IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/35100.html

Measuring the Impact of Data Centers in the United States Economy: Monetary Damage from Air Pollution and Greenhouse Gas Emissions

Author

Listed:
  • Nicholas Z. Muller

Abstract

This paper quantifies the environmental externalities associated with electricity consumption by data centers in the United States, focusing on damages from local air pollution and greenhouse gas (GHG) emissions. Using facility-level data for approximately 2,800 operational data centers in 2025, combined with electricity grid characteristics and emissions data, the analysis estimates pollution impacts through the AP4 integrated assessment model and applies the social cost of carbon for GHG valuation. Results indicate that data centers consume roughly 250 TWh of electricity—about 5–6% of U.S. generation—and generate approximately $25 billion in gross external damages (GED), with a range of $10–$33 billion. These damages are highly geographically concentrated, with Texas and Virginia accounting for 30% of the national total. While GED comprises about 5% of industry GDP, this ratio varies widely across states, exceeding GDP in some regions. Planned data center expansion could increase electricity demand and associated damages by up to 85% in the near term. Despite these environmental costs, preliminary comparisons suggest that the damages attributable to AI-related energy use are small relative to potential productivity gains.

Suggested Citation

  • Nicholas Z. Muller, 2026. "Measuring the Impact of Data Centers in the United States Economy: Monetary Damage from Air Pollution and Greenhouse Gas Emissions," NBER Working Papers 35100, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:35100
    Note: EEE
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w35100.pdf
    Download Restriction: Access to the full text is generally limited to series subscribers, however if the top level domain of the client browser is in a developing country or transition economy free access is provided. More information about subscriptions and free access is available at http://www.nber.org/wwphelp.html. Free access is also available to older working papers.
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    More about this item

    JEL classification:

    • Q41 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Demand and Supply; Prices
    • Q51 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Valuation of Environmental Effects
    • Q53 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Air Pollution; Water Pollution; Noise; Hazardous Waste; Solid Waste; Recycling
    • Q54 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Climate; Natural Disasters and their Management; Global Warming

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nbr:nberwo:35100. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    We have no bibliographic references for this item. You can help adding them by using this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/nberrus.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.