Data Center Workforce Report 2026
How many people it takes to build and run America’s data centers, where the workforce runs out first, and who to hire at each phase. Built from our tracker of large US campuses (100 MW and up), combined with Bureau of Labor Statistics data for every metro and state.
See the metro pressure indexHiring for a data center project?Last updated October 2026Most reports on the data center boom say there is a talent shortage and stop there. This one measures it. We take the large US data center campuses we track, work out how many construction workers and permanent staff they need from the figures developers have published, and set that against the electricians, HVAC mechanics, construction managers and electrical technicians who actually live in each market.
The result is a live picture of where hiring will be hardest. The page recalculates whenever our tracker changes, and the workforce figures refresh each spring when the Bureau of Labor Statistics publishes new data.
What the numbers say
- A data center campus needs about 4.1 construction workers per megawatt at its busiest. That is the median across 19 campuses under 1.5 GW in our tracker that published both their capacity and their peak workforce, and it lines up with Meta (about 4 per MW in El Paso) and Stargate Abilene (about 5.3). A 1 GW campus therefore needs roughly 4,080 people on site at peak. The multi-gigawatt megacampuses are built in phases over several years, so their peak crews are smaller per MW: about 1.9 across 8 projects.
- The 54 large campuses under construction add up to about 134,800 workers at peak, with a likely range of 96,300 to 157,700. That counts only campuses of 100 MW and up, so the real national demand is higher.
- Columbus, OH is under the most pressure. Its 2,214 MW under construction would need about 6,160 workers at peak, equal to 41% of the metro's electricians, HVAC mechanics, construction managers and electrical technicians combined, followed by Atlanta (41%).
- Texas has the most large-campus capacity under construction, 14.2 GW across 17 campuses, much of it in rural counties far from the big metro labor pools. Those projects rely on traveling crews.
- Electricians are the tightest trade. Between 45% and 70% of a data center construction budget goes to the electrical contractor (IBEW). The US has 757,220 electricians at a median $63,190 a year, and BLS expects 72,700 openings a year through 2035, mostly to replace people who retire or leave.
- Once a campus opens, the hiring shifts to operations. At about 0.35 permanent jobs per MW, the campuses now under construction or announced will need around 31,300 operations staff: critical facility technicians, controls and electrical engineers, and network specialists. Uptime Institute's 2025 survey found 46% of operators struggle to find qualified candidates and 37% struggle to keep staff.
Where the workforce runs out first
For each major market we take the capacity under construction, convert it to a peak construction workforce (developers' own figures where published, otherwise 4.1 workers per MW), and compare that with the local pool of electricians, HVAC mechanics, construction managers and electrical technicians from BLS (May 2025). The pressure figure is the share of that pool the projects would need if they all hit peak at once: a stress test, not a forecast.
| Market | MW under construction | Peak build workforce | Local pool | Pressure | Electricians | Electrician median pay |
|---|---|---|---|---|---|---|
| Columbus, OH | 2,2144 tracked campuses within 50 miles | 6,1603,760 to 7,130 | 14,960 | 41% | 7,210326 per 100 MW | $64,700 |
| AtlantaHire in Atlanta · Talent map | 2,882CBRE, H1 2026 | 11,8006,090 to 14,100 | 28,950 | 41% | 13,430466 per 100 MW | $58,650 |
| Northern Virginia | 2,420CBRE, H1 2026 | 9,8805,110 to 11,800 | 34,530 | 29% | 16,580685 per 100 MW | $75,930 |
| AustinHire in Austin · Talent map | 1,2001 tracked campus within 50 miles | 4,9002,540 to 5,860 | 17,760 | 28% | 7,340612 per 100 MW | $60,390 |
| Phoenix | 1,700JLL, H1 2026 | 6,9403,590 to 8,300 | 34,960 | 20% | 17,2401,014 per 100 MW | $61,210 |
| CharlotteHire in Charlotte · Talent map | 7002 tracked campuses within 50 miles | 2,8601,480 to 3,420 | 15,210 | 19% | 5,250750 per 100 MW | $59,080 |
| San AntonioHire in San Antonio · Talent map | 3001 tracked campus within 50 miles | 1,220634 to 1,460 | 15,440 | 8% | 6,6602,220 per 100 MW | $57,010 |
| Dallas-Fort WorthHire in Dallas-Fort Worth · Talent map | 765CBRE, H1 2026 | 3,1201,620 to 3,730 | 51,670 | 6% | 20,9302,736 per 100 MW | $59,010 |
| ChicagoHire in Chicago · Talent map | 2001 tracked campus within 50 miles | 1,000published | 40,370 | 2% | 17,7208,860 per 100 MW | $102,350 |
| HoustonHire in Houston · Talent map | –Not published | – | 46,110 | – | 19,730 | $59,180 |
| RaleighHire in Raleigh · Talent map | –Not published | – | 9,810 | – | 3,740 | $56,800 |
Local pool: BLS OEWS May 2025 employment for electricians (47-2111), HVAC mechanics and installers (49-9021), construction managers (11-9021) and electrical and electronic engineering technicians (17-3023) in each metro area (Northern Virginia uses the Washington-Arlington-Alexandria metro). Capacity under construction is the published market figure where CBRE or JLL report one, which includes colocation and smaller buildings; elsewhere it is the large campuses in our tracker within 50 miles. Workforce range uses the middle half of tracked projects.
Large campuses under construction, by state
These are the campuses of 100 MW and up in our data center tracker that are under construction now. Where a developer published its peak construction workforce we use that figure; otherwise we estimate it from the campus size. Many of these sites are in rural counties, so the local pool is the whole state, and crews travel in.
This table counts only large campuses. States whose building is mostly colocation and single buildings, such as Georgia (Atlanta), Virginia and Arizona, have far more under construction than shown here; see the metro table above for those markets.
| State | Campuses | MW under construction | Peak build workforce | Statewide pool | Pressure | Permanent jobs coming |
|---|---|---|---|---|---|---|
| Texas | 17 | 14,218 | 52,30010,900 published | 179,520 | 29% | 9,290 |
| Ohio | 5 | 12,214 | 16,20011,200 published | 62,490 | 26% | 2,870 |
| Louisiana | 3 | 5,675 | 11,6002,000 published | 22,460 | 51% | 1,280 |
| Virginia | 7 | 4,116 | 13,3001,000 published | 50,280 | 26% | 3,130 |
| Pennsylvania | 2 | 2,960 | 6,9203,000 published | 48,920 | 14% | 2,250 |
| New Mexico | 1 | 2,450 | 4,0004,000 published | 10,450 | 38% | 1,500 |
| West Virginia | 1 | 2,000 | 4,3804,380 published | 6,880 | 64% | 1,400 |
| Arizona | 6 | 1,436 | 5,860estimated | 44,170 | 13% | 1,130 |
| Wisconsin | 2 | 1,122 | 5,0005,000 published | 28,540 | 18% | 1,100 |
| Indiana | 1 | 1,000 | 4,0004,000 published | 34,800 | 11% | 437 |
| Michigan | 1 | 1,000 | 2,5002,500 published | 48,090 | 5% | 450 |
| North Carolina | 2 | 700 | 2,860estimated | 55,670 | 5% | 709 |
| North Dakota | 2 | 680 | 2,780estimated | 6,110 | 45% | 340 |
| Wyoming | 1 | 420 | 700700 published | 3,850 | 18% | 1,270 |
| Georgia | 2 | 356 | 1,450estimated | 46,310 | 3% | 1,780 |
| Illinois | 1 | 200 | 1,0001,000 published | 54,000 | 2% | 1,120 |
Permanent jobs cover campuses under construction and announced, using each developer's published figure where there is one and 0.35 jobs per MW otherwise. Statewide pool uses the same four BLS occupations as the metro table.
The benchmarks behind the model
Our ratio of 4.1 construction workers per MW comes from 19 campuses under 1.5 GW in our tracker that published both their capacity and their peak workforce. These public figures from developers and state agencies check it from the outside.
| Project or scope | Figure | What it means | Source |
|---|---|---|---|
| Typical Virginia data center building | About 1,500 workers | At the height of construction. One building takes 12 to 18 months; a campus can take 5 years or more. | JLARC, Data Centers in VirginiaDec 2024 |
| Typical Virginia data center, 250,000 sq ft | About 50 permanent jobs | Roughly half direct employees and half contractors. | JLARC, Data Centers in VirginiaDec 2024 |
| Meta El Paso, TX (1 GW) | 4,000+ workers at peak | About 4 construction workers per MW, and 300+ permanent jobs. | MetaMar 2026 |
| Stargate Abilene, TX (1.2 GW) | 6,400+ workers on site daily | About 5.3 workers per MW at the busiest point. | Oracle fact sheetSep 2025 |
| Microsoft Fairwater, Mount Pleasant, WI | 3,000+ at daily peak | Electricians, plumbers, pipefitters and ironworkers; about 10,000 people worked on the project in total. | MicrosoftSep 2025 |
| Data center construction budgets | 45% to 70% to the electrical contractor | Share of the total construction budget, which is why electricians are the first trade to run short. | IBEW, The Electrical WorkerMay 2025 |
| Apollo tracker, 27 projects | 4.1 per MW under 1.5 GW; 1.9 per MW above | Medians of published peak workforce divided by capacity (middle half 2.1 to 4.9 for smaller campuses). Permanent jobs: 0.35 per MW across 25 projects. | US data center mapOctober 2026 |
Who to hire at each phase, and when
Each phase pulls on a different part of the workforce, and the lead time for the scarce roles is longer than most project schedules assume. Start each search before the phase begins, not when it does.
Pre-construction
Site, power and design. Usually 12 to 24 months before ground breaks.
- Electrical engineers (power and MEP)
- Mechanical engineers (cooling)
- Civil and structural engineers
- Project and construction managers
Construction
The workforce peak, often 12 to 36 months. Electrical runs the critical path.
- Electricians and foremen
- HVAC and pipefitting crews
- Superintendents and safety leads
- QA/QC inspectors
Commissioning
The last 3 to 9 months. Small teams, hard-to-find skills.
- Commissioning agents and managers
- Controls engineers (BMS, EPMS)
- Electrical testing technicians
- Integrated systems test leads
Operations
Permanent, 24/7. Hire 3 to 6 months before go-live so staff learn the site.
- Critical facility technicians
- Facility and operations managers
- Network and IT support
- Reliability engineers
| Phase | Role | US jobs | Median pay | 10-year growth | Openings a year |
|---|---|---|---|---|---|
| Pre-construction | Electrical engineerSOC 17-2071 | 198,750 | $120,630 | +9.9% | 11,400 |
| Pre-construction | Mechanical engineerSOC 17-2141 | 296,810 | $104,110 | +11.2% | 17,800 |
| Pre-construction | Civil engineerSOC 17-2051 | 367,840 | $100,840 | +6.4% | 22,700 |
| Construction | Construction managerSOC 11-9021 | 380,360 | $114,990 | +9.1% | 49,700 |
| Construction | ElectricianSOC 47-2111 | 757,220 | $63,190 | +9.2% | 72,700 |
| Construction | HVAC mechanic and installerSOC 49-9021 | 409,670 | $61,010 | +10.9% | 40,600 |
| Commissioning | Controls engineerSOC 17-2071 | 198,750 | $120,630 | +9.9% | 11,400 |
| Commissioning | Electrical and electronic engineering technicianSOC 17-3023 | 95,130 | $78,190 | +2.4% | 8,100 |
| Operations | Critical facility technicianClosest BLS match: industrial machinery mechanics, SOC 49-9041 | 439,640 | $64,520 | +17.8% | 44,400 |
| Operations | Data center network technicianBLS: computer network support specialists, SOC 15-1231 | 146,190 | $76,220 | +1.2% | 9,000 |
Pay and jobs: BLS OEWS May 2025, national. Growth and openings: BLS Employment Projections 2025 to 2035; all occupations +3.5%. Controls engineers have no BLS code of their own and are counted with electrical engineers. Check pay in any city with our salary calculator.
Hiring is hard, and keeping people is harder
Sources: Uptime Institute Global Data Center Survey 2025; 2026 survey press release. More in our data center workforce shortage statistics.
Staffing a data center project?
Apollo Technical has recruited engineers and technical staff since 2010, from pre-construction design through commissioning and operations.
How this report is built
- Projects: large US campuses of 100 MW or more in our data center tracker, checked against its source and updated monthly. This page recalculates whenever the tracker changes. Last tracker update: October 2026.
- Workers per MW: the median of peak construction jobs divided by capacity for every tracked project that published both, worked out separately for campuses under 1.5 GW (19 projects) and larger phased campuses (8). A project's own published workforce is always used where it exists. The low and high estimates use the 25th and 75th percentiles. Permanent jobs use the same method (25 projects).
- Local pool: BLS Occupational Employment and Wage Statistics (May 2025) for electricians, HVAC mechanics, construction managers and electrical technicians. It refreshes automatically when BLS publishes each spring.
- Pressure: the peak workforce the market's projects would need, as a share of that pool. It assumes every project peaks at once and every worker comes from the metro, so read it as relative stress between markets. In practice schedules are staggered and large sites bring in traveling crews.
- What it leaves out: campuses under 100 MW outside the markets with published totals, renovation work, and the power plants and transmission lines that compete for the same electricians.
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Data center workforce FAQs
How many workers does it take to build a data center?
A large AI campus needs about 4.1 construction workers per megawatt at the busiest point of construction, based on the projects in our tracker that published both figures. A 1 GW campus therefore peaks at roughly 4,000 people on site, which matches what Meta reported for El Paso. A single conventional data center building in Virginia peaks at about 1,500 workers, according to the state’s JLARC review.
How many permanent jobs does a data center create?
Far fewer than it takes to build one. The campuses in our tracker average about 0.35 permanent jobs per megawatt, so a 1 GW campus employs roughly 300 to 500 people once it opens. Virginia’s JLARC puts a typical 250,000 square foot facility at about 50 full-time jobs, half of them contractors.
Which data center jobs are hardest to fill?
During construction, electricians: the electrical contractor takes 45% to 70% of a data center construction budget. In commissioning, it is commissioning agents, controls engineers and electrical testing technicians. In operations, Uptime Institute finds operations management has the most serious skills gap, followed by critical facility technicians. See our guide to data center jobs from construction to operations.
Where is the data center workforce shortage worst?
Where a lot of capacity is under construction relative to the local trade workforce. Our metro pressure index above ranks the major markets on that basis. Rural megacampuses are a separate problem: they are often far from any metro labor pool and depend on traveling crews.
How often is this report updated?
The project figures update every month with our US data center map, and the page recalculates automatically. Pay and employment figures come from the Bureau of Labor Statistics and refresh each spring when the new survey is published.
Can I use these figures?
Yes. Please credit Apollo Technical and link to this page. For state detail, see our trackers for Texas, Georgia and North Carolina, and our data center statistics.