Software Engineering

The people who design, write, test, and ship the code that runs nearly everything, from banks to rockets. AI is rapidly changing how code gets written, making design and judgment skills more important.

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.