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st: Average correlations in panel data
From
yoel ben or <[email protected]>
To
[email protected]
Subject
st: Average correlations in panel data
Date
Mon, 10 Feb 2014 21:18:03 +0200
I have a dataset that looks like this:
compid ret month year retdate mktval decile
10006 -.05588235 1983 8 1983m8 262731.3 7
10006 .57480317 1983 9 1983m9 415950 7
10006 -.025 1983 10 1983m10 405551.3 7
10006 .05333333 1983 11 1983m11 426462 7
10006 -.01960784 1983 12 1983m12 419250 7
10001 -.07407408 1987 2 1987m2 6193.75 1
10001 .0368 1987 3 1987m3 6317.625 1
10001 .05142857 1987 6 1987m6 5822.125 1
10001 .0212766 1987 7 1987m7 5946 1
10001 .08333334 1987 8 1987m8 6441.5 1
10487 .10226244 1983 8 1983m8 327819.3 7
10487 .02479339 1983 9 1983m9 335947 7
10487 .08870967 1983 10 1983m10 365748.8 7
10487 .02074074 1983 11 1983m11 371167.3 7
:
:
:
where compid and retdate uniquely identify ret(urn) observations for
a company's stock market returns in a particular month. Decile
corresponds to the decile of market value for the company, and years
run from 1930-2006. What I'm trying to obtain is the average of all
pairwise correlations for company returns over subperiods defined by
dates (i.e. 1970-1975) and by subgroups defined by decile. One
solution would seem to be to run through the data with forval,
dropping all observations that don't correspond to the subgroup/
subperiod intersection, then reshape to wide (or alternatively xpose)
to give me variables that look like for instance:
retdate ret10006 ret10487
1983m8 -.05588235 .10226244
1983m9 .57480317 .02479339
:
:
and then hand the variables ret10006 and ret10487 to a corr function,
but it seems very
inefficient.
Is there a better way method than the brute force drop/reshape?
There must be...I just don't really know how. Plus the brute force
approach doesn't really make it easy to store the actual average
correlation series.
Thanks for any of your help,
Joel
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