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Re: st: ZIP with Sample Selection


From   Maarten buis <maartenbuis@yahoo.co.uk>
To   statalist@hsphsun2.harvard.edu
Subject   Re: st: ZIP with Sample Selection
Date   Wed, 1 Dec 2010 08:46:52 +0000 (GMT)

--- On Wed, 1/12/10, James McJoseph wrote:
> 2. Is it appropriate to apply a count model to a data where
> the only count present in the data are: 0, 1, 2.  Counts above
> 2 are possible but very extremely rare. Another consideration, the
> occurance of counts are not equally probable. 0 is more probable
> than 1. 1 is more probable than 2, Hence 3 and above are much less
> probably to even unlikely. 

Sounds consistent with a Poisson distribution with a extrememly low
mean. One problem I can imagine is that in your subject line you 
refer to a zero inflated poisson. A regular Poisson with such an 
extremely low mean will have a huge amount of zeros. I can imagine
that Stata will have trouble distinguishing between a zero inflated
Poisson distribution and such an extreme Poisson. Add a selection 
equation to that, and I doubt whether you'll ever get convergence. 
Think of it this way: what we do when we do a statistical analysis 
is to compare people (or whatever your unit of analysis may be). If 
everybody where the same, such a comparsion would be very boring. 
In other words it is the differences between people that contains 
the information we use in our analysis. If you have such an extreme 
Poisson distribution, then your variance is likely to be very low, 
which means there is very little information present in your data. 
A consequence of that is that even if the dataset is large, you can 
still only estimate relatively simple models and certainly not a ZIP 
with sample selection, as both the ZIP part and the sample selection 
part require lots of information on their own, let alone in 
combination.

Hope this helps,
Maarten

--------------------------
Maarten L. Buis
Institut fuer Soziologie
Universitaet Tuebingen
Wilhelmstrasse 36
72074 Tuebingen
Germany

http://www.maartenbuis.nl
--------------------------


      

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