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 [email protected] 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), 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_Press_Release_EV_Regional_Volatility_Thumbnail
Power and Renewables
ByNatalia Opie Davila, Customer Success Lead at RatedPower

Solar panels can be coupled or linked to a battery either through alternating current (AC) coupling or direct current (DC) coupling. AC current flows rapidly on electricity grids both forward and backward. DC current on the other hand, flows only in...

Enverus/RatedPower Press Release - RatedPower publishes 2025 Global Renewable Trends Report examining the green landscape
Power and Renewables
ByNatalia Opie Davila, Customer Success Lead at RatedPower

Solar irradiance, the power of solar radiation measured in W/m2 — is an essential metric when designing a PV system. One of the most important factors to consider when designing a solar photovoltaic (PV) system is the level of solar...

Enverus Press Release - Returning to growth: US power demand forecast highlights impact of data centers, EVs and solar
Power and Renewables
ByLaura Rodriguez

What are some of the challenges grid operators face in the clean energy transition and what are some practical solutions? The record pace of renewable energy capacity installation around the world is presenting unique challenges for power grids in integrating...

Enverus Press Release - Enverus Earns Top Workplaces Honors for Fourth Consecutive Year
Operators
ByLukaa Jasem

The following blog is distilled from Intelligence® Research (EIR) publications and EIR’s very own Andrew Dittmar’s media statements on the Diamondback acquisition. With U.S. upstream M&A reaching $105 billion in 2024—the third highest as recorded by Enverus—the market shows no...

Enverus Press Release - Forecasting the unpredictable President Trump
Power and Renewables
ByKenneth Curtis

February brought significant congestion risks and extreme weather events to the MISO market, testing the resilience of the grid and the accuracy of market forecasts.

Enverus releases Top 50 Public E&P Operators of 2024
Analyst Takes Operators
ByAl Salazar, Enverus Intelligence® | Research (EIR) Contributor

British Petroleum Backs Away From Renewables The following blog is distilled from an interview on CBC’s “The Eyeopener,” hosted by Loren McGinnis who interviewed Enverus Intelligence® Research’s (EIR) very own Al Salazar. Click here to listen to the full radio...

Enverus Press Release - Enverus Earns Top Workplaces Honors for Fourth Consecutive Year
Trading and Risk
ByChris Griggs

We are thrilled to announce that MarketView®, a flagship product of Enverus Trading and Risk Solutions, has achieved the prestigious SOC 1 Type 1 certification! This milestone is a testament to our unwavering commitment to data integrity, security, and excellence....

affordable energy
Energy Transition
ByBrynna Foley

American manufacturing is experiencing a resurgence, driven by growing support for locally made products, tax incentives and tariffs that encourage domestic production.

p&r
Energy Transition
ByEric Yen

Explore NYISO’s 2025 power market trends, including congestion, renewables, interconnection backlogs, and policy shifts shaping New York’s energy future.

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

Register Today

Sign Up

Power Your Insights

Connect with an Expert

Access Product Tour

Speak to an Expert