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Watts and Bots: The Energy Implications of AI Adoption

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  • Anthony Harding
  • Juan Moreno-Cruz

Abstract

With the rapid expansion of Artificial Intelligence, there are expectations for a proportional expansion of economic activity due to increased productivity, and with it energy consumption and its associated environmental consequences like carbon dioxide emissions. Here, we combine data on economic activity, with early estimates of likely adoption of AI across occupations and industries, to estimate the increase in energy use and carbon dioxide emissions at the industry level and in aggregate for the US economy. At the industry level, energy use can increase between 0 and 12 PJ per year, while emissions increase between 47 tCO$_2$ and 272 ktCO$_2$. Aggregating across industries in the US economy, this totals an increase in energy consumption of 28 PJ per year, or around 0.03% of energy use per year in the US. We find this translates to an increase in carbon dioxide emissions of 896 ktCO$_2$ per year, or around 0.02% of the CO$_2$ emissions per year in the US.

Suggested Citation

  • Anthony Harding & Juan Moreno-Cruz, 2024. "Watts and Bots: The Energy Implications of AI Adoption," Papers 2409.06626, arXiv.org.
  • Handle: RePEc:arx:papers:2409.06626
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    1. Marcel P. Timmer & Erik Dietzenbacher & Bart Los & Robert Stehrer & Gaaitzen J. Vries, 2015. "An Illustrated User Guide to the World Input–Output Database: the Case of Global Automotive Production," Review of International Economics, Wiley Blackwell, vol. 23(3), pages 575-605, August.
    2. Mark Howells & Sebastian Hermann & Manuel Welsch & Morgan Bazilian & Rebecka Segerström & Thomas Alfstad & Dolf Gielen & Holger Rogner & Guenther Fischer & Harrij van Velthuizen & David Wiberg & Charl, 2013. "Integrated analysis of climate change, land-use, energy and water strategies," Nature Climate Change, Nature, vol. 3(7), pages 621-626, July.
    3. Kathryn Bonney & Cory Breaux & Catherine Buffington & Emin Dinlersoz & Lucia Foster & Nathan Goldschlag & John Haltiwanger & Zachary Kroff & Keith Savage, 2024. "Tracking Firm Use of AI in Real Time: A Snapshot from the Business Trends and Outlook Survey," Working Papers 24-16, Center for Economic Studies, U.S. Census Bureau.
    4. Amy Luers & Jonathan Koomey & Eric Masanet & Owen Gaffney & Felix Creutzig & Juan Lavista Ferres & Eric Horvitz, 2024. "Will AI accelerate or delay the race to net-zero emissions?," Nature, Nature, vol. 628(8009), pages 718-720, April.
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    More about this item

    JEL classification:

    • O44 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Environment and Growth
    • Q43 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Energy and the Macroeconomy
    • Q54 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Climate; Natural Disasters and their Management; Global Warming
    • Q55 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environmental Economics: Technological Innovation

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