Data Centers in Northern Virginia

In deciding the future stage of AI development, data centers hold the current center of attention. Not only are policymakers rightly concerned on where to build data centers and how to sustain their operation, but also if their placement and impact will be felt evenly across the economy and environment. Unsurprisingly, Northern Virginia has become a primary site for such contestation. However, such impacts are disproportionately affecting different NOVA regions. In this article, we attempted to discuss such policy trends arising from data centers in Virginia.

Northern Virginia is taking a hit from the data center boom, in part due to its current hosting of more than 650 data centers and massive development in Artificial Intelligence. Stafford County, for example, had received three times the number of anticipated applications for data centers. Stafford county which had no data centers in 2025 now hosts three on construction and 17 more in the pipeline. Loudon county is hosting more than 250 data centers currently. Hosting data centers has become an exciting source of state revenue with attractive tax incentives.

The economic spillover from hosting datacenters is apparently benefitting the countries through new infrastructures including recreation centers, parks, schools etc. The JLARC study found that the data center industry is estimated to contribute 74,000 construction jobs adding $9.1 billion to Virginia’s economy. Loudon country managed to generate $1.3 billion for the 2026 fiscal year. Prince William county, which currently hosts 44 data center buildings currently accrued $293.7 million in 2024 fiscal year. However, not every county has been successful in managing this fiscal burden.

In terms of jobs, not every county has been able to keep pace either. Loudoun, long a hub for data-center development, has experienced an AI boom compared to older suburbs adjacent to D.C. According to a Wall Street Journal report, construction jobs increased 63% in Loudon compared to Fairfax (6.3%), Arlington (8.2%), and Prince George (8.3%). In overall jobs, employment increased 17.4% in Loudoun compared to other counties such as Fairfax (-1%), Prince George (-1%), Arlington (-7.3%).

Other industries such as leisure, hospitality, operations, restaurants have observed a spike in jobs but dividends across counties are not the same. What emerges from this picture is that not all counties have been able to gain the same benefits from the AI boom. This can be an interesting point of inquiry into why some counties are able to reap benefits from such technological leaps but not others.

The data boom also comes with a data drain driven by extensive resource usage by data center infrastructure. A larger data center typically requires 5 million gallons of water every day, in addition to the enormous electricity needed for powering and cooling servers. Virginia’s annual increase in power is also projected between 6% to 7%, a number that was 1% five years ago. According to a research conducted by Virginia Commonwealth University, carbon monoxide emission increased by 196% in correlation with the increase in data centers across Northern Virginia. The researchers contend that emissions from data centers have surpassed emission numbers from cars, trucks, and other motor vehicles.

Reaping technological benefits comes with an energy and environmental cost which makes regulation of data centers appropriately a pressing concern. As data centers are multiplying in Virginia, the governor Abigail Spanberger is under pressure to make data centers pay their fair share. Her pushback against a blanket statewide moratorium acknowledges local choices and benefits but at the same time directs attention to keeping environmental costs in check. Endorsing policies that benefit the larger society requires extensive research on data centers and their subsequent impact on the labor market, the economy and environmental costs.   Muhammad Towkir Hossain and Laerti Çako