In this talk we will show how to use the equilibrium distribution of an integer valued random variable to establish bounds on the total variation distance to a geometric random variable. The key tool is a new formulation of Stein's method in the spirit of the recent work of Peköz and Röllin for exponential approximation. We will first discuss the theorem and then apply it to obtain...