Use the F-model statistic and the appropriate critical value to test the significance of the linear regression model under consideration by setting α equal to 0.05.
H0: β1 = β2 = β3 = 0
Find the P-value related to the F-model on the output. Using the P-value, test the significance of the linear regression model by setting α = 0.01 and 0.001. What do you conclude?
P-value = 0.090. Since this value is greater than 0.001, we fail to reject the null hypothesis. Therefore, there is no significant evidence to suggest that x1, x2, x3 are linearly related to y.