multicollinearity and significance

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maavtc
Posts: 4
Joined: Sun Aug 03, 2014 11:06 am

multicollinearity and significance

Postby maavtc » Sun Aug 03, 2014 11:27 am

I'm doing a regression with a couple of highly correlated variables. I don't really care about the significance of individual estimators because I'm only using them to build an index. As it is often the case when there is multicolinearity, i get a estimator with the wrong sign which is not a problem. The thing is I wasn't expecting that the estimators would be statistically significant. Does that mean that there is a problem with my variance estimation or is it possible to find statistically significant coefficients in my multiple regression and have completely different coefficients when I regress each variable individually?
I'm asking the questions because I don't want that people see my regression output and try to interpret the coefficients even if they are statistically significant.

Thank you,

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

Re: multicollinearity and significance

Postby startz » Sun Aug 03, 2014 11:31 am

is it possible to find statistically significant coefficients in my multiple regression and have completely different coefficients when I regress each variable individually?
Entirely possible. However, it will take some arguing to convince anyone that the single variable coefficients are preferred to the multiple regression.


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