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First-Generation Professionals

Entry-level jobs are vanishing. Here’s how first-gen grads get in anyway

By , J.D., MS-HRM

Published October 11, 2026. Last updated October 17, 2026.

Entry-level jobs are vanishing. Here’s how first-gen grads get in anyway

Short answer

Entry-level hiring is where the squeeze shows up first. Stanford researchers using ADP payroll data found that employment for workers aged 22 to 25 in AI-exposed jobs is 19% below where it would be if it had kept pace with less-exposed peers, mostly because companies are hiring fewer young workers, not firing them. The New York Fed puts recent-graduate unemployment at about 5.6% and underemployment at 42%. First-generation graduates feel it hardest because they lack the referral shortcut. The way in now is proof of work, a warm introduction, and a role that lets you show AI-assisted output from day one.

You did what you were told. You got the degree. You were the first in your family to walk across the stage, and everybody in the room knew what that cost.

Then you opened the job boards and found that the “entry-level” roles want three years of experience, and the ones that don’t draw hundreds of applicants within a day. Know your rights when AI screens your application. For the broader hiring slowdown, see the stuck job market.

That isn’t your imagination, and it isn’t a character flaw. There’s research behind it. I’ll lay out what the data shows, why first-generation graduates carry the heaviest load, and what’s still working.

What does the data say about young workers and AI?

The most careful study I’ve seen comes from Stanford’s Digital Economy Lab. Using payroll records from ADP covering millions of U.S. workers, researchers found that employment among workers aged 22 to 25 in AI-exposed occupations is 19% below where it would be had it kept pace with less-exposed peers. The paper was updated in August 2026 with data through June.

Three details in that finding matter. It’s a relative gap, not a count of people who lost their jobs. It shows up mostly in reduced hiring of young workers, not in more separations, so the door is narrowing rather than people being pushed out. And experienced workers in the same occupations show no comparable gap. The authors are clear that these are early, descriptive indicators, not proof of cause. I’d read it as a strong warning sign, not a verdict.

Now add the broader picture. The New York Fed reports that recent college graduates have an unemployment rate of about 5.6% and an underemployment rate of 42%, meaning a large share are in jobs that don’t require their degree. And employers added only 29,000 jobs in September, so there isn’t much room anywhere. For HR careers specifically, see whether HR certifications are worth it.

Why first-generation graduates feel it most

When entry-level roles shrink, companies fill the ones left through the shortest path: someone’s nephew, a friend’s friend, a returning intern. That path isn’t labeled. It runs on introductions.

A young woman holding a tablet beside a tall window
Photo: WOCInTech on Wikimedia Commons, CC BY 2.0. About the photos

If you grew up in a house where nobody worked in an office, you were never handed that path. You got the credential and no map. You’re competing with applicants who have a parent who can say, “Call Dana, she runs that team.” You have a PDF and a prayer.

I came up the same way. The system isn’t set up to give you the shortcut, so you have to build one on purpose. It’s slower. It also works.

What still gets people in

Here’s the practical part. These are the moves I’d make in your position.

Show proof of work, not potential. A hiring manager choosing between a new graduate and the same graduate who has already built something is choosing the second one. Build a small project that mirrors the job: a dashboard, a policy memo, a process map, a short case study. Put it where a recruiter can see it in thirty seconds.

Turn AI into the thing you bring. If AI is eating the routine entry-level tasks, the person who can use it well becomes the person the team needs. Show a before-and-after: a task that used to take a week and how you did it in a day, with a human checking the work. That is a different pitch from “I’m a fast learner.”

Get one warm introduction a week. Not fifty cold messages. One. Ask for fifteen minutes and one specific question. My guide to getting a referral without a network shows how to ask without begging.

Fix the résumé for the first seven seconds. Recruiters skim. What recruiters see in your résumé is a short read that changes how you format it.

Know what the software does to you. Many employers screen with automated tools before a person looks. My piece on AI hiring platforms and job seekers explains how, and what you can do about it.

Widen the field. Nonprofits, public agencies, small businesses and local employers are worth a look because they aren’t always the first to cut entry-level hiring. Smaller teams also tend to hand you wider responsibilities earlier.

What I’d tell the person across from me

You are not behind because you’re not good enough. You’re behind because the ladder lost its first rung and the shortcuts were reserved for someone else. That’s a structural problem, and it deserves a structural answer, which means building the connections and the proof that the system didn’t give you.

Hands typing on a laptop beside a stack of textbooks
Photo: WOCInTech on Wikimedia Commons, CC BY 2.0. About the photos

On the other side of the table, companies need to hear this too. If the entry-level pipeline dries up, the managers they need in 2032 never get trained. Cutting the bottom rung to save this year’s budget is a bill that arrives later. The training answer is covered in how to train your team on AI, which treats the session, not the software, as the lever.

If you want help building a plan from where you are, book a free 20-minute conversation. Bring your résumé and your target list.

McKinley holds a J.D. but is not a licensed attorney. Articles here are general information, not legal advice. For your specific situation, talk with an employment attorney.

Data current as of September 2026. Sources are linked where each figure appears.

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This article is general information, not legal advice. Laws change and every situation is different; for advice on yours, talk with an employment attorney.

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