Correct for Autocorrelation

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lidis
Posts: 3
Joined: Sun Jul 15, 2012 3:04 pm

Correct for Autocorrelation

Postby lidis » Sun Jul 15, 2012 3:15 pm

Hi,

My data: I have panel data. Each individual rated 5 brands on 1 attribute and overall satisfaction. I want to pool across brands and individuals and estimate via OLS.
(My regression function is: AttributeRating= AverageAttributeRating + OverallSatisfactionRating
Since each individual rated each of the 5 brands, my errors are not IID.

So I need to correct for autocorrelation&heteroskedasticity.

The latter one is easy (I just tick the box), but how do I correct for autocorrelation?
I read so many different approaches (eg. AR(1)) and don't know what is the right solution for me.

Thank you in advance for your advice!

lidis
Posts: 3
Joined: Sun Jul 15, 2012 3:04 pm

Re: Correct for Autocorrelation

Postby lidis » Mon Jul 16, 2012 6:25 am

When I just choose the to estimate robust standard errors (hac) with newey-west in eviews7 my durbin watson statistic does not change...

Can't anybody give me a hint? I really have to get this done by today :cry:

startz
Non-normality and collinearity are NOT problems!
Posts: 3798
Joined: Wed Sep 17, 2008 2:25 pm

Re: Correct for Autocorrelation

Postby startz » Mon Jul 16, 2012 7:41 am

Newey-Watson doesn't change the regression, just the standard errors. That's why the Durbin-Watson doesn't change.

lidis
Posts: 3
Joined: Sun Jul 15, 2012 3:04 pm

Re: Correct for Autocorrelation

Postby lidis » Mon Jul 16, 2012 8:40 am

Thank you for the reply :D

I thought Durbin Watson indicates autocorrelation?

So is it enough for me just to use newey west?

For more details:
My data is in the following form & and I want to run a linear regression pooled across individuals and brands.
person performancerating brand
------ ---------------- -------
1 2 samsung
1 3 nokia
1 2 iphone
2 1 samsung
2 5 nokia
2 5 iphone
3 2 samsung
3 4 nokia
3 4 iphone
. . .
. . .
. . .

startz
Non-normality and collinearity are NOT problems!
Posts: 3798
Joined: Wed Sep 17, 2008 2:25 pm

Re: Correct for Autocorrelation

Postby startz » Mon Jul 16, 2012 8:50 am

Durbin-Watson does indicate serial correlation. Newey-West corrects standard errors to account for serial correlation.


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