Methods for fitting a parametric probability distribution to most probable number data

► Bayesian and maximum likelihood methods are compared with Most Probable Number data. ► Large biases in parameter estimates were observed with the maximum likelihood estimator. ► The bias increased as the proportion of samples non-detects increased. ► OpenBUGS computer code for the Bayesian method is provided.