Vitor Luiz de Matos Paulo Vitor Larroyd Erlon Cristian Finardi For real-life problems arising in the energy sector, we give some insight on the trade-off that needs to be found between solving until optimality a simple representation of the problem and stopping prematurely a more realistic model that is too difficult to solve. As this study is part of an ongoing project on Hydrothermal Scheduling for the Brazilian power system, we will focus on this type of problems. The goal of the Hydrothermal Scheduling problem is to define a policy for the use of water. As such, the model plays a fundamental role in hydro-dominated power systems, like Brazil's. Since the Brazilian system has hundreds of hydro plants, various simplifications are made in their modeling in order to reduce the computational burden. Such simplifications result in inefficiencies that increase not only operational costs but also the risk of load shedding. We discuss in particular the impact of a simplification made in the official models used by the Independent System Operator, which consists in aggregate Hydro Power Plants into a single generation unit, the so-called Energy Equivalent Reservoir.