How realistic is the transition?
Suggested sequence
- Review 20–30 General Practitioner vacancies and record actual tasks, mandatory requirements and tools.
- Define the bridge from Laboratory reagents Research Engineer: knowledge of the sector, terminology and typical work situations. Prepare two examples where this experience produced a measurable result.
- Learn clinical AI validation and data-driven medicine to the level of completing an independent practical task—not merely finishing a course.
- Choose an accredited program and supervised practice; verify education, licensing and admission requirements first.
- Review 20–30 vacancies and choose only courses or certificates that repeatedly appear in employer requirements.
- Rewrite your résumé for General Practitioner, add the case and begin with test applications, internships, projects or adjacent tasks at your current employer.
Timeline and pay are indicative. They depend on starting skills, location, experience, weekly study time and employer requirements.