Two-stage least squares method of parameter estimation for mov-ing average(MA) models is presented. First, the MA model is fitted by ahigh order autoregressive (AR) model. Secondly, the MA model paremeterestimates are obtained by solving a inconsistent overdetermined set of Linearequations. A simulation example with application to a self-tuning tracking fil-ter shows its effectiveness.