Real options analysis is developed in a numerical framework using improved versions of Least Squares Monte Carlo. This methodology is deployed extensively in Bellman's Dynamic Programming which requires state space expansion for path dependent state variables, namely mining, energy investments projects. Aside, using the same methodology, a dynamic financial structure modelling is developed.