Data Centers Target Rural America in Maine and Beyond

Maine data – A shuttered mill in Maine is being rebuilt into a neocloud data center as lawmakers, economists, and communities debate jobs, tax deals, and grid strain.
A shuttered paper mill in rural Maine is being eyed as the next big engine of computing, and the fight around it is turning into a wider referendum on what data centers really mean for America’s smaller towns.
In Jay. Maine—about 67 miles northwest of Portland—the Androscoggin paper mill once employed roughly 1. 500 workers until a pulp digester explosion in 2020 forced the facility to close permanently.. Three years later. the 1.4 million-square-foot site was purchased through a joint venture involving JGT2 Redevelopment and several holding and capital companies. with Tony McDonald leading the redevelopment effort.
Over the next three years. McDonald’s team dismantled much of the mill’s machinery and shipped it to Pakistan. while also working to clean up the industrial site for resale.. That resale agreement was finalized earlier this year. and McDonald says the outcome has now turned Jay into a new flashpoint in the ongoing rush to build giant data centers across the country.
Maine is drawing developers partly because of conditions that can make operations cheaper and easier to scale.. The report points to the state’s relatively cool year-round temperatures. land-use rules described as more permissive. and a renewable energy mix that stands at 54 percent—ranked eighth highest in the nation.. The state is already home to several planned data center projects, and that growth has helped spark political action.
Last month, Maine Gov.. Janet Mills vetoed a bill that would have imposed an 18-month moratorium on permits and construction for proposed data centers drawing more than 20 megawatts of power.. Lawmakers had wanted a pause long enough to study potential impacts on local economies, the power grid, and the environment.
In her veto message, Mills emphasized a single overriding factor: jobs.. She argued that a proposed $550 million facility for the shuttered mill in Jay would create between 125 and 150 permanent. high-paying positions in a town where the largest employer had closed.. Her decision, the report notes, has helped keep momentum for the project even as concerns continue to mount.
That debate is playing out far beyond Maine.. From mill towns in the state to farm counties in Indiana and desert plots outside Abilene. Texas. data center developers are pressing local governments with a familiar offer: approve the project. provide what they need—often including tax incentives—and the jobs will follow.. More than 35 states have responded with incentives aimed at drawing the industry.
Yet the report also underscores a lack of strong research into whether these massive industrial projects deliver the long-term economic gains developers promise.. Experts cited in the coverage say rural communities often struggle to assess data center proposals in a detailed way. particularly when evaluating how power demand and environmental impacts might affect the region.
Pew Research Center data included in the report suggests the scale of the shift toward rural sites: 67 percent of planned data centers in the U.S.. are headed to rural areas, and 39 percent are destined for counties that currently have none.. As projects expand quickly. critics argue that rural communities may end up with an energy- and water-intensive facility that employs far fewer people over the long term than the job pitch implies.
In Jay, the path to a data center proposal began as a pivot away from an earlier plan.. McDonald originally said he intended to sell the mill to an oriented strand board company that he believed would employ about 150 people.. But when federal tariffs undermined the financial backing for that project. he shifted toward an idea he said he’d been hearing about from others.
McDonald described calls from people he characterized as exaggerating their connections—saying he was approached by those who claimed to represent one of the “seven big tech companies” and were shopping for a site. When he dug deeper, the report says, they didn’t have the backing they claimed.
After several discussions, McDonald began pursuing a partnership with Sentinel Data Centers, a New York-based company that specializes in data centers serving healthcare, financial, and hyperscale industries, according to its website. Sentinel did not respond to multiple requests for comment.
According to McDonald’s understanding. the Jay site would be a neocloud data center designed to deliver high-performance GPU computing for AI and machine learning workloads.. The report notes that—based on industry standards—such a facility would require more than 100kW of energy per rack and would need either direct-to-chip or immersion cooling. both of which can raise constraints around available space and water resources.
Even as McDonald has said he is not seeking tax breaks for the project, he indicated openness to potential tax benefits later, depending on how the town evaluates whether the deal is worth it. That matters because the rules around tax incentives are in flux.
Just before Mills vetoed the moratorium. Maine’s legislature passed a law excluding data centers from some of the state’s business tax breaks.. At the same time. the law leaves room for local municipalities to negotiate tax break agreements and other municipal incentives—an arrangement that. the report suggests. could complicate decisions for smaller communities like Jay that are hoping for a meaningful infusion to support schools. community infrastructure. and roads.
Maine state Rep.. Melanie Sachs. who sponsored the moratorium bill. said McDonald did not inform the Jay Select Board about the new plan to convert the mill into a data center until late February 2026. days before the bill was scheduled for a floor vote.. She also noted that her legislation was introduced to committee on January 30.
The Select Board reportedly heard McDonald’s presentation in March and voted 4-0 in support, according to The Maine Monitor. The moratorium bill then passed the state House and Senate on April 14 before being vetoed by Mills on April 24, with job creation cited as her rationale.
Sachs said her legislation was never meant to ban data centers outright.. Instead. she said the bill was about creating a “playbook”—because. without a framework. towns lack a mechanism to evaluate developer claims.. She argued that residents were told data centers were not coming to Maine anytime soon. yet the projects arrived anyway without protections that would allow municipalities to assess what’s being promised.
In addition to political disputes. the report highlights a broader economics question: what kind of employment effects do data centers actually deliver once construction ends.. Michael Hicks. an economist and professor at Ball State University and the director of the Center for Business and Economic Research. analyzed data center openings across 254 Texas counties and measured actual long-term employment impacts.
Hicks’ study, described in the coverage, found net job creation that was effectively zero. The report says any long-term positions appearing in one part of the local economy were offset by losses elsewhere within the same sector.
The coverage also describes how the visible activity around a data center can mislead people about permanent staffing.. Construction work can draw workers and fill local hospitality demand. but the report says those workers may be present for short periods.. In Hicks’ view, the key issue is whether lasting jobs follow.
Texas is portrayed as a useful test case because it combines isolated grid conditions. large and fast-growing metros. and rural. remote towns—creating a mix that can resemble other parts of the country.. The report frames Hicks’ findings as broadly applicable to the broader debate about rural development.
Even when communities want to negotiate better terms. the report says they are often outmatched by the scale and sophistication of large builders.. Anthony Elmo. public education funding defender at Good Jobs First. argued that rural towns frequently lack resources to negotiate effectively. including expertise in what to ask for and leverage during bargaining.
On the national level. the report points to another argument critics make about cost and accountability: that subsidies for data centers can be extremely high per permanent job.. It also cites an example from New York included in the coverage. where companies received large tax breaks tied to a project that created only a single permanent position.
The report also offers a look at employment variability across facilities.. It describes Microsoft’s Quincy. Washington. site as having employed as many as 500 workers during construction but eventually operating with about 50 full-time employees.. The type of facility being built. the coverage says. influences the long-term staffing range. and neocloud data centers can require 30 to 50 full-time staff depending on size.
Not all of those roles are framed as high-tech.. Elmo said a chunk of staffing typically covers maintenance and technicians responsible for backup generation. while the higher-skill jobs may represent a smaller portion.. He also noted that companies may count remote workers in other states as employees tied to the state where the data center sits.
Supporters often emphasize job creation and upskilling—training residents for better-paying roles.. But the report argues the evidence for widespread retraining benefits is limited.. In Jay. it says just under 30 percent of residents have a bachelor’s degree or higher. while 90 percent have a high school diploma. based on recent census data.
Hicks links the success of earlier industrial hiring booms to the availability of educated workers.. The report draws a comparison to earlier waves of industrialization. including the Midwest’s factory labor recruitment in the 1800s. the post-World War II return of people with new skills. and the post-Civil Rights era expansion of education in the South.. His point is that today’s demographics and education funding levels don’t offer the same “human capital wave” that would support a similar jobs surge tied to data centers and AI.
The coverage also discusses a related tension: training may still help certain workers. but it may not deliver the kind of permanent employment promise that local leaders are being asked to trust.. It cites Elmo’s view that in already developed data center markets. electricians and HVAC maintenance workers can move project to project as contractors.. For states with less established infrastructure. like Maine. the report says that work can be more temporary—framed as a finite construction window rather than a durable pipeline.
Hicks argues that if there is one benefit rural communities can count on, it’s tax revenue.. Using the Jay project as an example. the report describes how a $550 million facility in a town of 4. 620 people could have an assessed value surpassing the combined worth of every home and business in the municipality.. It says the former mill had a tax abatement but still produced about $1.8 million in tax revenue in its last year of operation. according to the Livermore Falls Advertiser. and that revenue could fund long-term community needs.
At the same time. the report stresses that it remains unclear exactly how much tax revenue the data center could generate because key details are still unknown.. The coverage points to open questions around Sentinel’s clients. the facility’s final design. the incentives Jay’s Select Board might offer. and even how many jobs the project ultimately brings.
McDonald’s own job estimates have shifted over time, the report says, ranging from 100 to 150 as the plan progressed. He added that the numbers he gave to the Select Board and the state legislature were based on what Sentinel told him, while warning that he is “not a data center guy.”
Critics in the report frame the situation as a deeper mismatch between the structure of the industry and the community expectations being marketed.. Elmo is quoted in the coverage as describing data centers as an investment designed to reduce human labor. while the AI they support is also intended to automate tasks.. The concern. the report argues. is that towns are being asked to exchange tax revenue and grid capacity for jobs in an industry whose core direction is labor replacement.
In this view. the risk is that rural communities are being offered a version of development politics that doesn’t fit today’s technology.. Hicks says rural America is being sold a familiar story repeated over decades. while ignoring the educational and demographic conditions that made prior industrial booms possible.
Even so. the debate in Maine continues to revolve around what the town will choose to do with the project’s tax base and whether local incentives will lock in a tradeoff between long-term community funding and short-term economic promises.. The Jay mill’s transformation—driven by an AI-focused neocloud plan and shaped by statewide vetoes and proposed safeguards—has become a living test of how the country manages the next era of data-driven infrastructure.
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