[necroforest]

I used Bayesian analysis for an industry problem where we had a lot of data (~1M samples), but the relationship between the observed data and the latent variables of interest was complicated and non-identifiable. In the non-identifiable setting, point estimates don't converge in the large data limit and quantifying uncetainty becomes critical.