You can’t determine the importance of a variable or the magnitude of its effect by the statistical significance of the coefficient. Some coefficients that are highly statistically significant may be of little importance, so keep in mind that statistical significance provides only evidence of a positive or negative effect. For magnitude and importance, you want to focus on the value of the coefficient and perhaps calculate the standardized regression coefficient (see Chapter 5 for a
discussion of this).