Before revision:  Then we use modern causal inference methods to construct flexible and robust estimators .
After revision:  Second, we suggest robustifying the estimators by using propensity score weighting. Third, we motivate and develop implementations for adjustments that also adjust for group characteristics beyond the average covariate values .