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AI’s climate impact is much smaller than many feared

AI isn’t the climate menace it’s made out to be—and might even help drive greener innovation.

Date:
December 6, 2025
Source:
University of Waterloo
Summary:
New findings challenge the widespread belief that AI is an environmental villain. By analyzing U.S. economic data and AI usage across industries, researchers discovered that AI’s energy consumption—while significant locally—barely registers at national or global scales. Even more surprising, AI could help accelerate green technologies rather than hinder them.
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New research challenges the widespread belief that artificial intelligence is driving a major spike in global greenhouse gas emissions. The study suggests that AI's overall influence on worldwide pollution is small and could even support environmental and economic progress.

Scientists from the University of Waterloo and the Georgia Institute of Technology analyzed U.S. economic data alongside estimates of how frequently AI tools are used across different industries. Their goal was to understand what might happen to the environment if AI adoption increases along its current path.

According to the U.S. Energy Information Administration, 83 percent of the nation's economic activity relies on petroleum, coal and natural gas. These fuels release greenhouse gases when burned. The researchers noted that total energy use from AI in the United States matched the electricity consumption of Iceland, yet this amount remained insignificant when viewed at national or global levels.

Local Energy Pressures Can Still Be Significant

"It is important to note that the increase in energy use is not going to be uniform. It's going to be felt more in the places where electricity is produced to power the data centers," said Dr. Juan Moreno-Cruz, a professor in the Faculty of Environment at Waterloo and Canada Research Chair in Energy Transitions. "If you look at that energy from the local perspective, that's a big deal because some places could see double the amount of electricity output and emissions. But at a larger scale, AI's use of energy won't be noticeable."

The study did not explore economic outcomes within the specific communities that host data centers, but the researchers identified several positive takeaways.

AI Could Support Cleaner Technologies

"For people who believe that the use of AI will be a major problem for the climate and think we should avoid it, we're offering a different perspective," Moreno-Cruz said. "The effects on climate are not that significant, and we can use AI to develop green technologies or to improve existing ones."

To develop their findings, environmental economists Moreno-Cruz and Dr. Anthony Harding reviewed a variety of economic sectors, the types of jobs within those sectors, and the share of tasks that could potentially be performed by AI.

Moreno-Cruz and Harding intend to apply the same approach to additional countries in order to understand how AI adoption may influence environmental outcomes across different regions of the world.


Story Source:

Materials provided by University of Waterloo. Note: Content may be edited for style and length.


Journal Reference:

  1. Anthony R Harding, Juan Moreno-Cruz. Watts and bots: the energy implications of AI adoption. Environmental Research Letters, 2025; 20 (11): 114084 DOI: 10.1088/1748-9326/ae0e3b

Cite This Page:

University of Waterloo. "AI’s climate impact is much smaller than many feared." ScienceDaily. ScienceDaily, 6 December 2025. <www.sciencedaily.com/releases/2025/12/251205054736.htm>.
University of Waterloo. (2025, December 6). AI’s climate impact is much smaller than many feared. ScienceDaily. Retrieved December 6, 2025 from www.sciencedaily.com/releases/2025/12/251205054736.htm
University of Waterloo. "AI’s climate impact is much smaller than many feared." ScienceDaily. www.sciencedaily.com/releases/2025/12/251205054736.htm (accessed December 6, 2025).

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