We extended this model by including a common factor on the Level 2 random means for the three-class and four-class solutions (Model 3). This dramatically reduced computation time and
resulted in a reasonably small increase in BIC. The substantive interpretation of the Level 1latent class solutions remained the same, including the qualitative typologies defined by each class and the proportion of individuals in each class.