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st: Fixed Effects estimation with time-invariant variables
From
Roman Wörner <[email protected]>
To
[email protected]
Subject
st: Fixed Effects estimation with time-invariant variables
Date
Fri, 11 Jan 2013 17:59:54 +0100
Dear all,
I am a doctoral student and rather new to STATA and statistics in
general. I am thus struggling with a question I hope some of you are
familiar with.
My dataset is an unbalanced panel with N=328 and T=8. I plan to used
fixed effects models to control for differences between the firms in my
sample. I am aware that with fixed effects models one cannot use
time-invariant dependent variables. Nevertheless, I've read that it is
possible to include time-invariant dependent variables when you interact
them with another (time-variant) regressor.
Basically I have three variable of interest: two time-variant variables
describing different firm strategies and a time-invariant variable
describing the vertical scope (% of value chain steps of the industry
the firm is active in; vertical scope takes on the values 0.2, 0.4, 0.6,
0.8, and 1) of the firm. I argue that the relationship of the two
strategy-variables depends on the vertical scope of the firm - for
focused firms the two strategies are complements, while they are
substitutes for firms with a broad scope.
I thus would run the following regression:
StrategyA = b0 + b1*StrategyB + b2*StrategyBXScope + Controls
I expect b1 to be positive and b2 to be negative. If that's the case I
would interpret it that way, that an increase in the breadth of the
scope reduces the complementarity between the two strategies (I would
contrast combinations of StrategyA and StrategyB for different levels of
Scope). I am wondering if this combination xtreg, fixed effects,
time-variant and time-invariant variables are a valid design and allow
for the conclusions I'd like to draw.
I am very grateful for all comments and recommendations.
Many thanks and best regards,
Roman
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