Abstract We study conditions for stability of nonlinear ARMA models and, in particular, we characterize the stability of first order threshold-like ARMA models with delay 2 and affine thresholds. In doing so, we show that the errors and moving average terms of the model can have a profound effect on stability conditions. Higher order models are also discussed.