Question

Specific regressor seem important in multiple regression

Answer 1

Don't Compare Regular Regression Coefficients to Determine Variable Importance. Regular regression coefficients describe the relationship between each predictor variable and the response. The coefficient value represents the mean change in the response given a one-unit increase in the predictor.