Before revision:  While differential privacy does provide formal data security guarantees, its impact on the identification of empirical economic models and on the performance of estimators in those models has not been sufficiently studied.
After revision:  While differential privacy does provide formal data security guarantees, its impact on the identification of empirical economic models and on the performance of estimators in nonlinear empirical Econometric models has not been sufficiently studied.