Propensity score analysis is a method used to figure out how well a treatment works by looking at factors that predict who gets the treatment. This paper gives a quick guide for doctors and scientists using this method. It talks about when and why to use propensity score analysis and gives tips for doing it right. New methods like Bayesian and doubly robust approaches have been developed to help estimate the effects of treatments in observational studies.