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Pooling ANOVA Results from Imputed Data

  • 1.  Pooling ANOVA Results from Imputed Data

    Posted Wed April 14, 2021 10:05 PM

    Hi, Friends and Colleagues!

    Starting at 42'48" of a video at https://www.youtube.com/watch?v=27NSGTcWaPI

    I noticed a comment on the fact that SPSS did not pool ANOVA results from imputed data through its multiple imputation. The video came from 2014, and it indicated that SPSS would fix a glitch soon.

    A moment ago, I downloaded data from https://stats.idre.ucla.edu/wp-content/uploads/2017/01/hsb_mar.sas7bdat to my c: drive, and ran the following syntax

    SET RNG=MT MTINDEX=54321.

    GET

    SAS DATA='c:\hsb_mar.sas7bdat'.

    DATASET NAME DataSet1 WINDOW=FRONT.

    *Impute Missing Data Values.

    DATASET DECLARE ANOVA.

    MULTIPLE IMPUTATION PROG READ

    /IMPUTE METHOD=AUTO NIMPUTATIONS=25 MAXPCTMISSING=NONE

    /MISSINGSUMMARIES NONE

    /IMPUTATIONSUMMARIES MODELS

    /OUTFILE IMPUTATIONS=ANOVA .

    *Pool ANOVA Results across imputations

    DATASET ACTIVATE ANOVA.

    ONEWAY READ BY PROG

    /MISSING ANALYSIS.

    Although no error surfaced, I was unable to get the pooled results across multiple imputations for reporting!

    I would be grateful if our friends and colleagues can offer some guidance. Thank you for your attention.

    Sincerely,

    JJ






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  • 2.  RE: Pooling ANOVA Results from Imputed Data

    Posted Thu April 29, 2021 03:54 PM

    I'm afraid it's still the case that SPSS Statistics does not provide pooled results for multiple degree of freedom omnibus tests such as overall F tests for a one-way ANOVA model. Complete pooled results with inference are still only available for individual contrasts (or parameter estimates in more general models).






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