-adjusted semiparametric difference-in-difference matching strategy is robust against selection on observables and time-invariant unobservables …-in-difference estimator. The findings are robust over various matching specifications and different choices of the conditioning variables …. -- Job loss ; smoking ; body weight ; health behavior ; difference-in-difference ; propensity score matching …