Degrees of Freedom (Regression):
Degrees of Freedom (Residual):
F-Statistic:
:
(The regression model does not explain a significant portion of the variance in the dependent variable.)
: for at least one i
(The regression model explains a significant portion of the variance in the dependent variable.)
The critical value for an F-test at 97.5% confidence level with and is 3.25.
Reject the if
This is given in the summary output as
Since the calculated F-value is greater than the critical value (3.25), we reject the null hypothesis.
This suggests that the regression model is valid (has explanatory power), and at least one of the coefficients is significantly different from zero.