A technique called ridge regression is presented as a method for analyzing models containing multicollinearity. Multicollinearity is described as an often overlooked, but significant and pervasive ...

However, since multicollinearity is difficult to manage after the fact, researchers should avoid problems by carefully managing the factors known to mitigate multicollinearity problems (particularly ...