Apollo Technical research · Updated monthly

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 2026

Most 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.

134,800construction workers needed at peak for the 54 large campuses now under constructionRange 96,300 to 157,700
50.5 GWof tracked capacity under construction, campuses of 100 MW and upFrom our data center tracker
4.1construction workers per megawatt at peak on campuses under 1.5 GW, the median of 19 projects that published both figuresLarger campuses built in phases: 1.9 per MW (8 projects)
31,300permanent jobs these campuses will need once open (under construction and announced)0.35 per MW, median of 25 projects
Key findings

What the numbers say

  1. 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.
  2. 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.
  3. 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%).
  4. 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.
  5. 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.
  6. 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.
Metro pressure index

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.

45% Severe, 40%+25% High, 20 to 39%10% Moderate, 8 to 19%3% Manageable, under 8%
MarketMW under constructionPeak build workforceLocal poolPressureElectriciansElectrician median pay
Columbus, OH2,2144 tracked campuses within 50 miles6,1603,760 to 7,13014,96041%7,210326 per 100 MW$64,700
AtlantaHire in Atlanta · Talent map2,882CBRE, H1 202611,8006,090 to 14,10028,95041%13,430466 per 100 MW$58,650
Northern Virginia2,420CBRE, H1 20269,8805,110 to 11,80034,53029%16,580685 per 100 MW$75,930
AustinHire in Austin · Talent map1,2001 tracked campus within 50 miles4,9002,540 to 5,86017,76028%7,340612 per 100 MW$60,390
Phoenix1,700JLL, H1 20266,9403,590 to 8,30034,96020%17,2401,014 per 100 MW$61,210
CharlotteHire in Charlotte · Talent map7002 tracked campuses within 50 miles2,8601,480 to 3,42015,21019%5,250750 per 100 MW$59,080
San AntonioHire in San Antonio · Talent map3001 tracked campus within 50 miles1,220634 to 1,46015,4408%6,6602,220 per 100 MW$57,010
Dallas-Fort WorthHire in Dallas-Fort Worth · Talent map765CBRE, H1 20263,1201,620 to 3,73051,6706%20,9302,736 per 100 MW$59,010
ChicagoHire in Chicago · Talent map2001 tracked campus within 50 miles1,000published40,3702%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.

By state

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.

StateCampusesMW under constructionPeak build workforceStatewide poolPressurePermanent jobs coming
Texas1714,21852,30010,900 published179,52029%9,290
Ohio512,21416,20011,200 published62,49026%2,870
Louisiana35,67511,6002,000 published22,46051%1,280
Virginia74,11613,3001,000 published50,28026%3,130
Pennsylvania22,9606,9203,000 published48,92014%2,250
New Mexico12,4504,0004,000 published10,45038%1,500
West Virginia12,0004,3804,380 published6,88064%1,400
Arizona61,4365,860estimated44,17013%1,130
Wisconsin21,1225,0005,000 published28,54018%1,100
Indiana11,0004,0004,000 published34,80011%437
Michigan11,0002,5002,500 published48,0905%450
North Carolina27002,860estimated55,6705%709
North Dakota26802,780estimated6,11045%340
Wyoming1420700700 published3,85018%1,270
Georgia23561,450estimated46,3103%1,780
Illinois12001,0001,000 published54,0002%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.

How many people does a data center need?

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 scopeFigureWhat it meansSource
Typical Virginia data center buildingAbout 1,500 workersAt 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 ftAbout 50 permanent jobsRoughly half direct employees and half contractors.JLARC, Data Centers in VirginiaDec 2024
Meta El Paso, TX (1 GW)4,000+ workers at peakAbout 4 construction workers per MW, and 300+ permanent jobs.MetaMar 2026
Stargate Abilene, TX (1.2 GW)6,400+ workers on site dailyAbout 5.3 workers per MW at the busiest point.Oracle fact sheetSep 2025
Microsoft Fairwater, Mount Pleasant, WI3,000+ at daily peakElectricians, plumbers, pipefitters and ironworkers; about 10,000 people worked on the project in total.MicrosoftSep 2025
Data center construction budgets45% to 70% to the electrical contractorShare of the total construction budget, which is why electricians are the first trade to run short.IBEW, The Electrical WorkerMay 2025
Apollo tracker, 27 projects4.1 per MW under 1.5 GW; 1.9 per MW aboveMedians 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
Hiring playbook

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.

Phase 1

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
Phase 2

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
Phase 3

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
Phase 4

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
PhaseRoleUS jobsMedian pay10-year growthOpenings a year
Pre-constructionElectrical engineerSOC 17-2071198,750$120,630+9.9%11,400
Pre-constructionMechanical engineerSOC 17-2141296,810$104,110+11.2%17,800
Pre-constructionCivil engineerSOC 17-2051367,840$100,840+6.4%22,700
ConstructionConstruction managerSOC 11-9021380,360$114,990+9.1%49,700
ConstructionElectricianSOC 47-2111757,220$63,190+9.2%72,700
ConstructionHVAC mechanic and installerSOC 49-9021409,670$61,010+10.9%40,600
CommissioningControls engineerSOC 17-2071198,750$120,630+9.9%11,400
CommissioningElectrical and electronic engineering technicianSOC 17-302395,130$78,190+2.4%8,100
OperationsCritical facility technicianClosest BLS match: industrial machinery mechanics, SOC 49-9041439,640$64,520+17.8%44,400
OperationsData center network technicianBLS: computer network support specialists, SOC 15-1231146,190$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.

What operators report

Hiring is hard, and keeping people is harder

46%of data center operators have difficulty finding qualified candidatesUptime Institute, 2025 survey, 650 operators
37%struggle to keep the staff they have, mostly lost to other data center companiesUptime Institute, 2025
39%name operations management as the job with the most serious skills gapUptime Institute, 2025
50%+of 800+ operators reported difficulty finding qualified candidates in 2026Uptime Institute, 2026 survey

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.

Data center recruitingHow to hire data center engineers
Methodology

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.

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.