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| Criterion |  UX Research HEART Framework |  Decision Making Assumption Surfacing |  Product Strategy Counter Metrics |  Product Discovery Assumption Mapping |
|---|---|---|---|---|
Purposedifferent | Helps clarify observations, needs, and patterns in concrete terms. It groups observations into patterns, questions, and decisions. The result is captured as a HEART-GSM table and dashboard. | 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 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 assumptions still sit unordered in the room, it weighs uncertainty against leverage. It makes visible which hypotheses should be checked first. |
Complexitydifferent | Medium | Low | Low | Medium |
Timedifferent | 120 min initial, dann laufend | 45-90 min | 30-60 min | 45-60 min |
Participantsdifferent | 3-6 | 2-8 | 2-6 | 2-8 |
Formatsame | Workshop + async | Workshop + async | Workshop + async | Workshop + async |
Outputdifferent | HEART-GSM Table, Dashboard | Assumption List, Critical Assumptions, Learning Plan | Counter Metric List, Guardrail Definitions | Assumption map, Test backlog, Risk ranking |
Tagsno overlap | MetricsUX researchMeasurementSatisfaction | AssumptionsRiskDecisionDiscovery | MetricsMeasurementStrategyExperiments | AssumptionsRiskExperimentsValidation |