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| Criterion |  Growth A/B Testing |  UX Research Surveys |  Innovation Design Sprint |  Innovation Design Thinking |
|---|---|---|---|---|
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 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 the product question is unclear and time pressure is high, the method takes a team from an open idea to a testable solution. It connects problem understanding, decision, and learning in one compact format, lowering the risk of spending a lot of energy on a mere guess. | For complex user problems with an uncertain cause, the method connects observation, interpretation, and experiment into a learning cycle. It keeps the focus on real needs and avoids premature solution language. This produces robust decisions for product and service. |
Complexitydifferent | High | Medium | High | High |
Timedifferent | 1-4 Wochen | 3-14 Tage | 4-5 Tage | 1 Tag bis mehrere Wochen |
Participantsdifferent | 1-6 | 50+ | 5-8 | 4-10 |
Formatdifferent | Async | Async | Workshop | Workshop |
Outputdifferent | Experiment results, Decision log, Learning summary | Survey Results, Charts, Segment Insights | Prototype, Test Findings, Decision Rationale | Problem Statement, Prototype, Test Learnings |
Tagsno overlap | ExperimentsGrowthAnalyticsValidation | QuantitativeResearchValidation | Design sprintPrototypeValidationInnovation | InnovationPrototypeResearch |