Before revision:  We propose using a Bayesian hierarchical latent class model to summarize and interpret observed heterogeneity in categorical expectations data .
After revision:  We propose using a Bayesian hierarchical latent class model to analyze the comovements and observed heterogeneity in categorical expectations data .