•Observational data - those that are notgenerated by mechanisms of randomized experiments, such as surveys,administrative records, and census data.
•To analyze such data, an ordinary leastsquare (OLS) regression model using a dichotomous indicator of treatment doesnot work, because in such model the error term is correlated with explanatoryvariable.