We extend McFadden's Method of Simulated Moments to approximating effi
cient estimators in general estimation problems. The general approach
applies a simulated bias correction to an approximation of the efficie
nt score. We discuss a general trade-off in estimator inefficiency bet
ween bias correction and moment approximation.