Before revision: The paper demonstrates that the matching estimator is not generally consistent for the average treatment effect of the treated when the matching is done without replacement using propensity scores .
After revision: The paper shows that matching without replacement on propensity scores produces estimators that generally are inconsistent for the average treatment effect of the treated when the matching is done without replacement using propensity scores .