She holds a Ph.D. in Demography from the State University of Campinas (Unicamp) and is a Specialist in Business Strategy at Wizard by Pearson. She works at the intersection of research, data analysis, and market intelligence, transforming evidence into strategies aligned with the contemporary challenges facing education.