u/Poli-man

Or are most of us just picking classes based on what everyone else is doing and hoping it somehow turns into a career?

I keep seeing people ask some version of:

“Which career is safe from AI?”

I think that’s the wrong question.

AI doesn’t replace entire careers all at once.
It replaces tasks.

Writing tasks.
Research tasks.
Coding tasks.
Analysis tasks.
Design tasks.
Admin tasks.
Customer support tasks.

So instead of asking “what job is safe?”, I think the better question is:

What abilities become more valuable when almost every task gets an AI assistant?

My current answer is three things:

1. Decision-making

When output becomes cheap, judgment becomes expensive.

Anyone can generate more text, more code, more ideas, more slides, more plans.

The harder skill is knowing:

What should I work on?
What should I ignore?
What’s the cost of being wrong?
What happens six months after this decision?
Which option creates the fewest future problems?

In a world with infinite output, the advantage shifts from “who can produce” to “who can choose.”

2. Translation

Not language translation.

I mean translating messy human problems into clear systems.

A student doesn’t say:
“I need academic path optimization.”

They say:
“I don’t know if taking this class now will mess up my graduation timeline.”

A manager doesn’t say:
“I have a resource allocation issue.”

They say:
“My team is drowning and I don’t know what to cut.”

The valuable person is the one who can take a messy human situation, structure it, and make people + AI + systems work together.

3. Trust-building

As AI generates more confident answers, people will ask:

Why should I trust this?
What information is it using?
What does it not know?
Where could it be wrong?
Who is accountable if the recommendation is bad?

Using AI won’t be enough.

The valuable skill will be building processes, products, advice, and systems that people can actually trust.

So my take is:

The future job is probably not “prompt engineer.”

It’s closer to:
Decision-maker.
Problem translator.
Trust builder.

No job is fully safe from AI.

But some abilities make you much harder to replace. Curious where people disagree

To be clear, I’m not saying technical skills don’t matter. They do.
I’m saying technical skills without judgment are becoming less defensible.
The combination I’d bet on is: domain knowledge + AI fluency + decision-making under uncertainty.

Maybe it’s just me, but sometimes it feels like students are making decisions that affect graduation timelines, workload, internships, and careers with surprisingly little visibility into the consequences.

How do you personally decide which courses to take, whether a class is worth it, or whether a decision might delay graduation?

What’s the biggest academic planning mistake you’ve seen someone make?

I’m doing some research on how students make academic planning decisions, so any stories or experiences would be super helpful.

Maybe it’s just me, but sometimes it feels like students are making decisions that affect graduation timelines, workload, internships, and careers with surprisingly little visibility into the consequences.

How do you personally decide which courses to take, whether a class is worth it, or whether a decision might delay graduation?

What’s the biggest academic planning mistake you’ve seen someone make?

I’m doing some research on how students make academic planning decisions, so any stories or experiences would be super helpful.

Maybe it’s just me, but sometimes it feels like students are making decisions that affect graduation timelines, workload, internships, and careers with surprisingly little visibility into the consequences.

How do you personally decide which courses to take, whether a class is worth it, or whether a decision might delay graduation?

What’s the biggest academic planning mistake you’ve seen someone make?

I’m doing some research on how students make academic planning decisions, so any stories or experiences would be super helpful.

Maybe it’s just me, but sometimes it feels like students are making decisions that affect graduation timelines, workload, internships, and careers with surprisingly little visibility into the consequences.

How do you personally decide which courses to take, whether a class is worth it, or whether a decision might delay graduation?

What’s the biggest academic planning mistake you’ve seen someone make?

I’m doing some research on how students make academic planning decisions, so any stories or experiences would be super helpful.