Correcting for Unbalanced Design

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Correcting for Unbalanced Design

Courtney M. Cronley
Hello,

I have a question. I am trying to look at group differences among five groups. The problem is that the groups are unequally divided:

G1 = 128
G2 = 31
G3 = 113
G4 = 157
G5 = 30

I'm running ANOVAs, binary regression, and negative binomial regression models. Is there any way to control for the unbalanced design?

Thanks,

Courtney

Courtney Cronley, Ph.D.
Postdoctoral Associate
Center of Alcohol Studies
Rutgers University
[hidden email]

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Re: Correcting for Unbalanced Design

Bruce Weaver
Administrator
There is no requirement that the sample sizes be equal.  ANOVA is more robust to heterogeneity of variance when the sample sizes are equal (or nearly so), but equal sample sizes are not required.  If there is enough heterogeneity of variance to be concerning, you could always use the Welch or Brown-Forsythe version of the F-test, which does not require equal variances.



Courtney M. Cronley wrote
Hello,

I have a question. I am trying to look at group differences among five groups. The problem is that the groups are unequally divided:

G1 = 128
G2 = 31
G3 = 113
G4 = 157
G5 = 30

I'm running ANOVAs, binary regression, and negative binomial regression models. Is there any way to control for the unbalanced design?

Thanks,

Courtney

Courtney Cronley, Ph.D.
Postdoctoral Associate
Center of Alcohol Studies
Rutgers University
cronley@rci.rutgers.edu

=====================
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--
Bruce Weaver
bweaver@lakeheadu.ca
http://sites.google.com/a/lakeheadu.ca/bweaver/

"When all else fails, RTFM."

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Re: Correcting for Unbalanced Design

Bruce Weaver
Administrator
I should add that I assumed you are talking about one-way ANOVA.  In factorial ANOVA, lack of balance causes problems if you don't take measures to deal with it.  The most common method for dealing with it is use of Type III sums of squares.


Bruce Weaver wrote
There is no requirement that the sample sizes be equal.  ANOVA is more robust to heterogeneity of variance when the sample sizes are equal (or nearly so), but equal sample sizes are not required.  If there is enough heterogeneity of variance to be concerning, you could always use the Welch or Brown-Forsythe version of the F-test, which does not require equal variances.



Courtney M. Cronley wrote
Hello,

I have a question. I am trying to look at group differences among five groups. The problem is that the groups are unequally divided:

G1 = 128
G2 = 31
G3 = 113
G4 = 157
G5 = 30

I'm running ANOVAs, binary regression, and negative binomial regression models. Is there any way to control for the unbalanced design?

Thanks,

Courtney

Courtney Cronley, Ph.D.
Postdoctoral Associate
Center of Alcohol Studies
Rutgers University
cronley@rci.rutgers.edu

=====================
To manage your subscription to SPSSX-L, send a message to
LISTSERV@LISTSERV.UGA.EDU (not to SPSSX-L), with no body text except the
command. To leave the list, send the command
SIGNOFF SPSSX-L
For a list of commands to manage subscriptions, send the command
INFO REFCARD
--
Bruce Weaver
bweaver@lakeheadu.ca
http://sites.google.com/a/lakeheadu.ca/bweaver/

"When all else fails, RTFM."

PLEASE NOTE THE FOLLOWING: 
1. My Hotmail account is not monitored regularly. To send me an e-mail, please use the address shown above.
2. The SPSSX Discussion forum on Nabble is no longer linked to the SPSSX-L listserv administered by UGA (https://listserv.uga.edu/).