Comment on Hoffman and Rovine (2007): SPSS MIXED can estimate models with heterogeneous variances.
Hoffman and Rovine (Behavior Research Methods, 39:101-117, 2007) have provided a very nice overview of how multilevel models can be useful to experimental psychologists. They included two illustrative examples and provided both SAS and SPSS commands for estimating the models they reported. However, upon examining the SPSS syntax for the models reported in their Table 3, we found no syntax for models 2B and 3B, both of which have heterogeneous error variances. Instead, there is syntax that estimates similar models with homogeneous error variances and a comment stating that SPSS does not allow heterogeneous errors. But that is not correct. We provide SPSS MIXED commands to estimate models 2B and 3B with heterogeneous error variances and obtain results nearly identical to those reported by Hoffman and Rovine in their Table 3. Therefore, contrary to the comment in Hoffman and Rovine's syntax file, SPSS MIXED can estimate models with heterogeneous error variances.
Human Sciences Division, Northern Ontario School of Medicine, Centre for Research on Safe Driving, Lakehead University, Thunder Bay, Ontario, Canada, P7B 5E1, bweaver@lakeheadu.ca.
Bruce
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Weaver
Ryan A
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Black
D006801:Humans; D008960:Models, Psychological; D011589:Psychology, Experimental / Q000379:methods* / Q000706:statistics & numerical data*; D011930:Reaction Time