holding binary x-vars constant in probit marg. effect estim.
Posted: Tue Sep 28, 2010 4:26 am
Hi,
I am trying to get the marginal effect of an x-variable (a dummy) in a probit regression. I.e. if the x-variable I'm interested in is x1, I need to find
G(B0 + x1 + B2.x2 +...Bk.xk) - G(B0 + B2.x2 +...Bk.xk).
I understand that usually, the other x-variables (other than x1, that is) would be held constant in both G() expressions by substituting a significant value like the mean of each x-variable for that x-variable (i.e. B2.x2 would become B2.(mean of x2), B3.x3 becomes B3.(mean of x3) etc.). However, several of my x-variables are also dummies - i.e. I'm not sure if using their means would be meaningful.
I have tried getting the marginal effect for x1 by setting all other dummy x-variables to 0, and I have also tried setting all other x-variables to 1, but both times, I get a figure for the marginal effect of x1 that is negative (e.g. -1.54), which is troubling because the coefficient of x1 is positive - I would think that the marginal effect should have the same sign as the coefficient.
So right now I'm not sure what to set the non-x1 dummy variables to in order to hold them constant.
I'm rather new to econometrics, any help at all would be much appreciated.
Thanks in advance! :)
I am trying to get the marginal effect of an x-variable (a dummy) in a probit regression. I.e. if the x-variable I'm interested in is x1, I need to find
G(B0 + x1 + B2.x2 +...Bk.xk) - G(B0 + B2.x2 +...Bk.xk).
I understand that usually, the other x-variables (other than x1, that is) would be held constant in both G() expressions by substituting a significant value like the mean of each x-variable for that x-variable (i.e. B2.x2 would become B2.(mean of x2), B3.x3 becomes B3.(mean of x3) etc.). However, several of my x-variables are also dummies - i.e. I'm not sure if using their means would be meaningful.
I have tried getting the marginal effect for x1 by setting all other dummy x-variables to 0, and I have also tried setting all other x-variables to 1, but both times, I get a figure for the marginal effect of x1 that is negative (e.g. -1.54), which is troubling because the coefficient of x1 is positive - I would think that the marginal effect should have the same sign as the coefficient.
So right now I'm not sure what to set the non-x1 dummy variables to in order to hold them constant.
I'm rather new to econometrics, any help at all would be much appreciated.
Thanks in advance! :)