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Kevin O'Leary says his huge data center will create 10,000 construction jobs. We looked at the numbers.

Kevin O'Leary
"Shark Tank" investor Kevin O'Leary is planning a data center project in Utah. Michael Buckner/Penske Media via Getty Images
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Kevin O'Leary has said his Utah data center development will create 10,000 construction jobs and 2,000 permanent roles.

There's one problem: It probably won't.

The "Shark Tank" investor may have overstated the data center's hiring potential during the construction phase, Business Insider learned in a conversation with O'Leary Ventures CEO Paul Palandjian.

The accurate estimate is closer to 4,000 new construction jobs over 10 to 15 years — and that isn't a guarantee.

"Look, these numbers are fluid, and they change by the day," Palandjian said, adding that the updated estimate is reflective of "our current thinking on the project."

Dubbed Wonder Valley, O'Leary's combined data center and power plant has the potential to reach 9 gigawatts of capacity. That would make Wonder Valley one of the world's biggest data centers if fully built out.

Data centers generally do not create large numbers of permanent, full-time jobs in local economies. Their impact on local economies is harder to measure, in part because the nascent industry is still being studied. They do come with an enormous demand for temporary skilled labor during the construction phase.

Once a data center of this scale is fully built and operational, the on-site workforce shrinks by an average of 78%, researchers at the University of Southern California Marshall School of Business found.

Using the USC researchers' formula, a more likely estimate for permanent jobs at Wonder Valley is 1,350.

"It's all supply and demand-based, so we've analyzed it for its scaled potential," Palandjian said of his job estimate.

An FAQ sheet for the project, found on Utah Gov. Spencer Cox's website, said that the developer for Wonder Valley has "committed to a projected 2,000 permanent jobs in skilled trade, logistics, IT, and administrative positions to county residents."

Whether Wonder Valley reaches that scaled potential is an open question.

The data center doesn't have a tenant yet, though Palandjian said O'Leary Ventures is in "very early talks" with multiple large tech companies.

Wonder Valley's proposed site occupies a portion of a broader 40,000-acre zone backed by Utah's Military Installation Development Authority, a state agency tasked with raising tax revenues through economic growth.

A final development agreement is still being negotiated and is expected to be signed "in the next month or so," a MIDA spokesperson wrote in an email to Business Insider.

A draft version of the agreement posted on MIDA's website, dated April 24, shows that the data center will receive multiple tax breaks, including a 100% personal property tax rebate and an 80% real property tax rebate, for up to 30 years.

The agreement does not specify a required minimum number of jobs. Utah offers tax breaks to data centers without a job-creation requirement.

The Box Elder County community has expressed fierce opposition to the data center, citing concerns about water use, air quality, and lack of transparency from local officials. Residents of the county filed two referendums on Monday to overturn local officials' approval of the site.

O'Leary has dismissed the protesters, suggesting they were bused in from out of town, and has argued that their claims are based on misconceptions about data centers.

"Think about the number of jobs," O'Leary said in a post on X on Friday.

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Ellen Thomas Business Insider
Ellen Thomas
Ellen Thomas was an investigative reporter on Business Insider's technology desk. Her recent work focused on the data center construction boom, energy, and the economy."The True Cost of Data Centers" series won the 2025 George Polk Award for Environmental Reporting and a Best in Business honorable mention from the Society for Advancing Business Editing and Writing (SABEW). Her investigation on Amazon data centers in Virginia was honored in 2024 by the National Association of Real Estate Editors. Occasionally, public records searches lead her to work off-beat. Recent coverage includes Floyd Mayweather's financial troubles and ICE's $1 billion in warehouse purchases under former DHS Secretary Kristi Noem. Before joining Business Insider, Ellen spent five years covering retail and the beauty industry for WWD. Selected stories:Data centersAmazon built a data center empire in Northern Virginia. It's using as much energy as a major city.Data centers have become an economic powerhouse. Now they're throwing their weight around in Virginia politics. SCOOP: An on-site natural gas plant will power Stargate's first data center in TexasIn the biggest market for data centers, Big Tech flashes cash and influenceOracle got big tax breaks in Texas. Now its going back for more.ICEHere's where ICE is spending big to turn warehouses into detention centersFloyd MayweatherIRS seeks $7.3 million from Floyd MayweatherFloyd Mayweather accused in lawsuits of owing millions for luxury watches, gold, and rent on palatial apartmentMoney to blow: Inside Floyd Mayweather's lavish, debt-filled post-boxing lifeFloyd Mayweather's fitness business is on the ropes. Gym owners are punching back.Floyd Mayweather Jr. bragged about a $400 million property deal. There's just one problem. SalesforceSCOOP: Slack CEO Stewart Butterfield to exit in JanuaryLeaked document lays out Salesforce plan to hit 30% marginsBenioff v. Benioff: Inside 18 Difficult Months at SalesforceRetailUnilever bought Dollar Shave Club for $1 billion. Now, insiders — and even its own CEO — are calling the acquisition a failure. Lady Gaga's Haus Beauty launch on Amazon bombed and triggered a 'mass exodus' of talent. Now its pinning its hopes on a rebrand and Sephora debut. How a German princess and political journalist and with a powerful royal social network became the CEO of the Kardashian beauty brands