maximum likelihood
Polychoric correlation is a measure of association between two ordered categorical variables, each assumed to represent latent continuous variables that have a bivariate standard normal distribution. When we say two variables have a bivariate standard normal distribution, we mean they’re both normally distributed with mean 0 and standard deviation 1, and that they have linear correlation.