Artificial Intelligence & Machine Learning

Building, testing, and steering the AI systems that are reshaping almost every job, including the jobs in this list.

Top pay: highest pay, longest training

Mid pay: solid pay, degree or apprenticeship

Starter: fastest way in

Career Universe is an early version. Pay, training and AI-risk figures are estimates to start your own research, not verified facts. The research was written with AI research assistants, checked by validation scripts and spot-checked by hand. Check anything important with schools, employers and official sources. How the numbers work.