AI Isn’t Killing Jobs. It’s Killing First Jobs.
Remember your first job out of college? It probably sucked. Long hours, low pay, tedious tasks — but it gave you the skills, experience, and springboard to something more. That rung of the ladder wasn’t glamorous, but it was essential.
My first job was selling computers at a local shop in the 1990s. That job is long gone, mostly outsourced to websites and Amazon. But it taught me something invaluable: it’s not about the technology, it’s about the outcomes and possibilities. People weren’t buying Pentiums or CRT monitors — they were buying what those machines could do for them: a leg up for their business, better tools for their kids, or a chance to get ahead in a changing world. Reframing raw tech into human outcomes was the first real skill I learned.
Now that rung of the ladder is gone. Not broken. Not bent. Removed. Outsourced not to websites this time, but to AI.
When Stanford’s Digital Economy Lab calls clerical and administrative workers the “canaries in the coal mine” of AI disruption, they’re pointing to something far bigger: the collapse of the very foundation we’ve used to build careers, grow the middle class, and create upward mobility.
The report: “Canaries in the Coal Mine? Early Indicators of AI’s Labor Market Impact” by Erik Brynjolfsson, Anson Chandar, and Daniel Chen (Stanford Digital Economy Lab, August 2025).
The Disruption Is Already Unequal
- Clerical/admin work is being eroded task by task by generative AI.
- Equity skew: women and younger workers dominate these categories, so disruption already cuts along gender and age lines.
- Productivity vs. precarity: companies see efficiency gains, but workers see wage pressure, churn, and fewer stable options.
The canaries aren’t just warning us — they’re already suffocating.
The Bigger Risk: Killing the Career Ladder
Clerical roles have long served as:
- A training ground for professional skills.
- A ladder for women, immigrants, and young workers to move upward.
- A proving ground where tomorrow’s managers, analysts, and leaders get their start.
When AI eliminates those first jobs, it also eliminates the foundation of the future workforce. Without first jobs, there are no second jobs.
The Lesson From My First Job
That local computer shop didn’t survive, but the lesson did: technology by itself doesn’t matter. What matters is how it helps people reach their goals.
The tragedy is that AI is being deployed in the opposite way — stripping away the first opportunities where people once learned how to turn technology into outcomes. We’re optimizing for short-term efficiency instead of long-term capability.
If we erase the on-ramps, we erase the skill-building moments that create the next generation of innovators.
A Warning for Policy and Business
- Policymakers: If entry-level roles disappear without being replaced by structured training pathways, you aren’t just overseeing automation — you’re overseeing the collapse of mobility.
- Business leaders: Efficiency is not strategy. Hollowing out first jobs today may leave you without experienced managers tomorrow.
- Workers: Don’t mistake “productivity gains” for stability. Precarity is scaling faster than productivity.
The Hot Take
AI doesn’t destroy jobs. It destroys first jobs.
And without first jobs, we’re not just losing canaries — we’re losing the oxygen of the middle class itself.
Sources:
- Stanford Digital Economy Lab, Canaries in the Coal Mine? Early Indicators of AI’s Labor Market Impact, August 2025.
Energy usage note: Generating this article consumed approximately 0.005 kWh — about the same as keeping a 100-watt light bulb on for 3 minutes.