The Rural Think Tank

…It's Different Out Here.

Who Wins, Who Loses? The Divides That AI Infrastructure Exposes

by Tracy Kiger

The data center did not create the divides in rural America. It revealed them. And in some cases, it is widening them.

This is the second in a five-part series on AI infrastructure and rural America. The first post looked at the scale of data center development and the bipartisan wave of local opposition. This post goes deeper into the fault lines that data center debates expose.

The question is not whether data centers are good or bad. The question is who benefits, who bears the cost, and whether the people making those decisions have the information they need.

The generational divide

Younger adults in rural communities tend to view data centers as economic opportunity. Many have watched their towns shrink for decades. A data center means construction jobs, new families moving in, maybe even a reason for young people to stay.

Older adults tend to see something different. They have lived through factories that closed, mines that shut down, railroads that pulled out. They have heard promises before. Their skepticism is not ignorance. It is experience.

A 2026 Pew Research Center survey found that attitudes toward data centers split along generational lines. Younger adults are more likely to see positive effects on local jobs and tax revenue. Older adults are more likely to see negative effects on the environment, home energy costs, and quality of life nearby. Both groups are reading the same landscape correctly, just from different vantage points (Pew Research Center, How Americans View Data Centers’ Impact, March 2026).

The educational divide

Data center jobs require specialized skills: electrical engineering, HVAC systems, network administration, cybersecurity. These are not jobs that most rural workers can walk into without retraining.

A University of Phoenix white paper on the rural digital divide found that communities most likely to attract data centers are often least equipped to train their own people for the jobs those facilities create. The paper documents a compounding gap: rural communities lack both broadband access and the skills training infrastructure needed for an AI-augmented economy (University of Phoenix, The Rural Digital Divide and Organizational Wellness, Stella Smith PhD, 2026).

The Center on Rural Innovation documented this pattern across multiple rural tech developments: without intentional local investment in training, permanent technical jobs go to in-migrants, not existing residents. The communities that benefit most are those that negotiate training commitments before breaking ground (Center on Rural Innovation, Bridging the Divide, 2025).

The 2026 ETS Human Progress Report found that adaptability has become the new foundation of job security in the AI age, but access to skills development and validation remains uneven. Workers who cannot access retraining pathways are increasingly left behind (ETS, Three Years of Human Progress, 2026).

The economic divide

The economic picture is genuinely mixed. Data centers do increase local property tax revenue, generate construction spending, and create some permanent jobs. The Consumer Energy Alliance estimated that a typical large data center generates significant economic activity during construction and sustained annual benefits during operation (Consumer Energy Alliance, Economic Impact of Data Centers, 2025).

But the risks are real. If tax abatements are too generous, communities end up subsidizing their own development. Housing costs rise as construction workers, support staff, and managers arrive. Fixed-income retirees may see property taxes climb with land values without accessing any of the new jobs.

The University of Michigan’s Ford School calculated that some communities are offering $167 million in tax breaks for 200 data center jobs. That works out to $838,000 per job (University of Michigan STPP, Growth of Data Centers Requires New Policies, July 2025).

The Kentucky Public Service Commission has been studying the economic dynamics of data center development in its jurisdiction. Louisville Gas and Electric and Kentucky Utilities received approval to build new gas-fired power plants to meet potential data center demand, with the commission noting that ratepayer protections would be necessary if demand does not materialize as projected (Kentucky Lantern, PSC Gives Permission to Build Gas-Fired Power for Data Centers, October 2025).

The pattern looks familiar to anyone who has studied resource-extraction towns. Wealth flows through but does not necessarily stay. The question is whether a given community has the leverage and the will to negotiate terms that keep more of the value local.

The demographic divide

Rural America is more racially and ethnically diverse than national media acknowledges. Many rural data center communities have significant Latino, Black, or Indigenous workforces. Language barriers, immigration status, and educational access shape who benefits from the new economy and who gets left behind.

The UAB Institute for Human Rights Blog documented how rural communities of color already face higher barriers to broadband and digital literacy, making them least likely to benefit from the digital economy that data centers serve (UAB Human Rights Blog, Construction and Consequences, October 2025).

The National Wildlife Federation’s Environmental Justice program has called the AI data center boom an “environmental justice crisis,” pointing to the long pattern of undesirable infrastructure being sited in communities with the least political power to resist (National Wildlife Federation, The AI Data Center Boom Is an Environmental Justice Crisis, May 2026).

What this means for rural churches

Every one of these divides shows up in the pews. The church that wants to be faithful in this moment needs to understand what is actually happening, not just what the Facebook posts say.

That means learning the difference between a legitimate concern and an inflated fear. It means being honest about who benefits and who does not. It means sitting with people who are scared without telling them their fear is irrational. And it means being willing to say “I do not know” when the honest answer is uncertainty.

The next post in this series looks at what happens when the data center is not just proposed but actually built. When the construction crews arrive and the community starts to change. What does faithful ministry look like in that season?

Sources

All links verified June 2026.

Series: AI Infrastructure and Rural America

A five-part series on what data centers and AI infrastructure mean for rural communities.

Leading Your Church Through Technological Change

MinistryPlace offers resources for churches navigating AI, data infrastructure, and technological change in rural communities.

Browse Resources at MinistryPlace

Frequently Asked Questions

What does this mean for my rural church?

Rural churches are directly affected by advances in AI and data infrastructure. Understanding these changes helps you serve your community with wisdom rather than fear.

How should we think about AI theologically?

AI is a tool that reflects the values of those who build it. The church brings biblical wisdom to questions of technology and human dignity.

What can small churches do?

Start conversations about technology in your congregation and be a voice of discernment, not panic.

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