Stability and invertibility of discrete time Polynomial ARMA models are studied in an ’extended neighbourhood’ to extend the local results obtained earlier. The analysis combines linear robust control and classical nonlinear system theories. Polynomial ARMA models are used as examples illustrating the theory.