Opposition to AI data centers is drawing people together for different and sometimes conflicting reasons. An 18-month study in Pennsylvania found residents motivated by electricity prices, property values, environmental concerns, public health, distrust of corporations and simple resistance to development.
Researchers from nonprofit Data & Society describe the coalition as post-partisan rather than bipartisan. The groups do not share one ideology or a single desired future, but they converge around suspicion of how large infrastructure projects are presented and approved.
Pennsylvania Carries a History of Industrial Change
The study is based on ethnographic fieldwork and interviews with 44 Pennsylvanians conducted between 2024 and 2026. Its authors were not measuring the empirical environmental or economic impact of data centers. They were examining how people experience the argument over construction.
Pennsylvania residents have lived through coal mining, early oil production, steel manufacturing and fracking. Data & Society program director Maia Woluchem said those histories leave communities able to recognize promises of industrial transformation and alert to the harm that may accompany them.
The political environment shifted during the research. Governor Josh Shapiro promoted $90 billion in data-center and AI infrastructure investment at a July 2025 summit. A year later, he imposed new requirements on projects and removed them from a regulatory fast-track process.
Trade unions remain an important source of support because construction can provide jobs and help rebuild membership. Researchers noted that permanent employment after a facility opens may be limited, but the construction phase still matters to organized labor.
Material Concerns Outweigh a Single Ideology
Public surveys cited by TechCrunch show more than 60 percent of Americans favor restrictions on new data centers, especially near their own communities. Data Center Watch estimated that local opposition disrupted projects worth $68 billion in the second quarter of 2026.
The Pennsylvania interviews found many practical concerns. Residents worry that heavy electricity demand will raise their power bills, that nearby facilities will reduce property values and that water use or energy emissions will damage the environment. Others oppose corporate tactics such as asking local officials to sign nondisclosure agreements.
Some participants reject AI itself or the companies building it. Others are traditional opponents of new development, while public-health advocates add another set of questions. This patchwork makes the movement difficult to answer with one concession or political message.
The report’s qualitative design means the 44 interviews should not be treated as a representative statewide poll. They explain motives and relationships in depth rather than measuring how frequently each concern appears.
Trust Has Become the Infrastructure Constraint
AI companies have struggled to reconcile demand for their services with resistance to the facilities that run them. Claims that opposition is driven by hidden Chinese influence do not explain the local experiences documented in the report.
Researchers instead point to industry promotion. The Data Center Coalition created advocacy sites including Pennsylvania Connects and spent at least $19,000 lobbying the state government last year, according to the source.
Residents described noticing representatives of Amazon, Meta, Microsoft or developers arriving at town meetings while previously accessible officials became less willing to discuss projects. That change in local relationships can turn a technical planning dispute into a question of democratic trust.
The new research provides a distinct development beyond earlier political conflict over data centers: a grounded account of why resistance crosses familiar party lines. Planned investment and construction jobs remain powerful incentives, but communities are evaluating them against earlier industrial experience and immediate household costs.
For developers, the difficult message is that no single benefit resolves the dispute. A project can promise employment and still trigger concern about bills, land, water, secrecy and control. Compute expansion now depends on local legitimacy as well as financing, power and chips.
