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Re: st: Survey statistics, sampling methods
Jen, I share Stas's opinions. You made the classic mistake of
selecting too few primary sampling units and trying to make up for
this with lots of observations at later stages. Still, if you can
get help from an exprerienced survey researcher, you might salvage
something even now. If, as in my experience, the response rate from
graduate students is abysmal, I would just drop them from the analyses.
Steven
On Aug 30, 2007, at 4:27 PM, Jen McCormick wrote:
Hi -
My colleague and I conducted a national survey to determine the
attitudes of life scientists toward the ethical and societal
implications of their research. We sent 2000 surveys to life
scientists at 7 different research universities. We received 855
surveys back and in addition, had about a 10% rate of no contact so
our response rate is about 50%.
We used departments as our secondary sampling unit. We categorized
all the life science-related departments at our institution as
either basic science or clinical and then randomly selected 3 from
basic science and 2 from clinical for a total of 5 departments
(secondary strata?) from which we pulled individual researchers.
Across the 7 different institutions there is on average about 21
departments that would fall into our definition of life science-
related departments.
We are not quite certain what our finite-population correction
factors are for the universities strata and for the department
strata but think these are 1/13, 1/13, 1/45, 1/19, 1/4, 1/3 and
5/21, respectively Are we correct in thinking we need to make use
of these ratios?
The unit we actually surveyed is the individual researcher
(graduate students, postdoctoral fellows, research staff, and
faculty). Sampling was done based on position at this point (i.e.
we put all grad students from university 1 in one list and then
randomly selected about 66, we put all postdocs from university 1
in one list and then randomly selected about 66, etc). Selected
about 250 individuals from each of the 6 universities (a few minor
exceptions) and 500 from Stanford. We also tried to get equal
numbers from each of the four position categories as best as
possible. How do we include this into our use of the svyset command
(or do we need to not worry about this)?
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