For ease of interpretation,
the non-centered variables were used to create
the descriptive statistics. To examine the multicollinearity issue,
we calculated variance inflation factors (VIFs) for all
models. The largest VIF was far below 10, with mean VIF
around 2. Thus, there is less concern about multicollinearity