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- How does SAS/LAB check for heteroscedasticity??

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04-27-2010 04:38 PM

When evaluating simple or multiple linear regression models using SAS/LAB, an analysis of heteroscedasticity is provided. One gets a comment like the following:

"There is statistical (or "strong statistical" or "weak statistical") evidence that [dependent variable] variation is dependent on the value of [independent variable]. A transformation of [dep var] might be useful in reducing non-constant variance."

Or

" There is no (or "not much") statistical evidence that [dep var] variation is dependent on the value of [indep var]."

Does anyone know what SAS/LAB uses as "statistical evidence" for determining heteroscedasticity?? The help for SAS/LAB is practically non-existent and I can't find anything documenting the procedures used in SAS/LAB model evaluation.

Thanks for any hints,

Frances

"There is statistical (or "strong statistical" or "weak statistical") evidence that [dependent variable] variation is dependent on the value of [independent variable]. A transformation of [dep var] might be useful in reducing non-constant variance."

Or

" There is no (or "not much") statistical evidence that [dep var] variation is dependent on the value of [indep var]."

Does anyone know what SAS/LAB uses as "statistical evidence" for determining heteroscedasticity?? The help for SAS/LAB is practically non-existent and I can't find anything documenting the procedures used in SAS/LAB model evaluation.

Thanks for any hints,

Frances

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Posted in reply to Frances

04-27-2010 08:27 PM

Ok, I think I found the answer to my question and am posting it here for those that may be interested.

From the SAS-L discussion group (someone had asked the same question):

One person said SAS/LAB uses Levene's test.

Also found (eventually) in the help:

The method SAS/LAB software uses for testing the assumption of equal within-group variances is based on Levene's test, as modified by Brown \& Forsythe (1974).

I'm assuming the Leven's test is what is used in the multiple linear regression case too.

From the SAS-L discussion group (someone had asked the same question):

One person said SAS/LAB uses Levene's test.

Also found (eventually) in the help:

The method SAS/LAB software uses for testing the assumption of equal within-group variances is based on Levene's test, as modified by Brown \& Forsythe (1974).

I'm assuming the Leven's test is what is used in the multiple linear regression case too.