I am trying to estimate a second-order CFA model. The second-order factor, A, has two first-order factors, B and C. B and C each have eight items. I am aware that a second-order model with two first-order factors is not identified. However, the model is what the theory suggests. Would it be appropriate to fix both second-order loadings to 1? Or are there alternative options available?
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