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| Criterion |  UX Research HEART Framework |  UX Research Surveys |  Product Strategy Counter Metrics |  Product Strategy KPI Tree |
|---|---|---|---|---|
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. | When a topic needs to be validated broadly and many people can answer the same question, surveys gather structured feedback in a scalable form. Answers become comparable and segmentable instead of remaining merely anecdotal. | 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 metrics across the organization drift apart, it arranges drivers and effects under one shared logic. It connects customer value, product logic, and decision priorities. The result is captured as a KPI tree and owner list. |
Complexitydifferent | Medium | Medium | Low | Medium |
Timedifferent | 120 min initial, dann laufend | 3-14 Tage | 30-60 min | 90-180 min initial, dann laufend |
Participantsdifferent | 3-6 | 50+ | 2-6 | 3-8 |
Formatdifferent | Workshop + async | Async | Workshop + async | Workshop + async |
Outputdifferent | HEART-GSM Table, Dashboard | Survey Results, Charts, Segment Insights | Counter Metric List, Guardrail Definitions | KPI Tree, Owner List |
Tagsno overlap | MetricsUX researchMeasurementSatisfaction | QuantitativeResearchValidation | MetricsMeasurementStrategyExperiments | MetricsStrategyAlignmentMeasurement |