When people ask how many jobs a data center creates, they are asking a reasonable question. They are just usually asking it too narrowly.

The public conversation often collapses into one number: permanent jobs. That number matters. A city should absolutely know how many full-time roles will remain after the ribbon cutting. But if that is the only number people use, they miss most of the labor story.

The hidden employment effect of data center growth usually arrives earlier and spreads wider. It shows up in electricians, welders, pipefitters, controls technicians, HVAC crews, fiber installers, security contractors, trucking, temporary lodging, restaurants, and facility maintenance. Those jobs do not all last equally long, and they do not all go to local workers automatically. That is exactly why the distinction matters.

For Temple, this is becoming less theoretical. Public reporting in December 2025 cited a Texas Department of Licensing and Regulation filing for a roughly $197 million data center at 2230 Eberhardt Road, with Meta listed as the beneficial owner. The same reporting also noted Temple City Council approval in late September 2025 for a separate Rowan Digital Infrastructure campus on more than 700 acres on the city's south side. Even before either project becomes a long-term operating site, the labor question starts during site work, electrical buildout, and supporting infrastructure planning.

Server racks and network cabling inside a data center
The labor story starts before the facility opens: electrical buildout, cooling systems, network work, testing, and commissioning all require people.

Facts

Texas is treating large data center demand as real infrastructure, not ordinary commercial growth. ERCOT's large-load interconnection process now has a dedicated path for facilities of 75 megawatts or greater. That threshold matters because it tells you what kind of project we are talking about. A campus at that scale does not behave like a normal office building. It behaves more like a power-intensive industrial site that pulls on utilities, contractors, and specialized labor all at once.

The labor market response is already visible. On June 8, 2026, Meta announced a $115 million skilled-trades program called America's Workforce Academy, with Texas among the initial states. The company said it needs more electricians, plumbers, welders, fiber technicians, and related workers to build data center infrastructure. Three days later, on June 11, 2026, Google announced a separate $50 million commitment to help train more than 300,000 skilled trade workers across the United States for the kinds of jobs that go into building and maintaining data centers.

Texas has also started building a local training response. On May 6, 2026, the Houston Chronicle reported that BlackRock committed $30 million to train more than 12,000 Texas workers for electrical careers, with Texas State Technical College, the Electrical Training Alliance, and Independent Electrical Contractors of Dallas among the partners. That announcement happened in Waco, which matters for Central Texas because it shows the workforce buildout is no longer an abstract national story. Training capacity is moving closer to the corridor where these projects are competing for labor.

The gap between construction jobs and permanent operations jobs is not hypothetical either. In Louisiana, Meta's Hyperion data center was promoted as a project expected to bring 500 direct jobs, 1,000 indirect jobs, and 5,000 construction jobs. But later reporting by WIRED found that the public agreements behind the project did not make local hiring as firm or simple as the headline implied. The long-term hiring thresholds stretched years into the future, and the reporting showed why communities should separate construction labor, permanent operations headcount, and broader indirect economic effects instead of treating them as one thing.

That same Louisiana example shows why early economic gains can be real but temporary. In June 2026, The Wall Street Journal reported that construction-driven tax collections around the Hyperion site helped fund teacher bonuses of up to $50,935 in Richland Parish. That is meaningful money. It is also a reminder that a construction surge and an operating workforce are not the same phase of the story.

Fiber and network cables connected to infrastructure equipment
Not all of the work looks like traditional tech. Fiber, low-voltage, controls, and maintenance crews are part of the picture.
Rail lines and the Adams Avenue overpass in Temple, Texas
Temple's road, rail, and utility corridors help explain why logistics, contractor access, and local service demand matter too.

Analysis

Data centers are labor-intensive in a strange way. They are not labor-intensive in the classic factory sense, where thousands of workers may be needed to run a facility every day. They are labor-intensive in bursts.

The first burst is construction. Land has to be graded. Concrete has to be poured. Structural steel has to be erected. Switchgear, transformers, backup systems, chillers, piping, fire suppression, controls, and network cabling all have to be installed and tested. The bigger the electrical load, the more this work starts to look like a blend of commercial construction, industrial systems work, and utility coordination.

That is why the jobs people miss are often trade jobs. Electricians are not a side note here. Neither are mechanical contractors, controls technicians, low-voltage crews, commissioning teams, or the people who keep lodging, food service, and transport moving while a site is under heavy construction. If Temple ends up in a serious data center build cycle, many of the jobs residents actually feel first may not carry titles like "AI engineer" at all.

The second burst is operations, but it is smaller. Permanent jobs still matter. A functioning campus needs facilities technicians, security staff, maintenance vendors, network and systems specialists, grounds and janitorial support, and managers who can keep uptime high. But a modern data center is designed to automate aggressively. That is one reason local residents often feel suspicious when a project promises transformational employment without explaining which jobs are temporary, which jobs are contracted out, and which jobs remain ten years later.

This is also why labor competition matters. Recent Texas reporting summarized by Tom's Hardware, based on reporting from The Texas Tribune, described housing and other construction projects losing electricians to better-paying data center work in markets such as Abilene. That does not mean data centers are bad for workers. In many cases it means the opposite: wages rise because demand is real. But it does mean the benefits and pressures arrive together. A town can gain higher-paid trade work while also watching other local construction get slower or more expensive.

The sharper question is not whether data centers create jobs. It is which jobs stay local, which are filled by traveling crews, and whether local institutions are ready before the hiring wave peaks.

For Temple, the practical question is not whether data centers create jobs. They do. The sharper question is which jobs stay local, which are filled by traveling crews, and whether local institutions are ready before the hiring wave peaks. If the skilled work comes mostly from outside the region, residents may mostly experience traffic, housing pressure, and utility debate. If local contractors, apprenticeship programs, and nearby technical colleges are plugged in early, more of the upside can stay in Central Texas.

Forecast

My forecast is that the first local winners in a Temple-area data center cycle will not be the people most readers picture when they hear the word "tech."

If projects move forward, the near-term demand is more likely to rise first in electrical trades, HVAC and mechanical systems, low-voltage and fiber work, civil crews, security, inspection, and facilities support. The next fight will be over workforce pipeline: who can train people fast enough, who can retain them, and which contractors get preferred access to the work.

That could be good for Central Texas if local leaders treat workforce readiness as infrastructure. A serious local strategy would not wait until construction is halfway done. It would ask now which regional programs can feed electricians, controls technicians, HVAC workers, and fiber crews into these projects. It would also ask which small businesses can realistically bid on pieces of the work instead of watching the most valuable scopes bypass the region.

It could also go the other way. If Temple only hears a single permanent-jobs number and treats that as the whole economic case, it may misread both the upside and the strain. A project with modest permanent headcount can still reshape the local labor market during construction. A project with large construction payroll can still leave fewer long-term jobs than the public expected. Both statements can be true at the same time.

Aerial view of downtown Temple, Texas
If Temple wants more of the upside to stay local, workforce preparation has to start before project labor demand peaks.

That is why Temple should ask for a phase-by-phase jobs picture instead of a headline.

  • What is the peak construction headcount?
  • Which trades are needed, and for how long?
  • How many permanent on-site roles remain after commissioning?
  • Which roles are direct employees versus contracted vendors?
  • What local hiring or apprenticeship targets exist, if any?
  • Which nearby workforce programs are actually connected to the project?
  • What other local construction activity may be competing for the same labor pool?

The jobs nobody is talking about are not imaginary. They are just easier to miss because they are scattered across trades, vendors, and timelines instead of sitting neatly inside one company payroll chart.

For Temple, the real test is whether the city learns to count those jobs honestly before using them to justify a deal.

Sources

Image credits: stock infrastructure photos and Temple photos are tracked in the local Pheorix image credit files. Temple photos are from the existing Commons-based Temple image bank.