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| Criterion |  Knowledge Modeling Competency Questions |  UX Research HEART Framework |  Facilitation Alignment Mapping |  Product Strategy Counter Metrics |
|---|---|---|---|---|
Purposedifferent | Competency Questions translate a domain model into concrete questions that it must be able to answer. The method keeps the model's scope clean and prevents pretty but useless structures. | 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 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 | 2-4 h | 120 min initial, dann laufend | 1-2 h | 30-60 min |
Participantsdifferent | 2-8 | 3-6 | 4-12 | 2-6 |
Formatdifferent | Workshop + async | Workshop + async | Workshop | Workshop + async |
Outputdifferent | Competency Question Set, Required Concepts, Test Queries, Coverage Matrix | HEART-GSM Table, Dashboard | Alignment Map, Open Issues, Decision Questions | Counter Metric List, Guardrail Definitions |
Tagsno overlap | OntologyKnowledge graphScopeRequirementsSemantic | MetricsUX researchMeasurementSatisfaction | AlignmentStakeholdersStrategyFacilitation | MetricsMeasurementStrategyExperiments |