The pharmaceutical industries are globalizing, and with the endeavor comes the need for more productivity and better supply chains. One of the primary problems that pharmaceutical companies face is demand forecasting. Due to the nature of the supply-chain, manufacturers are required to predict prescriptions for personalized medicine, and that is. Demand-driven production and utilization of epidemiological studies are some ways that the industry is attempting to address the world-wide expansion.