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Re: st: RE: Economic Intuition of IV estimates


From   Erasmo Giambona <e.giambona@gmail.com>
To   statalist@hsphsun2.harvard.edu
Subject   Re: st: RE: Economic Intuition of IV estimates
Date   Fri, 12 Feb 2010 13:08:58 +0100

Thank you very much David.

I am more concerned with the economic intution of the IV estimation.
In the first stage, I regress tangible on demand for tangible assets .
Then I use the predicted value in the second stage. But now this
predicted value smells more like demand for tangible assets. So, can I
say that the second stage is generally telling me how tangible assets
affect leverage and more specifcally how demand for tangible assets
affect leverage?

Thanks again,

Erasmo



On Fri, Feb 12, 2010 at 12:26 PM, Vincent, David <david.vincent@hp.com> wrote:
> Erasmo,
>
> Most linear economic models describe a causal relationship, where the parameters 'b' are interpreted as the causal-effects of the x-variables on the expected value of y. So in your model, if b=0.5, then an increase in tangible assets of 1 would lead to an expected rise in the leverage of 0.5. The OLS estimator will consistently estimate the expected leverage given tangible assets, or at least provide a best linear approximation, but will not be a consistent estimator for the causal parameter 'b' when the error term is correlated with the rhs variable. In this case we use IV/2SLS with instruments that are correalted with tangible assets but  uncorrelated with the error term to identify 'b'. For more info, see any econometrics text (verbeek/Greene etc).
>
> David.
>
>
>
> David Vincent
> Econometrician
> Advanced Analytics Practice
> Hewlett-Packard Limited
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> -----Original Message-----
> From: owner-statalist@hsphsun2.harvard.edu [mailto:owner-statalist@hsphsun2.harvard.edu] On Behalf Of Erasmo Giambona
> Sent: 12 February 2010 11:04
> To: statalist
> Subject: st: Economic Intuition of IV estimates
>
> Dear Statalist,
>
> I am trying to gain more economic intuition on IV estimation. I am
> estimating the following model using a panel dataset of firm-year
> observations:
>
> Leverage Ratio = a + b*Tangible Assets+e.
>
> Suppose Tangible Assets is endogenous. My instrument is a proxy for
> Demand of Tangible Assets (Instrument1). Question 1) If I estimate the
> model using 2SLS, how do I interpret "b"? In particular, is it
> possible to state that "b" tells me how Demand of Tangible Assets
> affects the leverage ratio? Question 2) Suppose I have an additional
> instrument (e.g., Firm Age - Instrument 2) and let's assume this in
> unrelated to Leverage Ratio. If I estimate the model again using both
> Instruments, it seems that "b" does not tell me anymore ONLY how
> Demand of Tangible Assets affects the leverage ratio. Is my
> interpretation correct?
>
> Any thoughts on the issue is highly appreciated,
>
> Erasmo
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