Serial Correlation in Panel Data

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stufoo
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Joined: Fri Oct 10, 2014 2:24 pm

Serial Correlation in Panel Data

Postby stufoo » Fri Oct 10, 2014 2:46 pm

Hi,

I'm new to eviews and econometrics in general. I'm having problems eliminating serial correlation in a house price model for the City of Nottingham (average real price paid at relatively small spatial disaggregations).

I have 3 years' data (2001,2004,2007) and large N. (I can also stretch back to 1998 and 1995, but only on the dependent variable). My intention was to estimate a fixed/random effects model on this using a range of explanatory variables.

The problem is with the dependent variable.

ADF test gives a probability of 1 indicating a unit root. Correlograms at level and 1st differences give significant autocorrelations (and if I include 1998 and 1995, 2nd differences too).

I don't think the data is explosive (regressing y on y-1 c gives a coefficient of 0.74).

Do I need to detrend/deflate the data somehow? Including lags/AR terms in a model still produces residuals that are serially correlated (across all lags in a correlogram).

Can anyone help me correct this??

Thanks in advance!

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