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Date:         Thu, 7 May 2009 13:46:00 -0700
Reply-To:     Paul <paulvonhippel@YAHOO.COM>
Sender:       "SAS(r) Discussion" <SAS-L@LISTSERV.UGA.EDU>
From:         Paul <paulvonhippel@YAHOO.COM>
Organization: http://groups.google.com
Subject:      Re: Tobit predicted values using PROC QLIM
Comments: To: sas-l@uga.edu
Content-Type: text/plain; charset=ISO-8859-1

I've concluded that neither PROC QLIM nor PROC LIFEREG will supply E(Y| X). It can be calculated as follows, using equation 16.14 in Wooldridge, Econometric Analysis of Cross-Section and Panel Data:

proc qlim; model y = x; endogenous y ~ censored (lb=0); output out = fitted predicted expected conditional xbeta errstd; run; data fitted; set fitted; cdf = probnorm (xbeta_y / errstd_y); pdf = PDF('NORMAL',xbeta_y/errstd_y); y_censored_expected = cdf * xbeta_y + errstd_y * pdf; /* This is E(Y| X) */ run;

In my data, the correlation between the conditional expectation of the censored variable E(Y|X) and SAS's "predicted" value max(0,E(Y*|X)) is .95, with the values agreeing better and better as they get further from zero. Where the values differ, I would say the "predicted" value looks like a more plausible guess than the expectation of the censored value.


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