Energy Transition

Computational Demand Growth | Jiving With Jevons

byCarson Kearl, Enverus Intelligence® Research (EIR) Contributor

The surge in electricity usage fueled by the need for data centers might not be as substantial as originally thought. When examining the log-log relationship between annual information consumption (measured in exabytes) and data-center power efficiency (expressed in exabytes per terawatt-hour), we observe that projecting efficiency gains into our model shows virtually no deviation from the historical trend (with an R-squared value of 0.99) from 2000-23 (Figure 1).

Despite our significant efforts to model these future efficiency gains, the results align with the principle of Jevons Paradox. This paradox suggests that improvements in computing efficiency lead to proportional increases in demand for computing resources, ultimately balancing out the gains. The increase in computation from 2010-19 was almost entirely facilitated by efficiency gains, with power consumption by U.S. data centers only growing from 74 TWh to 80 TWh. Please contact intelligence@enverus.com if you have any issues accessing links or if you would like to learn more about Enverus products and services.

Highlights From Energy Transition Research

Data Center Demand | Quantifying Exponential Levers Enverus Intelligence Research’s updated view on data center load and the technology enabling exponential computing growth. Our analysis breaks down often ignored components of computational energy use and quantitively describes a future where exponential growth in computing doesn’t require the same trend in energy consumption.

Power and ET M&A Review – Load Growth Sparks Demand for Power Deals This energy transition quarterly M&A review utilizes our Energy Transition M&A platform, which has captured more than 7,000 deals across 100 countries spanning power (generation, distribution, storage and integrated assets) plus alternative fuels, CCUS, equipment manufacturing, electric vehicles and mining of energy transition metals.

Power Plant CCUS a Pipe Dream | EPA Thermal Generation Ruling – This report analyzes the potential impact of the EPA’s greenhouse gas standards and guidelines for fossil-fueled power plants in the U.S. The new regulations will impact new natural gas plants, operating coal plants and the generation mix for specific markets and states.

Picture of Carson Kearl, Enverus Intelligence® Research (EIR) Contributor

Carson Kearl, Enverus Intelligence® Research (EIR) Contributor

As an analyst on the Enverus Intelligence® Research (EIR) team, Carson is the lead on data centers and advanced energy technologies. He was previously an analyst on the macro team and has additional experience advising large industrial consumers on their energy consumption. His education in economics at the University of Alberta focused on industrial organization and power markets.

Subscribe to the Enverus Blog

A weekly update on the latest “no-fluff” insight and analysis of the energy industry.

Related Content

Enverus Intelligence® Research Press Release - Wood you believe it? BECCS is taking off and creating overlooked, lucrative opportunities
Energy Transition
ByNoor Qureshi

Explore the EPA's historic Renewable Fuel Standard mandates and their effect on biofuel supply and market dynamics.

Enverus Press Release - Redesigning ancillary markets: Reliability in a renewable future
Generative AI
ByManuj Nikhanj

The question isn’t what gets automated. It’s what becomes possible when you ask more of people, not less.  Too much of the AI conversation is trapped in the wrong frame: what jobs disappear, what tasks get automated, how much cost...

Enverus Press Release - Lessons learned from Eaton and the risk of wildfires spread by transmission lines
Power and Renewables
ByEnverus

Our SPP system‑wide load forecasting continues to deliver exceptional accuracy and consistency, reflecting the overall high performance of our forecasting portfolio. Enverus provides 15‑day‑ahead hourly forecasts for both SPP system demand and the individual balancing authorities across SPP, supporting reliable planning and...

Enverus Intelligence® Research Press Release - Wood you believe it? BECCS is taking off and creating overlooked, lucrative opportunities
Energy Market Wrap
ByEnverus

This week’s energy headlines spotlight rising Delaware Basin growth, bold balance sheet moves, record federal leasing demand, new high-volume midstream contracting, and sustained shipper interest in a major Rockies corridor.

Enverus Intelligence® Research Press Release - Winning in the West: Renewed opportunities are resurfacing in the DJ and PRB’s Niobrara
Energy Transition
ByBrynna Foley, Enverus Intelligence® Research

The scrapping of a planned 600 MW expansion at the Stargate data center in Abilene, Texas, serves as a reminder that large load interconnection queues continue to be inflated.

Enverus Intelligence® Research Press Release - OPEC+ cuts and Trump tariffs force price downgrade
Financial Services
ByEnverus

Discover emerging energy investment opportunities driven by AI and geopolitical shifts in the power sector. Learn from industry experts.

Enverus Intelligence® Research Press Release - Recap: How the Trump Administration is reshaping energy markets
Analyst Takes Trading and Risk
ByAl Salazar, Enverus Intelligence® Research (EIR) Contributor

Learn about the impact of Middle East energy disruptions on oil supply and global markets. Stay informed with Enverus Intelligence® Research.

Enverus Intelligence® Research Press Release - Surge in clean energy demand intensifies market competition
Power and Renewables
ByEnverus

In 1982, The Clash released “Should I Stay or Should I Go.” And while generator interconnection was unlikely their muse, the chorus does ring true for project developers navigating the interconnection process.  Similar to the tenuous relationship in the song, the...

Enverus Intelligence Research Press Release - Upstream M&A sails to $17 billion in 1Q25
Business Automation
ByIan Elchitz

In oil and gas, negotiated pricing only creates savings when enforced during execution. See how early pricing compliance protects cost control and margin.

Let’s get started!

We’ll follow up right away to show you a quick product tour.

Let’s get started!

We’ll follow up right away to show you a quick product tour.

Sign up for our Blog

Ready to Subscribe?

Ready to Get Started?

Ready to Subscribe?

Sign Up

Power Your Insights