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| Criterion |  Operations Change Analysis |  Engineering Hypothesis-Driven Troubleshooting |  Growth Flywheel |
|---|---|---|---|
Purposedifferent | For a deviation after a change, the method isolates the influence of the altered condition. It narrows down which differences are relevant and which are just accompanying noise. | When systems fail unexpectedly, spontaneous attempts often produce more noise than insight. Hypothesis-driven Troubleshooting translates symptoms into testable assumptions and makes troubleshooting learnable. | Growth often breaks down where a reinforcing mechanism builds up too much friction. A Flywheel shows the cycle of value, repetition, and reinforcement meant to sustain growth. |
Complexitysame | Medium | Medium | Medium |
Timedifferent | 45-120 min | 30-240 min | 60-120 min |
Participantsdifferent | 2-6 | 1-6 | 3-8 |
Formatdifferent | Workshop + async | Workshop + async | Workshop |
Outputdifferent | Change Matrix, Cause Hypotheses, Validation Questions, Action List | Hypothesis Log, Test Plan, Evidence Notes, Diagnosis Summary | Flywheel Map, Friction Points, Growth Levers, Experiment Backlog |
Tagsno overlap | ChangeRoot causeTroubleshootingComparison | TroubleshootingProblem solvingDiagnosis | GrowthRetentionConversion |
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