Statalist


[Date Prev][Date Next][Thread Prev][Thread Next][Date Index][Thread Index]

Re: st: Detecting collinearity during regression analysis


From   Steven Samuels <sjhsamuels@earthlink.net>
To   statalist@hsphsun2.harvard.edu
Subject   Re: st: Detecting collinearity during regression analysis
Date   Tue, 10 Feb 2009 16:53:53 -0500

Dear Anon:

I apologize. I should have answered your further question about assumptions: "very small coefficients" have nothing to do with collinearity. A Google search will turn up many explanations of collinearity for you.

Regards,

-Steve


On Feb 10, 2009, at 2:28 PM, Anon Mouse wrote:

Hello and thank you in advance,

I have a question about detecting collinearity.

First, see my example:





***BEGIN***

sysuse auto, clear
xi: qreg mpg foreign i.make, nolog

***END***






Note in this example that I used quantile regression to determine effects of foreign and make on MPG.

I used xi command to create dummy categorical variables for make (note that this creates quite a large number of variables for make, as make is a continuous variable, but I did this for example).

Note that the coefficients are very small (e.g. e^-15), approaching zero.

In this example, does this indicate collinearity?  And why?



The reason I used such a granular dummy categorization for make is to highlight my example. In my real data, I have age and wage. When I use categories such as age/10 or wage/10000, this gives me "collinearity" (i.e. very small coefficients). When I collapse these age or wage categories to smaller categories (i.e. age or wage as binomial variables, greater than or less than a certain value), I correct this problem of "collinearity".

Am I correct in my assumptions?

Thank you.

_________________________________________________________________
Windows Live Messenger. Multitasking at its finest.
http://www.microsoft.com/windows/windowslive/products/messenger.aspx
*
*   For searches and help try:
*   http://www.stata.com/help.cgi?search
*   http://www.stata.com/support/statalist/faq
*   http://www.ats.ucla.edu/stat/stata/

*
*   For searches and help try:
*   http://www.stata.com/help.cgi?search
*   http://www.stata.com/support/statalist/faq
*   http://www.ats.ucla.edu/stat/stata/



© Copyright 1996–2014 StataCorp LP   |   Terms of use   |   Privacy   |   Contact us   |   What's new   |   Site index