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| Criterion |  UX Research Surveys |  Engineering Goal Question Metric |  Facilitation Alignment Mapping |  Product Strategy Counter Metrics |
|---|---|---|---|---|
Purposedifferent | 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. | 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 several people work toward one goal but hold different mental maps, Alignment Mapping makes the discrepancies visible. It arranges goals, assumptions, and priorities so shared direction becomes verifiable. | 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 | 3-14 Tage | 90-180 min | 1-2 h | 30-60 min |
Participantsdifferent | 50+ | 3-6 | 4-12 | 2-6 |
Formatdifferent | Async | Workshop | Workshop | Workshop + async |
Outputdifferent | Survey Results, Charts, Segment Insights | GQM Table, Metric Profiles | Alignment Map, Open Issues, Decision Questions | Counter Metric List, Guardrail Definitions |
Tagsno overlap | QuantitativeResearchValidation | MetricsMeasurementEngineeringAlignment | AlignmentStakeholdersStrategyFacilitation | MetricsMeasurementStrategyExperiments |