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| Criterion |  Product Strategy Counter Metrics |  Growth A/B Testing |  Product Strategy ICE Scoring |
|---|---|---|---|
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. | 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 ideas need sorting quickly, it condenses impact, confidence, and effort into one compact score. It connects customer value, product logic, and decision priorities. The result is captured as an ICE table and top-ideas list. |
Complexitydifferent | Low | High | Low |
Timedifferent | 30-60 min | 1-4 Wochen | 30-60 min |
Participantsdifferent | 2-6 | 1-6 | 2-8 |
Formatdifferent | Workshop + async | Async | Workshop + async |
Outputdifferent | Counter Metric List, Guardrail Definitions | Experiment results, Decision log, Learning summary | ICE Table, Top Idea List |
Tagsno overlap | MetricsMeasurementStrategyExperiments | ExperimentsGrowthAnalyticsValidation | PrioritizationScoringGrowthDecision |
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