Economics

Automated systems lock young workers out of entry level jobs

By · 2026-06-06
Automated systems lock young workers out of entry level jobs
Photo by Igor Omilaev on Unsplash

The Locked Door Economy

Gillian Frost, a 22-year-old Smith College student majoring in quantitative economics, applied to over 90 jobs since September [2]. Nearly 25% of employers ghosted her, and automated systems rejected around 55% of her applications before a human ever saw them [2]. She secured around 10 interviews, but many employers never communicated rejection decisions [2]. The underemployment rate for college graduates reached 42.5%, its highest level since 2020 [1]. Meanwhile, the overall unemployment rate sits at 4.1% [3].

That gap reveals something more troubling than a cyclical downturn. The American economy has optimized itself into a closed loop where low turnover, automated gatekeeping, and risk-averse hiring have eliminated the very mechanism that allows new workers to enter. This isn't a bad job market. It's a system incapable of its own renewal.

The Turnover Freeze

Few people are quitting jobs today, reducing opportunities for newly-minted graduates to enter the workforce [1]. When incumbents stay put, whether to protect remote work arrangements threatened by proximity bias or to avoid uncertainty in a volatile policy environment, no openings materialize for newcomers. The National Association of Colleges and Employers reported that hiring plans were scaled back to roughly 2024 levels by spring, down from plans made in the previous fall [1]. Tech companies and consulting firms are scaling back after a period of rapid growth [1]. Employers have been cautious about hiring in the face of uncertain trade and tax policies [1].

The State Department cut more than 1,300 jobs, eliminating entire career pathways [2]. Azraiel Raines graduated from Idaho State University with a degree in global studies, only to watch that initial career avenue disappear [2]. Government cuts, tech industry contraction, and policy paralysis have converged to freeze the labor market at precisely the moment when 2025 graduates need it to move.

The Automated Moat

Employers are using automated hiring systems that require candidates to tailor résumés with specific keywords [1]. A 25-year-old NYU graduate in media, culture and communications described frustration with AI-based hiring systems that screen candidates before human review [2]. Entry-level roles often require three to five years of experience [2], a paradox that transforms "entry-level" into a term stripped of meaning.

Jaison Abel, an economist at the Federal Reserve Bank of New York, suspects AI adoption is still fairly uncommon and unlikely to be the main driver of entry-level job market trends [1]. But the automated moat doesn't need to be universal to be effective. It only needs to exist at enough firms to create a bottleneck. When a quarter of applications vanish into silence and more than half trigger auto-rejections, the filtering mechanism itself becomes the barrier.

The labor market for recent college grads in 2025 is among the most challenging in the last decade, apart from the pandemic period, Abel stated [3]. That assessment comes from someone who studies these patterns professionally. The challenge isn't just finding work, it's accessing the process that determines who gets considered at all.

The Scar Tissue

Many recent graduates who find work have settled for lower salaries than hoped [1]. Raines eventually secured a position in the counseling department at Idaho State University in Pocatello, Idaho [2]. The role uses skills in unexpected ways [1], but it represents a recalibration, a compromise between the career envisioned and the career available.

Research by Abel and Richard Deitz at the New York Fed examined long-term impacts of difficult job market entry [1]. The effects compound: graduates who can't access career-track jobs also can't access homeownership, even in high-mobility states. The locked door doesn't just delay entry; it reshapes the entire trajectory. Lower starting salaries mean lower lifetime earnings. Underemployment in the first years after graduation correlates with underemployment a decade later. The inability to build wealth early means the inability to take risks later.

What happens to an economy that can't refresh itself? The same people occupy the same positions, protected by low turnover and seniority. Automated systems screen out candidates who lack keywords but might bring new approaches. Employers demand experience for entry-level roles, ensuring that only those who already have access can gain more of it. The feedback loop tightens.

Frost is still searching. Raines is working in Pocatello. The 25-year-old NYU graduate is tailoring résumés to satisfy algorithms. The system they're navigating wasn't designed to lock them out, it was designed to optimize efficiency, reduce risk, and manage uncertainty. But optimization without renewal produces calcification. And calcification, over time, produces an economy that can't adapt because it can't let anyone new in.

The question isn't whether these graduates are talented enough, it's whether the gates will open wide enough, soon enough, to prevent an entire generation's potential from becoming a permanent loss.