Hello,
I am currently working on the development and validation of a new scale. The process went well so far, and I ended up with a higher order solution (4 subscales/factors on the first level, of which 2 load on a common second-order factor). Since the two first-order factors, which share a common second-order factor, are conceptually quite similar, this made a lot of sense to me. But seeing this result, I don't really know how it may be used? Without the second order factor (and without freeing the covariation between some items of the factors) the model fit is quite bad, so I don't think one could use them just as two separate scale. But one factor, that includes all these items does not fit well, either.
This question can be generalized: How to use scales in research, that have a structure of a higher order? I have absolutely no idea and my Internet research was quite unsuccessful, too...
Thank you!
I am currently working on the development and validation of a new scale. The process went well so far, and I ended up with a higher order solution (4 subscales/factors on the first level, of which 2 load on a common second-order factor). Since the two first-order factors, which share a common second-order factor, are conceptually quite similar, this made a lot of sense to me. But seeing this result, I don't really know how it may be used? Without the second order factor (and without freeing the covariation between some items of the factors) the model fit is quite bad, so I don't think one could use them just as two separate scale. But one factor, that includes all these items does not fit well, either.
This question can be generalized: How to use scales in research, that have a structure of a higher order? I have absolutely no idea and my Internet research was quite unsuccessful, too...
Thank you!