AI is failing young women

TL;DR: AI is quietly locking an entire generation out of the workforce. As automation wipes out entry-level roles, Gen Z is left with no first rung on the career ladder. And women? They’re being hit the hardest. This article unpacks how AI is reshaping the job market, why it’s disproportionately impacting young women, and what needs to change before we automate ourselves into a more unequal future.

Wasn’t artificial intelligence supposed to be our liberation? To take over the mundane, so humans could do the meaningful?

That was the story. But here we are, watching the floor collapse under a generation that was told to prepare for the “future of work.” And as it turns out, the future is… exclusion.

The latest data isn’t just concerning. It’s systemic. It’s showing us how AI is becoming a quiet gatekeeper, not just replacing jobs, but deciding who even gets a chance. And at the center of that disruption? Gen Z women.

Gen Z’s Vanishing Career Ladder

robot removing ladder corporate woman - Sarvarth

Start with the numbers. According to Oxford Economics, unemployment among recent grads aged 22 to 27 is nearing 6%, while the national average is just above 4% [3]. That’s a noteworthy shift.

But it gets worse. The World Economic Forum says 40% of employers expect to reduce headcount in roles that can be automated by AI [2]. And guess which jobs go first? Entry-level ones.

These roles – once seen as the launchpad for young talent – are being wiped out. In tech, so-called entry-level jobs now make up only 2.5% of all openings as of April 2024 [7]. That’s not a typo. It’s a bottleneck.

And the psychological toll? It’s already here. Over half of Gen Z workers fear they’ll be replaced by someone more adept at using AI. Nearly half of Gen Z job seekers believe AI has devalued their college degrees [1][2].

Executives aren’t hiding it either. One in four say they see Gen Z as a target for AI-led replacement [1]. This isn’t paranoia. It’s prioritization – and it’s playing out in boardrooms.

So how do you build a future when your entry point is disappearing?

Why are Gen Z women hit harder than anyone else?

Because this isn’t just a generational problem. It’s a gendered one too.

Women are disproportionately represented in roles that AI is already good at automating – admin support, customer service, clerical tasks, data entry [5][6].

These aren’t low-skill jobs. They’re people-centered roles that require emotional intelligence, memory, judgment. But that nuance is exactly what gets flattened by algorithms.

The ILO found that 9.6% of jobs held by women are at high risk of automation, compared to only 3.5% for men [5][6]. That’s nearly triple the exposure.

In Europe and Central Asia, the divide is even more stark: 39% of women’s jobs could be affected, compared to 26% of men’s [6].

no entry for woman corporate office - Sarvarth

Worse, the gap is growing. In just two years, the automation risk for women rose from 7.8% to 9.6%. For men, the increase was less dramatic – from 2.9% to 3.5% [6].

This isn’t accidental. This is how systems behave when they’re built without accounting for who’s standing where.

Isn’t STEM supposed to fix this?

You’d think. After all, more women are graduating from college than men. More are entering STEM. More are upskilling, reskilling, side-skilling.

But here’s the trap: the roles they’re preparing for are already being redefined or quietly eliminated by AI.

Tech companies say: “Learn to use AI, and you’ll stay relevant.” But according to the data, 60% of employees who use AI say it’s made their jobs easier – temporarily [1]. In many cases, it’s a stepping stone to full automation.

The promise of reskilling is starting to feel like smoke and mirrors. Especially when the ladder it’s meant to help you climb has been chopped off at the bottom.

What happens when entry-level jobs disappear?

You don’t just lose income. You lose a future.

No entry-level job means no on-the-job learning, no mentoring, no soft skills, no leadership grooming. It breaks the entire professional pipeline.

And for Gen Z women, that missing rung compounds their disadvantage. Without that first job, there’s no trajectory.

ai replacing genz jobs especially women - Sarvarth

Meanwhile, companies say they want diversity. But what good is a diversity pipeline when the pipes themselves are gone?

And it’s not just incidental. Business leaders are explicitly naming Gen Z as a vulnerable group for AI-based layoffs while disproportionately targeting female-dominated roles. That’s not strategy. That’s systematic sidelining.

Can government policy fix this?

It should. But right now, it’s not.

Governments and universities are still selling the dream of a “future-proof” career. But they’re doing it using 20th-century blueprints.

And while AI evangelists promise job creation, the net effect is sobering: 11 million new jobs created, 9 million destroyed – leaving just 2 million net new roles worldwide [2].

That’s not a win. That’s a reshuffle with casualties. And Gen Z women are at the center of that casualty list.

Where are the targeted policies to protect the most exposed? Where are the training subsidies, the human-in-the-loop job mandates, the income safety nets?

They don’t exist. Because our systems were never designed with these contingencies in mind.

So what now?

We need to ask some uncomfortable questions.

Are we okay with building a future that leaves millions behind simply because they were born at the wrong time, in the wrong role, with the wrong gender?

Can we really call AI “progress” if it locks out young women before they even start?

Should companies be allowed to automate away their lowest-paid workers while protecting the highest-paid layers of leadership?

And if not, what are we going to do about it?

Conclusion: This is not just a tech issue. It’s a human one.

AI has the power to elevate us. But if left unchecked, it will simply mirror – or worse, magnify… our worst biases.

We need urgent, structural changes. Universal basic income. Mandatory company-funded retraining. Policies that tie AI deployment to inclusive labor outcomes.

Because if we don’t act now, we’re not just automating jobs, we’re automating inequality.

Gen Z women are not collateral damage. They’re a generation of thinkers, makers, doers. But they can’t prove that if the door slams shut before they walk in.

The future of work should not be something we survive. It should be something we build, together.


Citations:

  1. How AI Is Impacting Gen Z’s Careers
  2. Is AI Closing the Door on Entry-Level Job Opportunities?
  3. AI Is Keeping Recent College Grads Out of Work
  4. Gen Z’s Role in Shaping the Digital Economy
  5. AI and Gender Inequality: United Nations Report Finds Women More Vulnerable to Job Loss Than Men
  6. AI Threatens Women’s Jobs
  7. Gen Z, Generative AI, and the New Job Landscape in 2025
  8. AI and the Gen Z Employment Challenge
  9. Generative AI and Jobs: A Refined Global Index of Occupational Exposure
  10. Women’s Jobs Three Times More Vulnerable to Being Taken by AI Than Men’s, New Report Warns
  11. ILO Chief Flags AI’s Gender Threat
  12. Women Are 3 Times More Likely to Lose Their Jobs to AI, a UN Report Warns
  13. Artificial Intelligence – International Labour Organization
  14. The AI Gender Gap No One’s Talking About
  15. AI and Gen Z Career Challenges in 2024
  16. Indeed AI Training for Gen Z
  17. AI Replacing Jobs: Key Statistics
  18. AI and Job Market Trends – Research Paper
  19. World Economic Forum Global Gender Gap Report 2024
  20. AI Poses a Greater Threat to Women in the Workforce, But Why? ILO Study Reveals Alarming Gender Gap Predictions
Sarvārth
We help founders, teams and businesses scale with clarity using our Aware → Align → Act framework. Each post brings together what we’re learning in the field, what we’re building internally, and what we’re noticing across the industry. The goal is to cut through noise, not add to it.