Issues of bias and confounding arise in the setting of non-random treatment assignment where compared subjects might differ substantially with respect to comorbidities. Failing to address a lack of balance in the covariates between treated and comparison groups can produce confounded estimates of treatment effect. This course aims to describe the use of propensity scores to address such confounding.