Checklist · 6 min read
Key Takeaways
- A subject and the job title stereotypically attached to it aren’t the same thing, and conflating them leads to bad decisions.
- “AI-proof” is rarely a stable bet either, durability and genuine interest need to be weighed together.
- Someone currently in the field can tell you more accurately what’s actually changed than any headline.
- The goal isn’t finding a subject immune to change, it’s finding one where the change is worth learning to navigate.
Headlines about which fields AI will affect most tend to talk about job titles, not the actual underlying subjects behind them. This checklist walks through researching a field honestly, so a subject choice is based on how the work is really changing, not on which headlines you happened to see.
Research the field→Confirm your choice
Before You Choose
Separate the Subject From the Job Title
A subject’s underlying skills and the specific job title attached to it in the popular imagination are often two different things, and only one of them tells you much.
- Research what the underlying skills of a subject actually are, not just its stereotyped job title.
- Note which parts of a field are about judgment or creativity versus repeatable process.
- Ask someone currently working in it what’s actually changed in the last two years.
- Avoid ruling out a field based only on headlines.
Research Phase
Look at How the Field Is Actually Changing
Real, current examples tell you far more than general predictions about a field’s future.
- Find one real example of AI being used in that field today.
- Note whether it’s replacing tasks or changing how the work gets done.
- Identify which part of the field is growing despite the change.
- Check whether the field’s entry point, internships, first jobs, has shifted.
Narrowing Down
Weigh Durability Alongside Interest
Choosing purely on projected safety, or purely on interest with no research at all, both miss something a combined view catches.
- Rank your shortlist by genuine interest first, not projected safety.
- Note which subjects build transferable skills beyond one narrow job.
- Avoid picking a subject solely because it seems “AI-proof.”
- Talk to a teacher or mentor about how the field is training students differently now.
Before You Commit
Confirm With Someone Closer to the Field
A conversation with someone actually in the field is the last, most reliable check before committing.
- Have a real conversation with someone studying or working in the field now.
- Ask what they’d do differently knowing what they know now.
- Confirm your shortlist still holds up after that conversation.
- Keep one genuine second interest in mind, not as a fallback but as a real option.