Abstract In this paper we show as the neural network methodology, coupled with Least Squares Monte Carlo approach, can be very helpful in valuing R&D investment opportunities. As it is well known, projects are made a phased manner, commencement of subsequent phase being dependent on successful completion preceding phase. This known sequential and therefore considered compound options. addit...