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st: Partially balancing an unbalanced panel data set
From
A Loumiotis <[email protected]>
To
[email protected]
Subject
st: Partially balancing an unbalanced panel data set
Date
Thu, 17 Jun 2010 14:55:23 +0300
Dear Statalist,
I have a panel dataset that contains quarterly balance sheets of
corporations that belong to the Athens stock exchange (ASE) starting
from the first quarter of 2006 and ending at the fourth quarter of
2009. This panel dataset is unbalanced because of two reasons.
First, there are companies in the panel dataset that were listed in
the (ASE) after the first quarter of 2006 or exited the ASE before the
fourth quarter of 2009. Second data for some quarters data are
missing for some companies although there were in the ASE. What I want
to do is to partially balance this dataset so that it corrects the
second reason that the panel set is unbalanced but not the first.
Last I would like to fill in the missing values with the average of
the previous and the next value.
Here is a sample unbalanced panel dataset with the issues that I
describe above where for simplicity I only consider the four quarters
of 2009:
companyid quarter assets
100 1 150
100 2 155
100 3 157
100 4 158
101 1 65
101 3 74
101 4 77
102 3 109
102 4 111
103 1 170
103 2 175
103 3 177
So the problem with the above dataset is with company 101 that quarter
two is missing but quarter one and quarter three exists.
My partially balanced panel data set should then look like:
companyid quarter assets
100 1 150
100 2 155
100 3 157
100 4 158
101 1 65
101 2 .
101 3 74
101 4 77
102 3 109
102 4 111
103 1 170
103 2 175
103 3 177
I would then like to fill the missing with average of the previous and
the next value so that my dataset finally looks like:
companyid quarter assets
100 1 150
100 2 155
100 3 157
100 4 158
101 1 65
101 2 69.5
101 3 74
101 4 77
102 3 109
102 4 111
103 1 170
103 2 175
103 3 177
Thanks,
Antonis Loumiotis
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