[R] factor analysis
bunny , lautloscrew.com
bunny at lautloscrew.com
Sun Jun 3 16:21:38 CEST 2007
Hi there,
i´ve trouble understanding the factanal output of R.
i am running a a FA on a dataset with 10 variables.
i plotted eigenvalues to finde out how many factors to try.
i think the "elbow" is @ 3 factors.
here are my eigenvalues: 2.6372766 1.5137754 1.0188919 0.8986154
0.8327583 0.7187473 0.6932792 0.5807489 0.5709594 0.5349477
(of the correlation matrix)
i guess this is basically what screeplot does as well.
and here´s my problem:
unfortunately the cumulative variance @ 3 factors is only .357
there are no crossloadings and the interpretation of the factors and
their loadings definetely make sense so far.
Can i use this factor analysis somehow despite the poor cumulative
variance of the first three factors ?
changing the rotation didnt help much.
The test of the hypothesis says the following:
Test of the hypothesis that 3 factors are sufficient.
The chi square statistic is 46.58 on 18 degrees of freedom.
The p-value is 0.000244
does this mean the Hnull is that 3 factors are sufficient and i cant
recject ?
4 factors say:
Test of the hypothesis that 4 factors are sufficient.
The chi square statistic is 10.82 on 11 degrees of freedom.
The p-value is 0.458
Unfortunately ?factanal does not tell me what the Hnull is in this
case ?
Thx a lot in advance for some advice
matthias
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