What is difference between OLS and MLE? OLS and MLE both estimate a model made up of parameter estimates that describes the relationship between two or more variables. Most of time we are interested in a point estimates, or the mean impacts of some random variable X on outcome Y in the population, and the uncertainty around its mean (often referred to as Greek betas, sigma, etc.