METEOR is an EU-funded project transforming doctoral education by equipping PhD students and early-career researchers with essential transversal skills. Through innovative training, interdisciplinary collaboration, and in-person academies, METEOR enhances career readiness and strengthens the societal impact of research. Policy recommendations and the long-term access to the project outcomes and resources will ensure lasting improvements in doctoral training across Europe and beyond.