Ph.D. in economics from EESP-FGV and undergraduate in economics from UFPR. He has professional experience acting as a consultant in economics and also a data scientist, developing projects in applied econometrics, urban development, game theory, and machine learning modeling, among others, for FIPE and FGV, in addition to extensive experience with pricing models of real estate. In academia, he was a visiting professor at FGV in the economics course and his research focused on game theory applied to political economy and the application of machine learning models for forecasting.