Modeling and estimating autocorrelated discrete data can be challenging. In this paper, we use an autoregressive panel … probit model where the autocorrelation in the discrete variable is driven by the autocorrelation in the latent variable. In … such a non-linear model, the autocorrelation in an unobserved variable results in an intractable likelihood containing high …