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| Criterion | ![]() Knowledge Modeling Competency Questions | ![]() UX Research HEART Framework | ![]() Product Strategy KPI Tree | ![]() 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 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. | 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 | 90-180 min initial, dann laufend | 30-60 min |
Participantsdifferent | 2-8 | 3-6 | 3-8 | 2-6 |
Formatsame | Workshop + async | Workshop + async | Workshop + async | Workshop + async |
Outputdifferent | Competency Question Set, Required Concepts, Test Queries, Coverage Matrix | HEART-GSM Table, Dashboard | KPI Tree, Owner List | Counter Metric List, Guardrail Definitions |
Tagsno overlap | OntologyKnowledge graphScopeRequirementsSemantic | MetricsUX researchMeasurementSatisfaction | MetricsStrategyAlignmentMeasurement | MetricsMeasurementStrategyExperiments |



