Outliers can be particularly hard to detect, creating bias and inconsistency in the semi-parametric estimates. In this paper, we use Monte Carlo simulations demonstrate that methods, such as matching, are biased presence of outliers. Bad good leverage point outliers considered. Bias arises case bad points because they completely change distribution metrics used define counterfactuals; points, o...