Confirmatory Factor Analysis with its expectations of multi-variate normality and linear relationship amongst explanatory variables does not meet the criteria. 

I tried Confirmatory analysis.

P-Value associated with Chi Square was 0.000, and SRMR is 0.106, RMSEA is 0.160 and CFI is 0.497.

All of this indicates a poor fit.

So, I went back to Exploratory Factor Analysis, and found that # factors 4 and 5 do not fit the data appropriately (p value = 0.00) while # factors=6 leads to 0 degrees of freedom and p-value close to 0.

I believe this is stemming from my non-normally distributed observed variables.

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