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st: Aggregated Weighted Summary Statistics Using Probability Weights
From
Lindsay Newman <[email protected]>
To
[email protected]
Subject
st: Aggregated Weighted Summary Statistics Using Probability Weights
Date
Tue, 13 Jul 2010 11:17:09 -0400
I am using survey data with probability weights. I want to compute
various summary statistics, including the mean and standard deviation,
of the data at an aggregated level. In particular, I want to use
individual responses to certain questions to calculate the country
year weighted mean and standard deviation of the response. For
instance, if 200 individuals responded to a particular question, what
is the weighted average response for that country year? What is the
weighted standard deviation of the responses for that country year?
When I sort by country year and use the following code:
(1) by countryyear: summarize (response variable) [aw=weight variable]
I get different results for the standard deviations than when I either run:
(2) summarize (response variable) if countryyear ==x [aw=weight variable]
or when I calculate the standard deviation manually using:
(3) di sqrt(e(N) * el(e(V_srs),1,1))
When I analyze the responses for just one country year (i.e. deleting
all but responses from a single country year) using:
(4) svy: mean (response variable) estat sd,
the standard deviations match 2 and 3 but not 1. Why is this?
Thank you.
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