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Confounding variables and redundant variables

Imagine the following situation. We have a variable correlated with the predictor variable and, at the same time, with the predicted variable . Suppose that the variable is the one responsible for causing and . For example, could be the industrial revolution (a really complex variable!), the number ...

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