In addition, Figure 7-4 displays STATA’s regression output which, by default, includes the
F-test for overall significance. In this example, the F-statistic is 5.03 and the p-value is 0.055, so I can reject the hypothesis that the independent variables have no collective influence on the dependent variable at the 5.5 percent level of significance (or with 94.5 percent confidence).