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st: Help needed for three-step FGLS estimation
I am trying to estimate the vulnerability of Nicaraguan households using the three-step FGLS method that has been suggested by Tesliuc and Licndert (2002) and Chauduri et al (2002). But I am having trouble at step three, so I am hoping that somebody can help me out here:
We assume that ln c=x$B&B(J+ e, (1)
where c is consumption and x is household characteristics.
We also assume that the variance of e is given by e^2=x$B&H(J + n (2)
I therefore first estimate (1) using OLS. Then I save the squared residuals and regress these with the same household characteristics in order to estimate theta from (2).
But now I am lost. I need to transform (1) into:
ln c/$B"e(J(x$B&H(J)= x$B&B(J/$B"e(J(x$B&H(J)+ e/$B"e(J(x$B&H(J)
But how do I do that? So far I have:
.reg logconsum miembros_01 s2p3 s2p4 genage agesq primary secondary /// .university badhouse durindex landsize landsizesq healthaccess ///
.schoolaccess childratio oldratio drought pest district_012-district_0117 .[pw=peso2], robust
.predict residuals,resid
.gen e2=residuals^2
.reg e2 miembros_01 s2p3 s2p4 genage agesq primary secondary university /// .badhouse durindex landsize landsizesq healthaccess schoolaccess
.///childratio oldratio drought pest district_012-district_0117 [pw=peso2], .robust
.predict yhat
And I need to be able to estimate both the expected log consumption (E(ln c|x)=X$B&B(J(hat)) and the variance (V(ln c|x)=X$B&H(J(hat)), so that I can estimate:
v=Pr(ln C<ln z|X)= $B&5(J((ln z - x$B&B(J(hat))/ $B"e(J(x$B&H(J))
Can anyone help on how to do the final step in STATA?
Cheers
Kristian
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