This paper considers a moments-based nonlinear estimator that is <inline-formula> </inline-formula>-consistent and uniformly asymptotically normal irrespective of the degree of persistence of the forcing process. These properties hold for linear autoregressive models, linear predictive regressions, and certain nonlinear dynamic...