Most business owners in the Pittsburgh region have read a headline about data centers and filed it under interesting but not mine. That is a reasonable instinct. You are not building server farms. You are not selling to hyperscalers. The connection between a warehouse full of GPUs in Westmoreland County and your Tuesday morning problems is not obvious.
It will be. The scale of what is being planned across Southwestern Pennsylvania is large enough that it will reshape the inputs every local business depends on: labor, electricity, construction capacity, commercial real estate, and the price of getting anything built. Those effects arrive whether or not you ever touch the industry directly. The businesses that think about it now will have made decisions the businesses that wait will be forced into later, on worse terms.
The Numbers Behind the Buildout
At Pennsylvania's Energy and Innovation Summit, companies announced more than $90 billion in commitments to data centers, energy and power infrastructure, and AI workforce training across the state. That figure includes a $15 billion FirstEnergy investment in grid expansion and distribution touching 56 of Pennsylvania's 67 counties, a $1.6 billion Equinor commitment to expanded natural gas production tied to flexible power generation, and roughly $1 billion from Enbridge for pipeline capacity.
The regional footprint is equally concrete. At least a dozen data center sites are planned or proposed across Southwestern Pennsylvania, with something on the order of 130 facilities operating, proposed, or under development statewide. Regional analyses project that eight of the coming projects, along with the associated gas and nuclear generation, could support close to 200,000 direct, indirect, and induced jobs and roughly $20 billion in economic impact.
Not all of that will materialize. Announcements are not construction, and construction is not permanent employment. Some sites will stall on permitting, interconnection queues, or water. But the direction is not in question, and the near-term construction phase is already happening.
The Labor Squeeze Is the First-Order Effect
If you own a business in this region, the workforce impact is the one to plan around, and it is already visible.
Data center construction is enormously skilled-trades intensive. Nationally, the sector faces a projected shortfall of several hundred thousand construction workers, concentrated in exactly the roles that are scarcest: electricians, pipefitters, HVAC mechanics, plumbers, equipment operators, and experienced supervisors. In our region, that demand lands on a labor pool that has been contracting for a decade. Southwestern Pennsylvania has an aging workforce and a shrinking population base, and the skilled trades cohort in prime working years has thinned considerably since the early 2010s.
The response is underway. Boilermakers Local 154, which spent four straight years recruiting no apprentices at all as regional power plants closed, is now assembling apprentice classes of more than two hundred and still reporting unmet demand. Building trades unions and technology companies, historically not natural allies, are actively campaigning together for these projects because the work is real and it pays.
Here is the part that matters for a business with nothing to do with construction. When a regional market absorbs a large, well-funded, time-sensitive source of demand for skilled labor, wage floors move for everyone. Your maintenance technician, your fleet mechanic, your operations lead, your foreman: all of them are now closer to an alternative that pays more than it did last year. Contractors you rely on will be busier, slower to quote, and more expensive. Lead times on anything electrical or mechanical will stretch.
"Regional booms do not send you an invitation. They show up in your labor costs, your contractor lead times, and your utility bill, and by then the cheap moves are gone." — Dr. Connor Robertson
Three Decisions Worth Making in the Next Ninety Days
Re-benchmark compensation before you lose someone. Most owners discover their pay bands are stale when a good employee resigns. In a tightening market, that is an expensive way to get the information. Pull current regional benchmarks for your skilled and semi-skilled roles now, identify the two or three people whose departure would genuinely hurt, and decide deliberately what you are willing to pay to keep them. A targeted adjustment made in advance costs a fraction of a replacement search, a training ramp, and the productivity lost in between.
Pull forward capital projects that depend on trades. If you have a facility expansion, an electrical upgrade, a new build-out, or major equipment installation on a two-year horizon, the pricing and availability environment for that work is more likely to get worse than better. Getting quotes now and locking scope earlier is not aggressive. It is the same logic as buying inventory before a known price increase.
Model your energy exposure honestly. Large-load data centers reshape regional power demand, and the cost of the grid investment required to serve them gets allocated across ratepayers in ways that are still being determined by regulators. If electricity is a meaningful line item in your business, model what a materially higher rate does to your margin, and decide now whether efficiency investments, load shifting, or a fixed-rate supply contract are worth pursuing.
The Opportunity Side Is Real, but It Is Narrow
Every large infrastructure buildout produces a ring of secondary demand around it. Construction crews need housing, food, equipment rental, security, waste hauling, and site services. Operating facilities need maintenance, landscaping, janitorial, IT support, logistics, and staffing. Training programs need instructors and facilities. Local governments handling new tax revenue and land use questions need professional services.
The businesses that capture this work will not be the ones that notice the opportunity in year three. They will be the ones that started building relationships with general contractors, developers, and workforce intermediaries before ground broke, and who could demonstrate the operational maturity to handle the volume. That means documented processes, real capacity planning, insurance and compliance in order, and the ability to scale a crew without quality falling apart.
That last point is the filter. Large industrial and institutional buyers do not award work to businesses that cannot show consistency. If getting on those bid lists is part of your growth thesis, the work of becoming credible has to happen first, and it is operational work, not sales work.
What This Actually Asks of You
The honest answer for many businesses is that the right response is modest: benchmark your pay, tighten your retention on a handful of key people, get quotes on deferred capital work, and understand your energy exposure. That is a quarter of focused attention, not a strategic overhaul.
For a smaller set of businesses, this is a genuine growth window, and it demands more: a deliberate decision about which segment of the buildout you serve, an operational capability assessment against what those buyers require, and a business development effort aimed at people whose names you probably do not have yet.
Both responses require the same starting point, which is a clear-eyed look at where your business is actually exposed and where it is actually positioned. That is a very different exercise from reading the announcements and hoping something good happens nearby. Pittsburgh has spent thirty years building the research base, the energy assets, and the talent pipeline that made this region attractive to this kind of capital. The buildout is the payoff. Whether it is a payoff for your business depends on decisions you make before the cranes arrive.
If you want help thinking through where the regional buildout touches your cost structure and where it opens a lane, reach out to Elixir Consulting Group and we will work through it together.
About the Author
Dr. Connor Robertson is the founder of Elixir Consulting Group, a Pittsburgh-based business consulting firm helping owners build scalable operations, implement AI, and grow revenue. He is also the publisher of The Pittsburgh Wire and host of The Prospecting Show.
Book a Strategy Call