When indicators of the same latent are scored on a different scale, what are the pros and cons of standardizing vs. re-scaling these indicators? If you know of any related references, that would great too!
It is not a problem if the indicators are on different scales. We recommend keeping variances of continuous variables between one and ten for convergence ease. You can use the DEFINE command to rescale by dividing by a constant. We do not recommend standardizing variables. No references related to indicators being on different scales come to mind.
Thank you very much for your prompt response! It was very helpful.
Just to clarify, though, if I have three indicators and two are on a scale of 1-5 and one is on a scale of 0-3, can I have all those indicators load on the same latent without re-scaling the items in any way (i.e., it's fine if the indicators are on different metrics)?