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Trump says towns that refuse data centers are making a mistake. The headline jobs figure for OpenAI's Ohio campus is 35,000 construction roles and about 2,500 permanent ones.
The Product Desk · Product desk

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Approval for a data center does not come from Washington. It comes from zoning boards and county commissions, and now from governors, which is why a president calling local refusals a mistake [2] is an exercise in pressure rather than authority. The federal lever that does exist points at emissions rather than siting: in July the Environmental Protection Agency exempted data center power plants from the Acid Rain Program's air quality requirements, saying the change gives companies greater flexibility in where and how quickly they build [10]. That makes building your own generation cheaper and quicker, and self-generation is a large part of what local objectors were already objecting to. Trump praised exactly that, telling Cohen the companies are making their own power plants [14]. Meta has raised the number of plants planned for its 10-gigawatt Hyperion campus in Louisiana from three to 10 [13].
The employment case deserves the same arithmetic any council would eventually do. OpenAI's Ohio campus is projected to produce 35,000 construction jobs spread across six years [4] and to employ about 2,500 people once the cluster is running [5]. That is fourteen temporary roles for every permanent one [15]. The same campus draws on a dedicated power plant costed at $33 billion [11], plus another $4 billion in transmission and related infrastructure [12], which is $37 billion of power spend [16] against 2,500 standing jobs, or roughly $14.8 million per job [17]. The tax revenue half of the pitch [2] is a different argument and may well survive scrutiny. The jobs half describes a construction cycle with a small operations tail.
The more useful signal is who is pushing back. Texas Governor Greg Abbott said operators had basically dug their own grave and got the backlash they deserved, hours before the interview aired [7], having already ordered a pause on new projects in the state over grid reliability [6]. That is not a fringe objection a developer can wait out.
Two regulatory shapes are now in the field. New York went first with an outright construction moratorium in July [8]. Pennsylvania instead loaded new environmental requirements onto AI projects [9]. For a developer the second is the harder one: a moratorium is a dated obstacle that a lobbying campaign or an election can lift, while conditions attach to every application and quietly become the new baseline for schedule and cost. Federal encouragement does not remove either. It mostly tells a county board that if it says no, someone else will say yes [2], which is a bargaining position, not a permit.
Ranked by verification strength, evidence, and original report placement.
President Donald Trump expressed support for data center projects in a radio interview that aired on Sunday, hosted by former Trump attorney Michael Cohen and taped the previous Wednesday.
Trump said: "Frankly, communities that don't take a data center, they're making a mistake because there's plenty of communities that want them. Because it means jobs, and it means tremendous tax revenue coming into the towns and cities that take them."
AI infrastructure projects are coming under increasing scrutiny over their impact on the environment, electricity prices and grid stability, and several local and state governments have paused data center construction in response.
OpenAI's upcoming Ohio campus is expected to create 35,000 construction jobs over six years.
Once the Ohio data center cluster is up and running, it will employ about 2,500 long-term staffers.
A few weeks before the interview aired, Texas Governor Greg Abbott ordered a pause on new data center projects in the state, citing concerns that the facilities could reduce the reliability of Texas's electrical grid.
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Evidence-backed comparisons of source perspectives and observed adoption signals. Read the methodology
Which Builder, Operator, and Investor concerns the observed source mix emphasized—not a truth score.
Evidence, demonstrated adoption, hype gap, incentives, and confidence are assessed independently, each on its own current evidence. How these are measured.
Direct quotes and specific figures, but a single outlet and no primary documents
Everything rests on one trade publication that quotes Trump and Abbott directly and cites concrete numbers (35,000 construction jobs, ~2,500 permanent, $33B plant, $4B transmission, 10 GW). No transcript, executive order, permit filing, moratorium text or company statement is linked, and no second outlet corroborates, so the underlying policy mechanics and the provenance of the jobs and capex estimates cannot be checked from the supplied material.
Concrete actions on both sides: three states restricting, federal relief granted, multi-billion buildouts proceeding
This is not an announcement-only story. Texas paused new projects, New York implemented a moratorium, Pennsylvania added environmental requirements, and the EPA granted an Acid Rain Program exemption — while OpenAI's Ohio campus and Meta's expanded Hyperion power plan represent committed, quantified buildout. What is missing is measured outcome data (actual jobs filled, electricity prices, projects cancelled), so adoption is scored on executed policy and capital actions rather than results.
Jobs-and-tax-revenue pitch overstated relative to the permanent employment it buys
The political claim that refusing a data center is a mistake because it means jobs is carried mostly by temporary construction work: about 14 construction jobs for every permanent one at OpenAI's Ohio campus, and roughly $14.8 million of announced power spending per permanent job. No tax-revenue figures are supplied to substantiate the second half of the pitch, while the grid and environmental objections cited by Texas, New York and Pennsylvania are concrete enough to have produced actual restrictions. The gap is in the framing of local benefit, not in the reality of the buildout itself, which is heavily capitalized.
Heavily interested actors on every side, plus a disclosed publisher revenue model
The White House is advocating for an industrial buildout it has tied itself to politically; Abbott is responding to voter backlash over grid reliability and prices in his own state; OpenAI and Meta have tens of billions committed and benefit directly from permissive siting and the EPA exemption. The jobs and capex figures originate with project promoters. The reporting outlet also discloses in-page sponsorship solicitation and AWS marketplace referral links, an incentive worth noting when it covers vendor infrastructure buildouts.
Facts and arithmetic are solid; interpretation limited by single-source coverage
The quotes, figures and policy actions are reported plainly and the derived ratios follow arithmetically, so the core contrast between headline construction jobs and permanent employment is dependable. Confidence is capped by the absence of corroborating outlets, primary documents, tax-revenue data and any company or White House response, all of which would be needed to judge the net local economic effect.
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1 article · August 24, 2026