Then, using real ecological data, I demonstrated the utility of various statistical techniques for enhancing the reliability and interpretation of ecological multiple regression in the presence of ...

Numerous papers in the fields of marketing and consumer behavior that utilize moderated multiple regression express concerns regarding the existence of a multicollinearity problem in their analyses.