Will AI Gut the College Degree?

Industrial‑era college – four expensive years of ladder‑climbing prep – is on a collision course with two forces: compounding automation and collapsing trust in academic gatekeepers. Unless it’s rebuilt from first principles, it will survive only as a high‑priced social club. Here’s why going to college today is probably a bad idea, and how higher education needs to change to remain relevant.

My daughter asked what she should major in when she goes to college. I lied and told her: “Whatever you choose, you’ll be fine.”

It’s not a lie in the sense that she will be fine. She’s smart, motivated, and has a good head on her shoulders. It’s a lie because whatever she chooses as a career path (what she’s really asking) won’t matter. The labor market she’ll enter in 2030 runs on agents, synthetic teammates, and six-month skill cycles.

If we rewound the clock 30 years, she and I could have the well-worn college-bound pre-professional discussion of doctor/lawyer/MBA/whatever. She could follow in the footsteps of her dad getting a JD, or her mom getting an MD (what a trope).

But now that script is antique.

As a teen, she’s seeking certainty. Which I can’t give her, but I also can’t admit it. I do believe she’ll be fine, but I can’t tell her how. Models that cost pennies now draft appellate briefs, generate 3-D ad assets, and flag radiology anomalies at human-level sensitivity. The rest is not far behind.

Those examples do more than threaten individual jobs, they shatter the scoreboard that once justified the whole enterprise. Grades, majors, and diplomas all borrowed their meaning from the scarcity of human expertise. When a model clears the bar exam’s multiple-choice section in the 90th percentile while spending zero on tuition, GPA stops measuring mastery and starts measuring how outdated the test is. If college can’t supply a metric that still matters, the social license to consume four of our kids’ most plastic years evaporates.

And yet, my daughter’s still headed for college. Likely to spend time on things that won’t matter, maybe stumble across a few that do. But the real problem with college for a career, as it exists today, is that too much of it is counterproductive to how kids will need to think and relate in five years.

This isn’t a ‘skip college’ screed; but it’s a post-mortem on what college has become, and how the vast majority of college ‘investments’ might be at odds with both our kids’ financial future, and what they will need to understand the world.

The Opportunity Cost of College in Exponential Time

In the late 20th century, we had the luxury of spending four years to get credentialed, learn a little, and launch into the world. That time served a dual purpose: academic development and slow-motion socialization.

Today, that four-year bet erodes faster than the tuition inflates, and the payoff period itself is collapsing.

• Deloitte’s 2024 Global Human Capital Trends pegs the half-life of technical skills at about 2.5 years and shows a 50 percent YoY jump in corporate reskilling spend.

• Forbes’ analysis in December 2024 shows the shift away from college degrees as credentialing: 90 percent of surveyed companies say skills-first hires outperform degree-first hires, accelerating a shift away from pedigree screens in the 2025 recruiting cycle.

Four years now is an eternity. A frontier AI language model doubles its effective capability roughly every six months; by the time a freshman crosses the stage at graduation, the tech stack has leapt eight generations. And we’re still asking students to run on a four-year academic cycle like it’s 1975. That’s not just inefficient, it’s malpractice.

The piece of paper still matters to the parents, but only because the college-bound caste still says it does. College became the dominant social signal of the 20th-century bourgeoisie. Then we financialized it, pumped it full of government-backed debt, scaled it to mass-market, and embedded it in the cultural machinery as default.

Somewhere along the way, college lost its mid-20th-century connection to the thing that made it useful: it was once a clear signal that someone had the intellectual horsepower to join the expanding market for cognitive labor. Now that intelligence is no longer scarce, that signal is noise.

When I needed a data analyst at my company, I didn’t deal with weeks of hiring, messy HR issues and the overhead of another person, I got it done with a $0.06 API call. I’m not alone. A 2024 hiring-manager survey highlighted in Vanity Fair found 70 percent believe AI can cover intern-level tasks, coinciding with a sharp drop in internship postings across finance, healthcare, and media.

The cost for our kids isn’t just financial. It’s time. It’s the opportunity cost of spending your peak plasticity years prepping for a world that won’t exist. Every month in the wrong context is a hundred lost iterations. Some students are studying business from 1952 case studies and couldn’t tell you what a DAO is. They’re not learning the tools of tomorrow, they’re still getting trained for the economy of yesterday.

People don’t understand exponentials. Kids certainly wouldn’t, and most parents never run the math. They assume a 40-year earnings runway that no longer exists. If a skill depreciates to 50 percent relevance in 30 months, the lifetime-value spreadsheet everyone quotes is fantasy. But this is the devaluation of labor potential that college is now up against.

If I gave you a choice: take $1 today, or take $1 million in ten years – you’d probably take the latter. But only in a vacuum. My mother might think twice. She lived through the highest rate of hyperinflation ever recorded: post-war Hungary in 1946. The currency was losing half its value every 15 hours, until there were 76 septillion pengős in circulation (that’s 7.6×10^25, or 76 million billion billion). What’s money in ten years when it’s worthless by the weekend?

College is facing that kind of curve. Not in currency, but in value of what’s being taught today against the reality of technology replacing human activities. And if we keep pretending this time trade still makes sense, we’re not preparing students, we’re delaying them.

This isn’t a death knell for college. But it is a wake-up call. If college wants to matter, it has to justify its time cost. Not with nostalgia, with relevance. Right now, the clock is the enemy. And the syllabus is too slow.

The Collapsing Social Signal

Elite colleges once sold two payoffs: a credential and a phone book. The second – access to an insider network that quietly converts conversations into offers – would sometimes be reason enough to go. That arbitrage is closing.

Chetty, Deming & Friedman (2024) showed that attending an Ivy-Plus school raises the probability of hitting the top 1 percent income bracket by 60%, but the funnel is razor thin: only 11.8% of 2023 Fortune 100 CEOs hold an Ivy undergraduate degree (Heidrick & Struggles audit).

The handshake channel is shrinking. Employee referrals filled 51 percent of US jobs in 2017 (Jobvite); by 2024 the figure was 17 percent (LinkedIn Economic Graph). One in six seats comes through warm intros; buying entrée to an alumni list delivers far less leverage than parents remember.

Even where campus networks still live, there’s evidence that the payoff now decays quickly. A study of Brazil’s top public university shows that alumni-affiliated hires boost early career wages by 14%, but the entire earnings gain disappears within a decade. The signal expires long before the student loan does.

Put the numbers together: a 60% richer tail outcome that reaches a tiny fraction of grads, a referral pipe that drips instead of gushes, a network advantage that statistically vanishes before age thirty-five – financed by a quarter-million-dollar ticket and four prime years of compounding opportunity cost.

Whatever remains of the social signal no longer clears market rate. The ladder’s still there; the wall it leans on is being 3D-printed by bots.

Inquiry Dies in an Echo Chamber

College still trades on three myths: free inquiry, guaranteed career lift, and social credentialing. The career lift and social signal have already taken body-shots; the “inquiry” claim is next on the mat.

Nearly everyone still tells themselves that college is where young minds are shaped through inquiry, argument, and exposure to diverse ideas. But that version of college has largely collapsed. On most campuses the reality is curated speech, reputational land-mines, and an incentive structure that rewards conformity over discovery.

Think of it as higher education’s second failure mode: even if students wanted the adaptive thinking their careers now demand, the campus ecology won’t let them exercise it.

So before we can talk about what the contents of college should be, we have to be honest about what it is.

The sales pitch says students learn how to think; the lived reality is that they’re taught what to think. Or, perhaps at best, be instructed in what the college caste is supposed to think and permitted to say. FIRE’s 2025 Free Speech survey finds 63 percent of students self-censor at least once a month; 18 percent do so daily. When the referee is ideology, inquiry forfeits the match.

It’s easy to point at the students first – the safe-space culture, the social media radicalization, the groupthink. But none of that exists in a vacuum. Tenure committees reward citation alignment; dissenters stall. Even professors who value inquiry steer clear of land-mines. What’s left is the appearance of exploration, boxed inside ever-narrower guardrails.

Here’s the career link: markets reward novelty and zero-to-one problem-solving. Monocultures punish both. Graduates steeped in risk-aversion, or not knowing how to challenge ideas and think, will graduate into a marketplace that needs judgment.

Add the media environment. Gen-Z grew up in algorithmic tribalism – outrage as engagement, enemies as brand. They arrive primed for the echo-chamber rather than thinking.

Eric Hoffer noted that people join movements for certainty and belonging, not truth. College, once sold as a place to find yourself, now offers the safer gift of losing yourself inside a collective narrative. From a virtual TikTok bubble to a real-life bubble.

Result: students trade reality testing for identity maintenance. That swap cripples the skill employers now prize: discerning signal from noise.

The academic track could still be the beginning of something better, but only if rebuilt from first principles. Not career prep, not an echo chamber, not status theatre, but a dojo for discernment and sovereignty of mind. Skills will be taught elsewhere. Thinking tools endure.

What follows isn’t a eulogy. It’s a construction project –

A Zero‑Based Rebuild for College

The window for incremental fixes is closed; a zero-base redesign is cheaper than patching the failing four-year model. The very fact that the economic model for college is based on a timespan that’s too long dictates a change.

If college is going to survive, it must stop pretending to pipeline students into industrial-era roles. The $300,000 degree has become a Veblen good – status theatre with negative carry. Time to restart the build at ground level.

What’s Old is New Again

Just like physical labor was displaced with mechanical leverage, we are entering a phase change where mental labor is being displaced with $0.06 API calls. This means we’ll have seemingly impossible levels of intellectual leverage, with the decision becoming how to use it.

If higher education is going to be worth the time and cost, it has to be something closer to what it once aspired to be: a place where people learn to think from first principles, and on a clock that makes sense.

In early 19th-century Prussia, Wilhelm von Humboldt helped architect a model of higher education that prioritized intellectual development over job training. It was built on two principles: Bildung – the cultivation of the self – and Wissenschaft – the disciplined pursuit of knowledge for its own sake. The goal wasn’t to prepare young men for professions. It was to prepare them for freedom – freedom of thought, of judgment, of conscience.

That idea is more relevant now than ever. It’s what we will still have as humans when the machines are better than us at raw, directed thinking.

Thinking Tools in an AI World

This sharpens what college needs to be. It needs to be a place that helps prepare people for the kind of judgments they’ll need to make, and separates how to think from vocational training.

Fortunately, humans have had a few centuries to work on this before the robots came along, and it boils down to a few core things:

• Rhetoric – The machines are already flooding the world with content. With content now a commodity, people need to be precise about choosing what to say, how to say it, and why it matters.

• Epistemology – Humans need to study how we know, and what counts as evidence when synthetic media can fake all of it.

• Ethics & Philosophy – In a world where machines can optimize anything, humans still have to ask what’s worth optimizing for and what choices are right.

• Socratic Questioning – disciplined questioning that stress‑tests beliefs, especially in echo chambers.

It means fewer lectures. More collisions. Less content and memorization. That marketing vision of college that hasn’t been true for a century, made real.

Two Goals, Two Clocks

The ‘thinking’ path for college must be on human time because it takes time to digest this – but vocational training can’t be. Already we see pragmatic learning delaminating from the college track. Virtual courses, online training, and now AI-assisted learning that has shown definitively better real-world results than college.

We shouldn’t be telling people who are looking for training to do things that they need to spend four years falling behind because that’s what the legacy system is. That’s not equal opportunity, it’s undermining the outcome they want.

If the classroom no longer justifies the ticket price, we need a new structure. It doesn’t mean everyone will (or should) go to college. But if it will exist, education realigned around the new conditions on the ground would make more sense:

• One year of socialization and learning how to think would help create balanced humans without incurring the devastating cost of four years on exponential time. Longer would help socializing and learning, but too long and the trade gets bad.

• Short, rolling vocational training on using state of the art tools to do, done closer to the reality on the ground – not the snail’s pace of skill training that college offers now.

• The option for those who want to go deeper into thinking to continue after the first year. This will naturally attract those who want to sharpen the tools that help us make human decisions that may not be short-term pragmatic. These might be the few students who want to solve problems that humans want to keep their own (ethics, politics, and the like), or those who want to be academic thinkers.

We still need a ‘place’ for this. I don’t think virtual replaces it. College serves as a training ground for tribe. Strip out the credential value and you still need a place where 18-year-olds collide, flirt, fail, and learn to navigate hierarchy without screens.

To College or Not to College?

I’m still sending my daughter to college- call it path-dependence and a prepaid 529 – but I no longer view it as an economic investment, in fact it’s the opposite.

She’ll have a soft launch in the world, learn how to do laundry, eat ramen noodles, have good relationships – and bad ones – that teach her what kind of man to marry someday. Maybe she’ll find her tribe and it will be a healthy one.

But I’ll be honest, maybe that’s my nostalgia speaking. I don’t know that it’s the right choice. She’ll lose time at the verge of the exponential era, learning things that won’t matter, preparing for jobs that won’t exist. Schools move glacially. They won’t adapt in time for her, or her younger sister four years later.

I don’t have any illusion that this writing will change the ossified college machines, and it’s by no means a blueprint. I have no idea how existing colleges can possibly strip down their bloated infrastructures to meet the needs of tomorrow, and little confidence that those institutions can move at the pace necessary to make the change.

Most kids today don’t know what they want – they can’t see what’s coming, and we’ve either misled them out of ignorance or protected them out of fear. But pretending the old map still works is cowardice. If we won’t admit the world has changed, and rebuild higher education for the world that’s coming, then we’re not preparing them.

We’re abandoning them.

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