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Multiple Linear regression - Transformation on Percentage regressors

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@rajiv2806 wrote:

I am performing a MLR (Multiple Linear Regression) on data set that has percentage parameters along with some numerical and categorical variables.

However while checking the MLR model assumptions, i found that i need to do an Squared transformation on my percentage variable. I could have blindly used the squared transformation to improve my model. But squaring a parameter with percentage values does not make any sense to me, because they might not have same implications as and when we transform a numeric variable.

Any Suggestion's on how to proceed further is highly appreciated.

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