 Later actuaries started to develop and analyze underlying stochastic models that justify these algorithms.The most popular stochastic model is probably the distribution-free chain ladder method, which was developed by T. Mack.These stochastic methods allow one to analyze and quantify the prediction uncertainty in the outstanding loss liabilities.