Mathilde Mougeot is a researcher and professor in data science at the École nationale supérieure d'informatique pour l'industrie et l'entreprise (ENSIIE), and holds the Industrial data analytics and machine learning chair at the Centre Borelli. Her atypical career path, in industry and academia, gives her a dual competence that she puts to good use in data science research and teaching.