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| Criterion |  Operations ABC Analysis |  Growth North Star Metric |  Growth Flywheel |  Engineering Goal Question Metric |
|---|---|---|---|---|
Purposedifferent | With many similar objects of differing economic significance, the method prioritizes effort by effect. It separates what needs regular steering from what rarely needs attention. | When product teams track many metrics, the view of the actual customer outcome easily gets lost. A North Star Metric bundles growth, usage, and value contribution into one signal that makes the system's direction visible. | 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. | 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 | Low | Medium | Medium | Medium |
Timedifferent | 30-60 min | 1-2 h | 60-120 min | 90-180 min |
Participantsdifferent | 1-5 | 3-8 | 3-8 | 3-6 |
Formatdifferent | Async | Workshop + async | Workshop | Workshop |
Outputdifferent | ABC Classification, Focus Rules, Control List | North Star metric, Input metric tree, Measurement cadence | Flywheel Map, Friction Points, Growth Levers, Experiment Backlog | GQM Table, Metric Profiles |
Tagsno overlap | PrioritizationOperationsPortfolio | GrowthMetricsAlignmentRetention | GrowthRetentionConversion | MetricsMeasurementEngineeringAlignment |