Transforming dummy variables to get rid of model bias in OLS

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12-23-2013 08:29 PM
angelagaylard
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Hi there forum! I have a question about the use of dummy variables in OLS and GWR. My model(s) pass all the tests for a properly specified model, EXCEPT the Jarque-Bera test, which indicates model bias. I am using several dummy variables, which clearly are NOT normally distributed. Could this be the problem? If so, would log or exponential (or other) transformation rectify this problem?

I am very certain that there is non-stationarity in the relationships between my dependent and explanatory variables. Is there any chance that this could be causing the model bias, or is it likely to be non-linear relationships, meaning I need to transform my explanatory variables?

Thanks in anticipation!
Angela
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