Adaptive learning under constant-gain allows persistent deviations of beliefs from equilibrium so as to more … learning estimates for a general class of dynamic macroeconomic models under constant-gain learning. Our approximation provides … renewed convergence conditions that depend on the learning gain and the model's structural parameters. We validate the …