The Workers You Need in 2030 Have Already Been Born, and There Aren’t Enough of Them
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Every hiring conversation involving AI has run one direction for two years: the robots are coming for the jobs. Ruggles, publishing in the journal PNAS, argues the more urgent risk is a shortage of workers to do the jobs that already exist.
Using Census Bureau data paired with Congressional Budget Office estimates, he projects the U.S. labor force will grow by just 9.1 million people over the 10 years ending in 2030, the smallest 10-year gain since the decade ending in 1960. The decade after that, he expects the labor force to shrink outright: 2.1 million fewer workers, a 1.3% decline.
Two forces propped up the U.S. workforce for decades: women entering the labor force in large numbers, and sustained high immigration. Both, Ruggles argues, have run their course. Layer in a fertility rate that’s been falling since the mid-2000s, and the pipeline of new workers keeps thinning.
His read on the consequence: worker scarcity pushes wages up, especially for young people just entering the workforce, and could hand organized labor real bargaining power again.
Here’s where AI enters the picture. A labor force that stops growing needs a productivity boost just to keep the economy expanding at all. New research posted this month at NBER, from Daron Acemoglu (the 2024 economics Nobel laureate), MIT’s David Autor, and coauthors Keelan Beirne and Andrew Scott, found that economies have historically offset a scarcity of young workers with efficiency gains. Slower population growth tracked with higher GDP per working-age adult and higher wages. One concrete data point: countries and U.S. regions with declining birthrates saw more labor-saving patents filed, not fewer.
“If there’s an unprecedented labor shortage, this is going to be a huge incentive to adopt labor-saving devices, like AI,” Ruggles said.
Acemoglu’s framing cuts against the pessimism that’s dominated AI coverage all year: “Labor markets in which workers are scarce work really well for workers and generate productivity gains as well.”
Both researchers flag real caveats. A rebound in immigration would change the supply math fast, and AI’s productivity gains could turn out large enough to trigger layoffs regardless, or arrive too small and too late to offset the demographic shock already in motion.
My read: the labor force actually shrank in the jobs report I covered a couple weeks ago, and Ruggles is describing why that wasn’t a one-month blip. The people who’ll turn 22 in 2030 have already been born, and there simply aren’t enough of them. No hiring plan and no AI rollout changes that math.
Hold two things at once here. Near term, plenty of companies will keep using AI as cover to slow-walk hiring, the same pattern I’ve been tracking since Goldman Sachs published its own AI displacement estimates. Longer term, the demographic wall Ruggles describes shifts bargaining power back toward workers, and AI becomes less a threat to jobs and more the tool that lets a shrinking workforce carry a growing economy.
For employers, the practical version of this shows up now, not in 2030. If you’re already struggling to fill roles, the applicant pool isn’t recovering on its own. Building more efficiency into every hire, whether through AI tools or smarter workflows, stops being a nice-to-have and starts being the only lever left.
Basic AI Work Is Getting Cheaper, Judgment-Heavy AI Work Just Got a 45% Raise
Upwork’s Future Workforce Index 2026, published today, put a number on something a lot of employers can already feel: AI isn’t raising the value of every AI-related task equally.
The headline number is real. Freelancers doing AI work earn 34% more per hour than freelancers who don’t, according to Upwork’s marketplace data. It’s also the least interesting figure in the report.
The simple stuff is getting cheaper. Generative AI and creative production work grew 90% year over year in new contract starts, while per-contract earnings dropped 13% over the same period. Basic AI execution tasks overall saw earnings fall 28% year over year. When a skill becomes something everyone can do, the price for doing it falls with it.
The complex stuff is getting more valuable, fast. AI-augmented professional services grew 72% year over year with earnings up 22%, and freelancers doing the hardest AI-related work saw their earnings jump 45% in the first quarter of 2026 alone. Upwork’s term for the winner here is the “AI orchestrator”: someone who pairs AI fluency with real domain expertise, judgment, and the ability to turn AI output into a business result.
There’s a bigger signal buried in the freelance numbers. Skilled freelancing rose from 28% of skilled knowledge workers in 2025 to 38% in 2026. 58% of full-time employees now say they’re considering freelancing, up from 36% a year earlier.
Full-time employees are moving too, just more quietly. 55% admit to using “shadow AI,” meaning AI tools at work their employer never approved, and 68% say they want more support from leadership to experiment with it openly. I covered the employer side of that same AI anxiety gap a few weeks back, and this data shows workers aren’t waiting around for permission to close it themselves.
Upwork runs the marketplace this data comes from, and a report showing freelancing accelerating and AI skills commanding a premium lines up neatly with Upwork’s own business. The underlying numbers hold up regardless (the methodology is a clean 2,400-person survey with a 2% margin of error), but it’s the kind of report where the company telling the story also profits from the trend it describes.
My take: the 34% AI premium is the least useful number here. The real story is the divergence. AI is compressing the value of execution and inflating the value of judgment, and freelancers show that repricing faster than anyone else because they adjust their rates in real time. The same repricing is coming for full-time roles too, just slower and less visible, since a salary doesn’t move the way a freelance rate does.
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Small Business Optimism Just Rose, But Hiring Plans Are Still Playing It Safe
Small business owners felt better about the economy in June. NFIB’s Small Business Optimism Index rose 2.1 points to 97.4, its closest reading to the 52-year average of 98.0 in months, driven mainly by owners expecting better business conditions and stronger sales ahead.
On jobs specifically, hiring bounced back after a soft May. A seasonally adjusted 32% of owners reported having open positions they couldn’t fill, up 3 points from May’s reading, which had been the lowest since May 2020. A net 11% of owners plan to add jobs over the next three months, up 2 points. NFIB is calling both numbers a correction from May’s dip, not the start of a new hiring surge, and the data backs that framing: the Employment Index itself held essentially flat at 100.2.
Inflation is the catch. 21% of owners named it their single biggest problem, up 3 points and the highest reading since October 2024. A net 38% raised their selling prices last month, the fourth straight monthly increase and the highest level since January 2023.
There’s real relief showing up in the forward-looking numbers, though. A net 32% of owners plan to raise prices over the next three months, down from May’s own multi-year high, and the average interest rate on short-term loans fell to 7.4%, the lowest since October 2022.
“Current economic conditions present small business owners with both encouraging developments and ongoing challenges,” said NFIB Chief Economist Bill Dunkelberg. “Lower fuel costs provide welcome relief for businesses as well as consumers, with firms anticipating improved operating conditions over the next six months. While there have been improvements in the overall environment, high interest rates and modest economic growth are causing owners to approach hiring and capital spending with caution.”
Watch the gap between how owners feel and what they’re actually doing. Optimism is up and hiring plans ticked back up, but a flat Employment Index and NFIB’s own correction framing say this is steadying, not a new hiring wave. Owners hire when they can see demand and can afford to fund it. Cheaper short-term credit at 7.4%, the lowest in almost four years, helps with the funding half of that equation. Inflation sitting as the top problem for a fifth of owners works against the demand half.
The appetite to hire is there. The follow-through will be slow and selective. For employers weighing whether now’s the time to move on an open role, a cautious market is exactly where moving decisively separates you from competitors still waiting for more certainty, and it’s where bringing in a staffing partner to move fast on a strong candidate pays off most.
