Look at career families
Technology, health, business, design, finance, law, education and skilled trades all contain multiple realistic paths.
Avoid vague labels
A title like engineer, developer or analyst can hide very different daily work and training requirements.
Build a decision map
Orientation Ai turns choices into a visual path that users can edit and revisit.