If the goal for the regression analysis is to interpret partial regression coefficients in an attempt to better understand the relationship between the dependent variable and one or more of the predictor variables,it will be desirable to build a smaller model with predictor variables that are more independent from each other.

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Building a model with predictor variables that are more independent from each other can help in interpreting the partial regression coefficients more accurately and understanding the relationship between the dependent variable and the predictor variables.

If the Goal for the Regression Analysis Is to Interpret