AI-Exposed Majors Are Hitting a Wall at Entry Level: What the New Census Study Means for Choosing a College
New federal data show the first measurable gap in jobs and pay for graduates whose fields are most exposed to artificial intelligence. It is not a reason to abandon a field you love. It is a reason to ask harder questions about the program.
By Dr. Nathan Hurwitz · Higher Ed Insider, Edition 2026-23 · Majors and Careers · About 8 minutes
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A new Census Bureau working paper finds a 13% drop in initial earnings for graduates in the most AI-exposed majors.
For two years, parents have been asking me some version of the same question: "Is AI going to take my kid's job before they even get one?" Until recently, I could only offer informed speculation, and I told families that anyone claiming certainty was selling something. That has now changed, at least in part. A new study from the U.S. Census Bureau offers the first large-scale administrative evidence on how artificial intelligence is affecting new college graduates, and the findings are specific enough to change how families should think about the college search.
This post explains what the study found, what it does and does not prove, how the picture looks for different kinds of students, and what to do with it in the next few months.
What the Census Bureau actually measured
The research comes from a Census Bureau Center for Economic Studies working paper, titled "Graduating into Disruption," which drew wide coverage over the past two weeks. Its strength is its data. Rather than surveying graduates about their experiences, the researchers used state unemployment-insurance wage records that cover more than 95% of jobs in participating states. They tracked graduates by major before and after large language models became widely available in late 2022, and compared outcomes between fields that are more exposed to AI and fields that are less exposed.
The method matters because it replaces anecdote with comparison. Everyone has heard a story about a young person who could not find work. What a wage-record study can show is whether graduates in some majors, after late 2022, did measurably worse than graduates in others who entered the same economy.
The findings
Graduates in the decile of majors most exposed to AI saw their likelihood of initial employment fall by five percentage points, and their initial full-quarter earnings fall by 13%, relative to graduates in less-exposed fields.
Two details sharpen the picture. First, part of the decline came from graduates shifting out of their highest-paying industries and into lower-paying sectors such as retail and food service. That is not a story of graduates vanishing from the workforce. It is a story of graduates taking jobs below the level their degree would once have secured. Second, the authors do not describe AI as eliminating work across the economy. They describe it as raising the bar for young workers seeking a first foothold.
That phrase, a first foothold, is the heart of the matter. Entry-level work has traditionally been where new graduates learn what the degree could not teach them. If AI tools absorb some of the routine tasks that used to fill those first jobs, employers may hire fewer beginners, or expect more of the ones they do hire.
Census Bureau findings on the most AI-exposed majors, alongside New York Fed figures on recent-graduate unemployment and underemployment.
The broader market tells the same story
The Federal Reserve Bank of New York reports that recent-graduate unemployment stayed elevated at about 5.6% through the second quarter of 2026, and that the underemployment rate, meaning graduates working in jobs that do not typically require a degree, edged up to 42%.
Those numbers describe the environment today's high school juniors and seniors will graduate into in 2031 or 2032. Nobody can predict the labor market that far ahead, and the technology will keep changing. But the direction is hard to ignore, and it explains why rankings, the FAFSA, and even the Department of Education are now foregrounding earnings outcomes. The tools families use are shifting from "Can we get in?" to "What does this program lead to?"
What the study does not prove
I want to be careful here, because responsible analysis requires stating the limits as plainly as the findings.
• Early-career effects may not predict mid-career earnings. A rough first job market does not necessarily mean a lower lifetime trajectory. Past generations that graduated into recessions often recovered, though not always fully.
• Exposure measures are blunt. Calling a major "exposed" to AI is a statistical judgment about the tasks involved. Technology changes quickly, and the fields that look exposed today may not be the ones that look exposed in 2031.
• Association is not destiny for an individual. A decile average hides enormous variation. Within any major, graduates with strong internships, portfolios, and mentors do much better than the average.
I would be wary of anyone who turns this study into advice to abandon a field a student loves. A teenager forced into a major they dislike for a labor market forecast may do worse, not better, than one who pursues a subject with energy and builds real skills.
Different students, different stakes
The entry-level squeeze does not affect every student in the same way, and an honest reading of the study has to say so.
• First-generation students often lack the family networks that open doors to internships and first jobs. When employers raise the bar for beginners, students without a personal connection have fewer ways to clear it. For them, a college's career services, alumni network, and structured placement programs are not extras. They are the network.
• Low-income students may need to work during college, which can make unpaid internships impossible. Paid co-ops, funded research positions, and programs that pay students for applied work can be the difference between gaining experience and graduating without it.
• Students who attend community college or transfer can build real, hands-on experience in technical programs, and many pathways lead to well-paying work. These routes deserve a place in the conversation alongside four-year options.
• Students in the trades and technical fields may be less exposed to this particular disruption, though they face their own economic pressures. A student who loves hands-on work should not feel that a bachelor's degree is the only respectable path.
• Students who want public-service careers in teaching, social work, and the arts face earnings that start lower in any year. For them, loan debt is the variable that matters most, and net price is paramount.
So what should a family do?
If the market is raising the bar for beginners, the best protection is demonstrated, hands-on experience that sits alongside a discipline. That points to a set of questions that families can ask every college, which are more useful than any ranking.
Five questions to ask every college about a student's intended field.
A few additional thoughts follow from the study.
First, look at programs, not just majors. Two colleges can offer the same major with very different outcomes. The one with required internships, an active employer network, and a capstone that produces a portfolio of real work gives students a head start the other does not.
Second, plan the college experience as well as the admission. The students who do well will usually be the ones who start building experience in the first year, not the last. That means seeking research positions, campus jobs related to a field, and summer work early.
Third, consider complementary skills. A discipline paired with data fluency, writing, or an applied technical skill tends to travel further than either alone. The point is not to chase a trend but to combine depth with the ability to use new tools well.
Finally, talk about it as a family. A student who understands why the questions matter will ask them with more conviction on a campus tour than one who has been handed a list.
Starting early? This is for you.
If your student is in ninth or tenth grade, the findings above are the best argument for starting early: the students who stand out are the ones who have spent years building real, hands-on experience in a field. My free Parent Starter Kit walks you through what to do in each high school year, from course selection to summer planning. Get the free Parent Starter Kit
Majors that are changing, not disappearing
It is worth saying that "exposed to AI" does not mean "doomed." Fields that are exposed are often also the fields in which the tools are most useful, and graduates who learn to work with those tools skillfully may find an advantage. A writer who can use new tools to research and revise faster, an analyst who can automate routine reporting, a designer who can prototype in hours rather than days: each is more valuable, not less, if they have the judgment to know what the tool gets wrong.
The practical implication is that the content of a program matters as much as its title. A computer science department that teaches students to build, test, and critique systems prepares them differently from one that teaches only a narrow set of tasks. A business program that puts students in front of real clients prepares them differently from one that relies on lectures. When you visit a campus or attend an information session, listen for evidence that faculty are adapting what they teach to a changing workplace, and ask students how their courses use current tools.
A conversation guide for families
The study can easily produce anxiety at the dinner table, so it helps to have a way to talk about it that keeps a teenager engaged rather than frightened. Here is the approach I suggest.
Start with curiosity, not fear. Ask your student what they enjoy and what kind of work they can imagine doing, and take the answer seriously. Then share the study as information about how the market is changing, not as a verdict on their choices.
Next, make it about preparation. Ask together what experience would make a student stand out in their field: a research project, a part-time job, a portfolio, volunteer work, a leadership role. Those are things a student can start in high school.
Finally, build in flexibility. A student does not have to decide a career at seventeen. Choose colleges that make it easy to explore, change direction, and add a second skill without penalty. A program with an overly rigid path can be a risk in a market that is moving quickly.
Perspectives
Optimists argue that technology has always changed entry-level work and that graduates adapt, often into roles that did not exist before. They note that AI may lower barriers for those who learn to use it, and that the Census findings capture a transition, not a permanent state. Skeptics respond that this transition is landing on a specific generation at a vulnerable moment and that the shift out of higher-paying industries may leave lasting scars. Both can be true, and neither should drive a student to choose a field out of fear.
Dr. Hurwitz's Take
This is not a reason to steer a student away from a field they love, and I would be wary of anyone who says it is. It is a reason to ask harder questions about the program, not just the major. Which departments have strong internship pipelines, co-ops, or applied research? Which students graduate with a portfolio of real work rather than a transcript alone? The graduates who will do well are the ones who combine a discipline with demonstrated, hands-on experience, so build that into the college search now, and into the first two years of college later.
Your action checklist
• Ask each college about internship and co-op placement rates for your student's intended major.
• Look for programs that require a capstone, portfolio, or applied project.
• Review first-destination outcomes reports on each college's career-services site.
• Discuss a complementary minor or skill set that pairs with the intended major.
• If your student needs to earn money during college, ask about paid co-ops and funded research.
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Dr. Nathan Hurwitz · Hurwitz Consulting · hurwitzadmissions.com · nathan@hurwitzadmissions.com · (203) 613-9262
This article provides general information and analysis, not legal, immigration, or financial advice. Families with specific questions should consult a qualified professional. © 2026 Hurwitz Consulting.
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