Growth Levers, Experiment Backlog |
Tagsno overlap | AnalyticsConversionGrowth | ArchitectureEngineeringFeedbackValidationTasks | PlanningTime managementProductivityOperations | GrowthRetentionConversion |