As structural instability in dynamic factor models may affect their forecasting performance, it is important to be able to detect this structural instability and make appropriate adjustments. In this paper we investigate the limiting behavior of estimated eigenvalues and propose a procedure based on the recursively estimated eigenvalues to evaluate stability of the dynamic factor model.