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| Criterion |  UX Research HEART Framework |  Engineering Goal Question Metric |  Knowledge Modeling Knowledge Mapping |  Growth North Star Metric |
|---|---|---|---|---|
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. | 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. | Knowledge Mapping makes knowledge, gaps, and transfer paths visible across a field. It fits when expertise should not just exist but also be findable and transferable. | 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. |
Complexitysame | Medium | Medium | Medium | Medium |
Timedifferent | 120 min initial, dann laufend | 90-180 min | 1-3 h | 1-2 h |
Participantsdifferent | 3-6 | 3-6 | 3-12 | 3-8 |
Formatdifferent | Workshop + async | Workshop | Workshop | Workshop + async |
Outputdifferent | HEART-GSM Table, Dashboard | GQM Table, Metric Profiles | Knowledge Map, Critical Knowledge Areas, Transfer Plan | North Star metric, Input metric tree, Measurement cadence |
Tagsno overlap | MetricsUX researchMeasurementSatisfaction | MetricsMeasurementEngineeringAlignment | KnowledgeMappingRisk | GrowthMetricsAlignmentRetention |