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| Criterion | ![]() Engineering Goal Question Metric | ![]() Decision Making Assumption Surfacing | ![]() Product Discovery Assumption Mapping | ![]() Product Strategy Counter Metrics |
|---|---|---|---|---|
Purposedifferent | 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. | Plans often contain assumptions that were never openly stated and remain dangerous precisely because of that. Assumption Surfacing makes these silent premises visible and prioritizes which of them carry the initiative or could sink it. | When assumptions still sit unordered in the room, it weighs uncertainty against leverage. It makes visible which hypotheses should be checked first. | 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 | Low | Medium | Low |
Timedifferent | 90-180 min | 45-90 min | 45-60 min | 30-60 min |
Participantsdifferent | 3-6 | 2-8 | 2-8 | 2-6 |
Formatdifferent | Workshop | Workshop + async | Workshop + async | Workshop + async |
Outputdifferent | GQM Table, Metric Profiles | Assumption List, Critical Assumptions, Learning Plan | Assumption map, Test backlog, Risk ranking | Counter Metric List, Guardrail Definitions |
Tagsno overlap | MetricsMeasurementEngineeringAlignment | AssumptionsRiskDecisionDiscovery | AssumptionsRiskExperimentsValidation | MetricsMeasurementStrategyExperiments |



