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I had a similar problem recently and though I add my approach to the nice answers. I think in order to find a simple way to determine which variable leads to the best ranking. One could transform your problem to a gridsearch approach: Basically use a combined score for the ranking which is composed as such: Finel_score = Var1 * A + Var2 * B + Var3 * C .... ...

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