Also, be wary of the correlation matrix as a generative structure; it’s often treated as a universal correlation capture mechanism, but implies a very specific/limited generative process. I learned this the hard way. These days unless I have very strong prior information to support choice of a multivariate normal as a generative structure, I opt for designing relationships by hand using SEM.
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