I have a question regarding large coefficient value in logistic regression. In my case in logistic regression , I have used four independent variable X1, X2, X3 & X4 and dichotomous dependent variable 'Y'. Coefficient variable of X1, X2, X3 & X4 are showing much larger than other but the P value have good significance of (p < 0.05).
- What does this mean?
- Why some coefficients are much large larger than other?
- Is there any range for logistic regression coefficient?
I have attached the model result as below kindly go through the result.
Thank you
The larger your coefficient values and the lower your st errors, the lower the pvalue, so that these pvalues are more likely to fall below a given significance criterion, in this case .05. So this is ok.
To get a better grasp of what these coefficients mean in terms of your Y, I recommend you to calculate predictive margins and marginal effects. If you're using stata, use the margins command.
Could you please explain the measurement unit of these independent variables? is the population is measured in millions, billions, or what?
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