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| Criterion |  Growth A/B Testing |  Decision Making Risk Matrix |  Decision Making Argument Mapping |
|---|---|---|---|
Purposedifferent | When two variants compete, discussions quickly decide by taste rather than effect. A/B Testing checks behavior under controlled conditions and separates real improvement from chance or expectation effects. | When a project faces many possible disruptions, it quickly becomes unclear which risks deserve attention first. It separates options, evaluation criteria, and open risks. The result is captured as a Risk Matrix and a Top Risk List. | When statements, evidence, and counterarguments get mixed up, a debate quickly loses its structure. Argument Mapping breaks a thesis down into its reasoning and makes visible what it really rests on. |
Complexitydifferent | High | Low | Medium |
Timedifferent | 1-4 Wochen | 30-60 min | 1-3 h |
Participantsdifferent | 1-6 | 3-10 | 1-8 |
Formatdifferent | Async | Workshop + async | Workshop + async |
Outputdifferent | Experiment results, Decision log, Learning summary | Risk Matrix, Top Risk List | Argument Map, Evidence Gaps, Decision Rationale |
Tagsno overlap | ExperimentsGrowthAnalyticsValidation | RiskDecisionPrioritizationAssessment | SensemakingDecisionRationale |
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