Marcelo has a M.Sc in Mechanical Engineering from PUC-Rio on numerical simulations of multiphase flows. He is currently a R&D Engineer at ISDB FlowTech, where he works with research and development and consultancy projects for Oil & Gas operator and supplier companies. Marcelo has experience working with numerical simulations in multiphase flow, heat transfer, and thermodynamics (PVT behavior), as well as software development and optimization. He is also the Technical Lead of the spin-off company HAI (www.hybridai.com.br)