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| Criterion |  Product Strategy Counter Metrics |  Growth Hooked Model |  Growth A/B Testing |  Growth North Star Metric |
|---|---|---|---|---|
Purposedifferent | 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. | 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 two variants compete, discussions quickly decide by taste rather than effect. A/B Testing checks behavior under controlled conditions and separates real improvement from chance or expectation effects. | 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. |
Complexitydifferent | Low | Medium | High | Medium |
Timedifferent | 30-60 min | Multiple workshops over several weeks | 1-4 Wochen | 1-2 h |
Participantsdifferent | 2-6 | 2-8 | 1-6 | 3-8 |
Formatdifferent | Workshop + async | Workshop + async | Async | Workshop + async |
Outputdifferent | Counter Metric List, Guardrail Definitions | Hooked loop, Trigger map, Reward design, Ethics check | Experiment results, Decision log, Learning summary | North Star metric, Input metric tree, Measurement cadence |
Tagsno overlap | MetricsMeasurementStrategyExperiments | GrowthBehaviorRetention | ExperimentsGrowthAnalyticsValidation | GrowthMetricsAlignmentRetention |