AI to the rescue?
How can we tackle these dual problems? How can we encourage students who are well prepared to succeed in college—including those from disadvantaged backgrounds—to go for it? And how can we simultaneously discourage ill-prepared students from wasting their time and money giving college a try?
If we humans aren’t willing to level with young people, maybe AI will. Which made me wonder: Do the chatbots offer better advice?
To find out, I asked Fordham’s research interns to query ChatGPT, Gemini, Claude, and Grok, in incognito mode, with the same, simple prompt: “Should I go to college?”
Here’s how the AI’s did.
The good news is that AI gives decent advice—except on the one thing that predicts outcomes best, which is whether students complete a degree.
Without exception, the chatbots rejected the “college-for-all” mindset. None responded with an oversimplified “yes, you should go to college,” just extolling the wonders of the college wage premium, as the higher education industry might want them to. Instead, their answers amount to various versions of “it depends.”
Gemini:
There is no single “right” answer here. College is a fantastic launchpad for some, a massive financial trap for others, and entirely unnecessary for many successful careers.
ChatGPT:
It depends on what you’re hoping college will do for you. College is a good fit for many people, but it’s not the only path to a successful or fulfilling career.
Claude:
Honestly, it depends a lot on your specific situation—there’s no universal right answer here.
Grok:
It depends on you—your goals, personality, finances, and risk tolerance. College isn’t automatically the best (or worst) move. For many people it pays off, but for others it’s an expensive detour.
They go on to discuss the tradeoffs and the pros and cons. Grok in particular does a nice job with that:
The case for college
– Earnings premium: Bachelor’s degree holders earn ~60 percent more than high school grads on average. Lifetime premium often exceeds $1 million (net of costs). Unemployment is lower (around 3.1 to 3.4 percent for young college grads vs. 5 to 6 percent without).
– Long-term advantages: Better access to jobs with health insurance, retirement benefits, and career mobility. Many professional fields (engineering, medicine, law, certain business/tech roles) effectively require it.
– Break-even: Most grads recoup costs by mid-30s (sooner with aid or in-demand majors). Public schools and community college transfers improve return on investment.
The case against (or “maybe skip”)
– Cost and debt: Average bachelor’s debt ~$29k to $43k depending on path. Total U.S. student debt is $1.77 trillion. Opportunity cost (4+ years of forgone wages) adds up.
– Diminishing returns for some: Non-degree paths are closing the gap in certain trades. Underemployment for recent grads is high (~42 percent in some data), especially in mismatched majors.
– Alternatives work well: Many trades/apprenticeships let you earn while learning with zero/low debt. Completion rates vary (50 to 70 percent+ in good programs), but completers often hit solid middle-class or better pay faster.
They also provide some important nuance. Grok does well here, too, explaining that one’s choice of major is essential:
Engineering, computer science, nursing, and some business/econ paths pay back fast (2 to 5 years). Arts, humanities, psychology, and education often take 10 to 18+ years and have lower ceilings.
And Claude says:
There’s also a lot of room between “go straight to a 4-year school” and “skip it entirely”—community college first, working a year or two to figure things out, or a trade program are all legitimate paths that sometimes get overlooked.
And they all suggest questions that the individual might ask themself. Here are ChatGPT’s:
– What kind of work do you want to do? Some careers (such as medicine, engineering, teaching, or many research roles) require a degree. Others (such as many skilled trades, some tech roles, entrepreneurship, and creative fields) may not.
– Do you enjoy academic learning? If you like structured learning and want to study a subject in depth, college can be rewarding beyond just career preparation.
– What’s the financial picture? Consider tuition, scholarships, grants, expected student debt, and the earning potential of the field you’re interested in.
– What are your alternatives? Apprenticeships, trade schools, certifications, military service, internships, or going directly into the workforce can all be strong options depending on your goals.
– Are you ready now? If you’re unsure, taking a gap year with a plan—working, volunteering, or exploring interests—can help you make a more informed choice.
This all strikes me as quite reasonable! The bad news, though, is that none of the chatbots is as straightforward as it all should be about academic readiness, and especially about the huge risk of attending college but not completing.
ChatGPT comes closest. It says:
If you tell me:
– your age,
– what subjects or jobs interest you,
– your grades,
– and whether cost is a major concern,
I can help you weigh whether college, trade school, a gap year, or another path seems like the strongest fit for your situation.
Note the references to grades. That’s good—though grades are probably not as predictive of success as they once were, given grade inflation. But none of them asks about test scores or discusses the 40 percent of students who leave college without a degree or credential, having gained little or nothing from the experience, often because they weren’t academically prepared to succeed in college-level work.
That’s a huge lost opportunity, given that we know that grades and test scores quite accurately predict the chances that someone will complete college. Here’s what that looks like for the SAT:
