I will present some computational challenges involved in analyzing global behavior of solutions to certain classes of nonlinear discrete dynamical systems which appear in mathematical modeling of natural and physical phenomena such as, for example, population models in Theoretical Ecology. I will also suggest some innovative geometrical and iterative approaches to overcome these challenges