collinearity in time series

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bouki_81
Posts: 7
Joined: Mon Feb 06, 2012 9:58 pm

collinearity in time series

Postby bouki_81 » Mon Feb 06, 2012 11:05 pm

I'm about estimating a regression equation with time series data, but the problem is that there is a correlation between two explanatory variables which is lead to collinearity, is there another way to deal with this problem rather than using instrument variable? cause the two variables are very important in the model that I'm want to estimate.

please, anyone has answer

best regards

startz
Non-normality and collinearity are NOT problems!
Posts: 3797
Joined: Wed Sep 17, 2008 2:25 pm

Re: collinearity in time series

Postby startz » Tue Feb 07, 2012 7:45 am

A least squares regression handles collinearity between the right hand side variables quite nicely.

bouki_81
Posts: 7
Joined: Mon Feb 06, 2012 9:58 pm

Re: collinearity in time series

Postby bouki_81 » Tue Feb 07, 2012 8:52 am

A least squares regression handles collinearity between the right hand side variables quite nicely.
thanks, but the least squares regression is not useful in this case since the series are integrated at order one and the OLS is no longer valid to estimate series with I(1) process.

startz
Non-normality and collinearity are NOT problems!
Posts: 3797
Joined: Wed Sep 17, 2008 2:25 pm

Re: collinearity in time series

Postby startz » Tue Feb 07, 2012 10:24 am

Then the usual procedure would be first to test for cointegration. Then, if the series are cointegrated, estimate an error-correction model or some such.

bouki_81
Posts: 7
Joined: Mon Feb 06, 2012 9:58 pm

Re: collinearity in time series

Postby bouki_81 » Tue Feb 07, 2012 7:23 pm

thanks for your comment
but don't you think that running cointegration test then estimating the VEC model knowing that some explanatory variables has a collinearity problem could make the results bias and inefficient, and using time series approach with johansen cointegration test does not solve the problem of collinearity?

startz
Non-normality and collinearity are NOT problems!
Posts: 3797
Joined: Wed Sep 17, 2008 2:25 pm

Re: collinearity in time series

Postby startz » Tue Feb 07, 2012 8:23 pm

Collinearity doesn't bias results or make them inefficient.

bouki_81
Posts: 7
Joined: Mon Feb 06, 2012 9:58 pm

Re: collinearity in time series

Postby bouki_81 » Tue Feb 07, 2012 9:06 pm

thanks startz
I'm really appreciate your advices.


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