How do we interpret logic coefficients estimated by logistic regression model? The following is a hypothetical result:
log(p/1-p) = 0.3 + 0.2*Male + 0.4*TREATMENT
One use of this result is to see if Male effect and GPA effect are statistically significant. We also want to know the meaning of values, such as 0.2 and 0.4. Because the left side of equation is a complex mathematical construct, it is not immediately clear what 0.2 or 0.4 means.