CFA: RMSEA, CFI and NNFI thresholds

During the confirmatory factor analyses, selected model-fit indices were also used to measure the extent to which a model with an assumed a-priori structure “fitted the data.” For the ICCS analysis, model fit was assessed primarily through use of the root-mean square error of approximation (RMSEA), the comparative fit index (CFI), and the non-normed fit index (NNFI), all of which are less affected than other indices by sample size and model complexity (see Bollen & Long, 1993). 

It was assumed, with respect to the analysis, that RMSEA values over 0.10 would suggest an unacceptable model fit while values below 0.05 would indicate a close model fit. As additional fit indices, CFI and NNFI are bound between 0 and 1. Values below 0.90 and 0.95 indicate a non-satisfactory model fit whereas values greater than 0.95 suggest a close model fit. 

Schulz, Ainley, & Fraillon, 2011, p161

 

References

Schulz, W., Ainley, J., & Fraillon, J. (2011). ICCS 2009 technical report. Amsterdam, The Netherlands: International Association for the Evaluation of Educational Achievement (IEA).

How to write variables labels with ' in between (don'ts; I'll; ain't and so forth)

In SPSS, to document a dataset VARIABLE LABEL command is used.In this respect, for each variable the item in use could be entered, to keep the record for each data field. In other scenarios would be the name of a construct or scale; or a short description for the variable located in data field.
If our item is written in the following format:
I didn't let myself have thoughts related to it. [1]
Lets supposed the answer for this item will be recorded in IES15. Then, the following syntax would apply to build up the corresponding label:
VARIABLE LABELS IES15 'I didn't let myself have thoughts related to it.' .
 However, the result would be following

To avoid this bug or unintended result, the syntax can be corrected using " in the limits of the item label:
VARIABLE LABELS IES15  " I didn't let myself have thoughts related to it." .
obtaining:




[1] REFERENCE for the item in the example: 
Horowitz, M., Wilner, N., & Alvarez, W. (1979). Impact of Event Scale: a measure of subjective stress. Psychosomatic Medicine, 41(3), 209 -218.