The person correlations are presented in table 3. We use the correlation matrix to determine whether the independent variables are highly correlated. Table 3 shows that there is little correlation among most of the independent variables as the highest correlation, -0.633, is less than the benchmark of 0.7, suggesting that the problem of multicollinearity is not serious.