
The practical idea
AI can suggest questions about a career, but it cannot determine what a child should become. A useful exploration combines the learner’s interests with information from people and institutions doing the work.
Investigate one role
Ask what the role involves, then verify the answer against current job or training descriptions. Note which tasks, qualifications and responsibilities the descriptions actually name.
Talk with a person
Where possible, ask someone in the field what has changed and what has stayed important. Treat a single person’s experience as one perspective, not a universal forecast.
Try a small related project
Use the project to test interest and practice a skill. Review what the learner can explain independently. Keep options open instead of declaring them obsolete on the strength of a tool’s prediction.