Many problem solving processes include separate steps for determining root cause and generating potential solutions. In cases where a clear and single cause is identified, maybe there is some sense to this. However, for complex situations the causes tend to be tangled together through interactions, which cannot be determined with simple comparative tests. A well constructed Design of Experiments can uncover the causes and expose the solution at the same time.
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