Since 2024, we have been following a large cohort of doctoral candidates in various French universities, from their first to their third year of doctoral studies. The aim is to track changes in their perceived skills and career aspirations, and to identify the determinants of these changes. We are also measuring the impact of specific tools on these career paths, such as training courses or mentoring programs, and analyzing their contribution.