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| Criterion | ![]() Growth Funnel Analysis | ![]() Business Strategy GAP Analysis | ![]() Engineering Goal Question Metric | ![]() Product Strategy Counter Metrics |
|---|---|---|---|---|
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. | GAP Analysis compares the current state with a target picture and makes the distance manageable. It becomes useful when, ahead of new initiatives, it must become clear which capabilities, processes, or resources are missing. | 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. | 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. |
Complexitydifferent | Medium | Medium | Medium | Low |
Timedifferent | 1-3 h | 1-3 h | 90-180 min | 30-60 min |
Participantsdifferent | 1-5 | 2-8 | 3-6 | 2-6 |
Formatdifferent | Async | Workshop + async | Workshop | Workshop + async |
Outputdifferent | Funnel report, Drop-off analysis, Optimization hypotheses | Gap Matrix, Action Plan, Risk Notes | GQM Table, Metric Profiles | Counter Metric List, Guardrail Definitions |
Tagsno overlap | AnalyticsConversionGrowth | StrategyAnalysisPlanning | MetricsMeasurementEngineeringAlignment | MetricsMeasurementStrategyExperiments |



