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Re: st: estimating an asymmetrical relationship
Gisella, how about this technique (and let's see what others on the
list say about it, as it's been a while since I thought about this issue)?
Construct a dummy coded 1 if there's growth in the explanatory
variable of interest and construct another if there's negative
change. Multiply each dummy with the explanatory variable of
interest thereby creating two interacted explanatory
variables. Enter both product terms in a model. If there's a
statistically significant difference between the coefficients on the
two interacted terms, that should provide evidence that you indeed
have asymmetric effects.
At 11:55 AM 12/15/2009, you wrote:
This question is partly econometric and partly STATA, and I would
greatly appreciate any advice. I need to estimate a relationship
which I believe to be asymmetric - between growth as the explanatory
variable of interest and unemployment as the dependent variable.
Asymmetric in the sense that, while overall I expect a negative
relationship, I expect the magnitude of the relationship to be
higher when growth is going down than when it is going up (for
reasons not necessary to go into here). That is, I expect the
coefficient on the relationship to be higher during periods of high
or increasing growth than during periods of low or decreasing growth
(I realise that high and increasing is not the same thing but I will
later figure out which). So I believe that OLS is not appropriate as
it will not pick up these differences, and what I am really
interested in investigating is whether there is asymmetry and how
strong it is. Ideally I would like to get
different coefficients for the 2 types of periods (note that this
is not one long period and then another long period, but ups and
downs). I believe that I need a nonlinear estimation method to do
this. But beyond that I am not sure how to proceed and would be
terribly grateful for any suggestions.
Thank you very much.
Gisella
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