Testing heteroskedasticity in probit

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Erwin
Posts: 3
Joined: Thu Apr 02, 2009 12:41 am

Testing heteroskedasticity in probit

Postby Erwin » Wed May 26, 2010 3:32 pm

Hi,

How do I test heteroskedasticity and distributional assumption of a probit model?

thesis
Posts: 19
Joined: Mon May 09, 2011 8:32 am

Re: Testing heteroskedasticity in probit

Postby thesis » Mon May 23, 2011 3:12 am

If I try to run the normality (heteroskedasticity) test in a probit model. However i get the error message: insufficient observations. But I have more than 15000 observations included in my regression. Is there another manner to test for normality?

startz
Non-normality and collinearity are NOT problems!
Posts: 3775
Joined: Wed Sep 17, 2008 2:25 pm

Re: Testing heteroskedasticity in probit

Postby startz » Mon May 23, 2011 6:13 am

What test did you use?

thesis
Posts: 19
Joined: Mon May 09, 2011 8:32 am

Re: Testing heteroskedasticity in probit

Postby thesis » Mon May 23, 2011 7:17 am

Histogram - Normality Test

startz
Non-normality and collinearity are NOT problems!
Posts: 3775
Joined: Wed Sep 17, 2008 2:25 pm

Re: Testing heteroskedasticity in probit

Postby startz » Mon May 23, 2011 7:30 am

I don't understand why it didn't run, unless you have a perfect fit. But this test doesn't have anything to do with heteroskedasticity and one doesn't expect the raw residuals from a Probit to be normal. After all, the LHS variable is discrete.

thesis
Posts: 19
Joined: Mon May 09, 2011 8:32 am

Re: Testing heteroskedasticity in probit

Postby thesis » Mon May 23, 2011 9:09 am

Sorry, I look like a bit stupid now, haha. To make myself more clear:

I need to test for heteroskedasticity if I want to use a binary> Probit model right?

However in the menu of probit, the White test is not displayed. So how do I test for heteroskedasticity?

(I thought the normality test would maybe display some more diagnostics, that's why I tried that as well)

startz
Non-normality and collinearity are NOT problems!
Posts: 3775
Joined: Wed Sep 17, 2008 2:25 pm

Re: Testing heteroskedasticity in probit

Postby startz » Mon May 23, 2011 9:24 am

You're asking perfectly reasonable questions! EViews doesn't have a built-in test, but if you look under Heteroskedasticity in the index of the Help system they show you how to do it.

thesis
Posts: 19
Joined: Mon May 09, 2011 8:32 am

Re: Testing heteroskedasticity in probit

Postby thesis » Tue May 24, 2011 2:16 am

Hey Startz, thanks a lot for showing me this feature in Eviews. I was looking up all the information in the userguides only.

I tried to take the steps, described in this help menu.

However: 'Next, the dependent variable in the test regression may be obtained as the standardized residual. Select Proc/Make Residual Series... and select Standardized Residual. We will save the series as BRMR_Y. '

This new serie only generates NA's in my case.

Later on,in the step: 'i]Then run the artificial regression by clicking on Quick/Estimate Equation..., selecting Least Squares, and entering:

brmr_y brmr_x (psi*(-xb)*fac)[/i]' I get an error message with 'unsufficient number of observations' and I think this has to do with the NA's of the BRMR_Y serie

So why do I get these NA values? How can I solve this problem?!

startz
Non-normality and collinearity are NOT problems!
Posts: 3775
Joined: Wed Sep 17, 2008 2:25 pm

Re: Testing heteroskedasticity in probit

Postby startz » Tue May 24, 2011 6:12 am

The NA's are probably the key, but I'm afraid I haven't the foggiest idea why you're getting them.

thesis
Posts: 19
Joined: Mon May 09, 2011 8:32 am

Re: Testing heteroskedasticity in probit

Postby thesis » Wed May 25, 2011 1:39 am

Hey Startz,

Does it make sense that the ordinary and generalized residual types do not give NA scores? These types work properly. ( Unfortenately I don't need those)

Do you have some more advice to find out how I got these NA scores?!

Thanks!

startz
Non-normality and collinearity are NOT problems!
Posts: 3775
Joined: Wed Sep 17, 2008 2:25 pm

Re: Testing heteroskedasticity in probit

Postby startz » Wed May 25, 2011 6:14 am

No idea at all

thesis
Posts: 19
Joined: Mon May 09, 2011 8:32 am

Re: Testing heteroskedasticity in probit

Postby thesis » Wed May 25, 2011 6:28 am

MMMM in that case I'm stuck!

thesis
Posts: 19
Joined: Mon May 09, 2011 8:32 am

Re: Testing heteroskedasticity in probit

Postby thesis » Wed May 25, 2011 9:43 am

Does anybody have any new insights?!

toa
Posts: 3
Joined: Fri May 18, 2012 4:10 am

Re: Testing heteroskedasticity in probit

Postby toa » Sat May 19, 2012 1:17 am

Hi there.
Could someone kindly help out this newby to eviews and econometrics please?
I want to estimate a probit model and test for heteroskedasticity of the form: σi2 = σ2z. My variables are y (a dummy variable as the dep vble), and educ and minority (another dummy variable). z = educ. I don't trust the results of the heteroskedasticity regressions I've run as the log-likehood stats are twice the amount of the normal probit model.

Appreciate any help.
Cheers

toa
Posts: 3
Joined: Fri May 18, 2012 4:10 am

Re: Testing heteroskedasticity in probit

Postby toa » Sat May 19, 2012 1:18 am

Sorry there the 2's in the form of heteroskedasticity in my previous post are squares (e.g. sigma squares).

Thanks


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