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Monte Carlo work by
Donald W. Zimmerman (Some properties of preliminary tests of equality of
variances in the two-sample location problem, Journal of General
Psychology, 1996, 123, 217-231) has indicated that two stage testing
(comparing the variances to determine whether to conduct a pooled test or a
separate variances test) is not a good procedure, especially when the sample
sizes differ greatly (3 or 4 times as many subjects in one group than in the
other, in which case the pooled test performs poorly even when the ratio of
variances is as small as 1.5).
Zimmerman's advice is that the separate variances t should be
applied unconditionally whenever sample sizes are unequal. Given the results of his Monte Carlo
study, I think this is good advice, and I advise my students to adopt
the practice of using the separate variances test whenever they have unequal
sample sizes. I still believe that
the pooled test may be appropriate (and more powerful) when the sample
sizes are nearly equal and the variances not greatly heterogeneous, but
carefully defining "nearly equal sample sizes" and "not greatly heterogeneous
variances" is not something I care to tackle.
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