Meta cuts coders, spends $115M on electrician training

Construction workers on data center projects earn an average of $81,800 a year — 32% more than workers on non-data-center construction projects, Fortune reported. Specialized professionals who move into data center roles typically see a 25–30% pay bump, per Kelly Services. Those numbers are pulling people off highway overpasses and into server farms. But the wage premium is a symptom of something deeper: the AI data center buildout is being held back not by a lack of engineers or capital, but by a shortage of electricians, HVAC techs, welders, and pipefitters.

The bottleneck is bodies with the right skills.

Why the Buildout Is Hitting a Wall

The AI data center construction boom is a $50 billion annual industry, Metaintro's 2026 analysis found, generating hundreds of thousands of skilled-trades jobs. The four largest hyperscalers — Alphabet, Microsoft, Meta, and Amazon — have committed nearly $700 billion in combined capital expenditure for 2026 alone. Roughly 2,788 data centers are projected to generate about 4.7 million temporary construction jobs nationwide, per a 2025 report from the American Edge Project.

The money is there. The projects are announced. The problem is staffing them.

The construction industry needs an estimated 349,000 net new workers in 2026 to meet demand, Associated Builders and Contractors reports. Firms are already turning down data center projects because they do not have enough qualified workers, stretching timelines by six to twelve months. The trade group projects the industry will need nearly 500,000 new workers by 2027.

The demographic math is brutal. For every 100 young people entering manufacturing and construction trades, 102 leave, Metaintro reports. The pipeline is not just insufficient — it is leaking. Meanwhile, the top hiring locations for data center construction — Virginia, Texas, Ohio, and Iowa — are competing for the same shrinking pool of workers.

This is not a problem that more job postings will fix.

The Electrician Crunch

Electricians, especially those trained in high-voltage systems, are the single most constrained trade in the entire data center buildout. The U.S. needs approximately 300,000 new electricians over the next decade to meet growing demand, plus another 200,000 to replace retiring workers, Metaintro reports. The Bureau of Labor Statistics projects 81,000 electrician openings per year through 2034, with employment growth forecast at 9% — much faster than the national average.

The median wage for electricians hit $62,350 in 2024, with the top 10% earning over $106,000, per the Bureau of Labor Statistics. But those figures understate what data center work actually pays. Electricians specializing in high-voltage systems can earn between $75,000 and $280,000 annually, Metaintro reports. At IBEW Local 26 near Washington, D.C., journeyman electricians earn about $59.50 an hour — more than $120,000 a year. Membership there has doubled since 2018 to more than 14,700, Fortune reported in 2026, and it is still not enough.

Data center power demand is projected to double from 40 gigawatts to 80 gigawatts by 2031, Marketing Code's 2026 analysis found. Every new facility needs high-voltage switchgear, redundant power feeds, backup generators, and the people who can install and maintain all of it. The 2026 National Electrical Code introduces significant changes that create additional work for every electrical contractor, adding another layer of demand on an already strained workforce.

Microsoft president Brad Smith has identified electrical talent shortages as the No. 1 problem slowing the company's data center expansion in the U.S., Fox Business reported. A Google policy report warned that a lack of electricians "may constrain America's ability to build the infrastructure needed to support AI."

The electrician shortage is not coming. It is here.

The Wider Trades Shortage

Electricians get the most attention, but the shortage radiates outward through every trade that touches a data center. Randstad's analysis of more than 50 million job postings found demand for robotics technicians has surged 107% since late 2022, HVAC and cooling system engineers 67%, construction roles 30%, welders 25%, and electricians 18%.

These are not entry-level figures for people with decades of experience — these are the going rates for workers who can walk onto a data center site and perform.

Fiber technicians, who connect the physical infrastructure that links data centers to the broader internet, earn an average of $57,818 nationally, ZipRecruiter reports. The Fiber Broadband Association estimates that about 180,000 additional fiber construction and technical workers are needed in the next decade to meet the demand for planned federal and state projects.

These trades are interdependent. A data center needs power distribution, cooling systems, structural steel, and network connectivity — all installed in sequence, all on tight schedules. A shortage in any one trade delays the whole project. When the pipefitters are not available, the HVAC system does not get connected. When the fiber techs are not there, the facility does not come online. The buildout is only as fast as its scarcest trade.

Meta's $115 Million Bet on Building Its Own Workforce Pipeline

Meta is not waiting for the labor market to catch up. The company has over 30,000 skilled trade jobs to construct its data centers, Meta Data Centers reports, and at peak construction there are typically more than 1,000 workers on a single site. It currently operates or is building 27 data centers and plans to invest $600 billion in U.S. data center development by 2028, Fortune reported.

To staff that buildout, Meta launched America's Workforce Academy — a free five-week program that guarantees jobs for graduates. The company is committing $115 million to the program, and it will first launch in Louisiana, Ohio, Indiana, and Texas. The fiber installation training program, called Level-Up, drew 35,000 applications in its first seven days.

The scale of the response tells you everything about the demand for these jobs and the scarcity of accessible training. Meta is effectively verticalizing workforce development — building its own pipeline because the existing one cannot deliver workers fast enough.

This is not charity. It is logistics. Meta has $600 billion in planned investment and nowhere near the people to build it.

Rebranding the Trades for a New Generation

Training is only half the problem. The other half is perception. The cultural pull toward four-year college degrees has drained the trades of new entrants for decades, and the data center boom is colliding with that trend head-on.

Meta has partnered with Be Pro Be Proud, an initiative dedicated to fostering pride and professionalism in the skilled trades across the United States, Meta Data Centers reports. Through the partnership, more than 54,000 students have gained immersive exposure to technical professions through mobile workshops equipped with Meta Quest VR headsets and advanced simulators. Meta has sponsored Be Pro Be Proud activation programs across New Mexico, Tennessee, Ohio, Illinois, Texas, and North Carolina.

The strategy is long-game: reach students before they choose college, show them what a career in the trades actually looks like — the pay, the technology, the stability — and make the path visible. It is not enough to train workers who are already looking for work. You have to create the workers who do not yet know they want this work.

A Broader Ecosystem Responds

Meta is not alone. Google pledged $15 million and formed a partnership with the Electrical Training Alliance to expand the pipeline of electrical workers, Fortune reported. Microsoft's Datacenter Academy collaborates with local education partners to create pathways into the data center industry, offering curriculum alignment, scholarships, mentorship, simulation labs, and work experience at Microsoft datacenters, Microsoft Careers reports.

BlackRock is investing $100 million to train 50,000 plumbers, electricians, and HVAC technicians over the next five years, Fortune reported. Its Future Builders initiative is deploying grants over five years to nonprofit and workforce development partners, Metaintro reports.

The federal government has entered the picture as well. The Trump administration wants to train more than a million registered apprentices and has invested more than $229 million in grants to support that goal, Fortune reported.

The convergence of private and public investment signals a structural shift. This is not a cyclical labor shortage that will correct when the economy cools. It is a systemic gap between the infrastructure the country is building and the workforce it has to build it.

Why This Labor Shift Matters for the $6.7 Trillion AI Infrastructure Race

McKinsey estimates data center investment could reach a cumulative $6.7 trillion globally by 2030 to meet AI-driven demand, Fortune reported. Larry Fink, BlackRock's CEO, has cited a $10 trillion U.S. infrastructure need by 2033 to modernize aging systems and build new energy, digital, and AI infrastructure. The U.S. has roughly 4,000 existing data centers, while some 3,000 more have been announced or are under construction, Apollo Global Management reports.

The National Association of Manufacturers projects a potential shortfall of 1.9 million manufacturing workers by 2033. The data center trades boom is not a side effect of AI — it is a prerequisite. Without electricians to wire the facilities, HVAC techs to cool them, welders to build them, and fiber technicians to connect them, the $6.7 trillion in planned investment does not turn into operational infrastructure.

Zero G Talent's job board lists 2 Boom roles added in the past week alone — a Senior Software Engineer in Austin at $130,000–$200,000 a year, and an AI Engineer at $120,000–$200,000 — a reminder that the frontier tech labor market spans both the server room and the construction site. Across the broader market, the board tracks 8,825 open frontier tech roles across 4,949 companies.

The skilled-trades hiring boom is a leading indicator. The companies and countries that solve the trades gap fastest will not just build data centers — they will own the infrastructure backbone of the AI age.

A welder in Ohio or an electrician in Virginia can now earn $80,000 to $120,000 or more because the AI revolution needs their hands more than a server rack. The irony is sharp: Meta, which has laid off about 10% of its 78,000 employees, is simultaneously investing $115 million to train workers it cannot yet hire. The future of AI is being built not in code, but in steel, copper, and coolant lines — and the people who can work those materials are, for the first time in a generation, the ones in demand.

Working in frontier tech? Zero G Talent tracks the openings: browse frontier tech jobs, the companies hiring, and the people building the field.