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U.S. Data Center Electricity Demand Forecasts: LBNL, EPRI and Grid Operators

Lawrence Berkeley National Laboratory estimates that U.S. data centers used about 176 TWh, or 4.4% of the nation’s electricity, in 2023, and projects 325–580 TWh, roughly 6.7–12%, by 2028.1 EPRI’s 2026 update goes further, with scenarios of 9–17% of U.S. electricity by 2030.2 Grid operator forecasts point the same direction, but every forecaster warns that utility load requests include many projects that will never be built, so the useful question for a site is which forecast load is real and where it lands.34

Last reviewed · 9 min read · BlackForge Data Centers

Key takeaways

  • LBNL’s December 2024 report is the federal reference point: 4.4% of U.S. electricity in 2023, rising to 6.7–12% by 2028 depending on the scenario.51
  • EPRI’s February 2026 scenarios put data centers at 9–17% of U.S. electricity generation by 2030, about 60% higher than its own 2024 projections.2
  • PJM’s 2026 forecast trimmed near-term peaks but still shows summer peak growing about 3.6% a year for a decade, to roughly 222,000 MW in 2036.6
  • ERCOT’s preliminary 2026 forecast reaches about 367,790 MW by 2032, more than four times its all-time peak, and ERCOT’s own CEO called it higher than expected future load growth.7
  • Grid Strategies estimates that the data center portion of utility forecasts is likely overstated by about 25 GW, based on analysts’ estimates of what can actually be supplied and built.3

01What a data center demand forecast actually measures

Demand forecasts for data centers come in two units, and mixing them causes most of the confusion in public debate. Energy forecasts, in terawatt-hours (TWh) per year or as a share of national electricity use, describe how much electricity the sector consumes over a year. Peak forecasts, in megawatts or gigawatts, describe the highest coincident demand a grid must serve, which is what drives new generation, transmission lines and substations. National studies such as LBNL’s and EPRI’s are mostly energy forecasts.52 Grid operator and utility forecasts are mostly peak forecasts, built from the load requests customers have filed.67

The two are linked by load factor. Data centers run close to flat around the clock, so a gigawatt of data center peak brings far more annual energy than a gigawatt of residential peak. That is why a few large campuses can move a state’s total electricity use, and why our guide to data center power requirements treats sustained load, not nameplate, as the planning number.

Forecasts also differ in what they count. LBNL estimates historical consumption from server shipment data and builds scenarios forward, because, as the lab notes, the sector lacks transparency and its current consumption itself has to be estimated.1 EPRI builds its scenarios from state-level data on operating capacity, construction in progress and announced plans.2 Utilities start from signed and pending customer requests. Each method answers a different question, and none of them is a count of buildings that will exist.

02The LBNL 2024 report: the federal baseline

The most cited U.S. figure comes from the 2024 United States Data Center Energy Usage Report, prepared by Lawrence Berkeley National Laboratory for the Department of Energy and published in December 2024.5 It reconstructs data center electricity use back to 2014 and offers a range of scenarios to 2028.5

The report found that data centers used about 58 TWh in 2014 and about 176 TWh in 2023, or roughly 4.4% of total U.S. electricity.1 Demand more than doubled between 2017 and 2023, largely because of growth in AI servers.1 For 2028, LBNL projects 325–580 TWh, which DOE described as about 6.7–12% of U.S. electricity, with the share depending in part on how fast the rest of the economy’s demand grows.8 DOE summarized the finding as data center load having tripled over the past decade and being on track to double or triple again by 2028.8

Fig. 1U.S. data center electricity use, LBNL

estimated use in 2014
58 TWh
estimated use in 2023 (4.4%)
176 TWh
projected range for 2028
325–580 TWh
projected share of U.S. use, 2028
6.7–12%
Historical estimates and the 2028 scenario range from the LBNL report released by DOE in December 2024.18

The width of that range is the point: the gap between the low and high scenarios is larger than the sector’s entire 2023 consumption.1 For site work, the LBNL range is best read as a national envelope, not a forecast for any particular utility.

03EPRI’s scenarios: from 9% to 17% by 2030

The Electric Power Research Institute has published two rounds of its Powering Intelligence analysis. The May 2024 edition used four growth scenarios and put data centers at about 4.6% to 9.1% of U.S. electricity generation by 2030.9 The February 2026 update, Powering Intelligence 2026, raised that to 9–17% by 2030, compared with roughly 4–5% today, and EPRI said the new figures are about 60% higher than its 2024 projections.2

EPRI’s 2026 scenarios are built from project stages. The low case assumes most projects under construction, plus a quarter of those in advanced planning, are running by 2030. The high case assumes everything under construction or in advanced planning is running, plus 30% of early-stage projects.2 That structure is useful for land and development decisions because it makes the assumption explicit: forecast load is only as real as the project pipeline behind it.

Fig. 2Projected data center share of U.S. electricity

  • LBNL 2024 (for 2028)6.7–12%
  • EPRI 2024 (for 2030)4.6–9.1%
  • EPRI 2026 (for 2030)9–17%
05101520% of U.S. electricity
Scenario ranges from three studies. LBNL’s range is for 2028;1 both EPRI ranges are for 2030.92 Note how much the EPRI range moved between editions.

EPRI’s state results matter more for siting than the national total. The 2026 update projects that data centers could reach 39–57% of Virginia’s electricity use by 2030, and that seven more states could exceed 20%.2 States where data centers become a large share of load are the ones where regulators are most likely to tighten large-load tariffs and collateral rules.

For international context, the International Energy Agency estimates that the United States accounted for 45% of global data center electricity use in 2024 and that U.S. data centers will account for nearly half of U.S. electricity demand growth through 2030.10

04Grid operator forecasts: PJM and ERCOT

Grid operators forecast peak demand for planning and capacity procurement, and since 2023 their forecasts have been rewritten around data centers. Their numbers are the ones that become transmission projects and capacity prices, which is why they matter to anyone holding land in a growth corridor.

PJM

PJM’s 2026 Long-Term Load Forecast, released in January 2026, projects summer peak growth averaging about 3.6% a year over ten years and 2.4% over twenty, reaching about 222,000 MW in 2036 (a ten-year increase of nearly 66,000 MW) and more than 253,000 MW in 2046.6 For comparison, PJM’s 2021 forecast had ten-year growth of about 0.3% a year.6 The 2026 edition also lowered near-term peaks, including the 2028 summer peak used in the capacity auction by about 4,414 MW, partly because of better vetting of data center and large-load adjustments.6 Our guide to PJM capacity prices explains how those forecasts feed auction results.

ERCOT

ERCOT’s preliminary 2026–2032 forecast, filed in April 2026, projects about 367,790 MW of demand by 2032, against an all-time peak of 85,508 MW set in August 2023.7 The total layers base growth together with medium and large loads that transmission and distribution providers submitted to ERCOT, and ERCOT’s CEO said the operator believes the forecast is higher than expected future load growth.7 ERCOT’s April 2026 monthly report put the large-load interconnection queue at about 445.8 GW through 2033, of which only about 5.9 GW had been energized and roughly 321 GW had no studies submitted yet.11 ERCOT is moving large-load studies into coordinated batches rather than a one-at-a-time process.11 By June 2026, ERCOT told the Texas Senate, the queue had grown to about 474 GW, roughly 90% of it data centers, with about 205 GW eligible for its first “Batch Zero” study.12 See our ERCOT site selection guide and our explainer on Texas Senate Bill 6.

Fig. 3ERCOT peak: actual record vs. 2032 forecast

  • All-time peak (Aug. 2023)85,508
  • Preliminary 2032 forecast367,790

MW

ERCOT’s preliminary 2032 figure is more than four times the 2023 record, and ERCOT itself expects actual growth to fall short of it.7

05National utility forecasts and EIA’s near-term outlook

Grid Strategies aggregates utility filings into a national five-year view. Its November 2025 report put five-year peak load growth at 166 GW, a 3.7% annual rate, up from a 24 GW five-year forecast three years earlier, and identified data centers as the largest driver, at about 55% of forecast demand growth.3 The same report argued that the data center portion of utility forecasts is likely overstated by roughly 25 GW, based on market analysts’ estimates of what can actually be supplied and built.3

The Energy Information Administration’s Short-Term Energy Outlook is more conservative because it only looks about two years ahead. In its July 2026 outlook, EIA projected U.S. consumption rising from a record 4,195 billion kWh in 2025 to 4,269 billion kWh in 2026 and 4,399 billion kWh in 2027, with commercial-sector sales (the sector that includes most data centers) expected to pass residential sales for the first time.13

06Why load forecasts overstate what gets built

Every forecaster above discounts raw requests, and for good reason. Developers can approach several utilities with the same project while they look for the fastest path to power, so raw request totals can count one project more than once. Utilities have said it is very difficult to know in advance which requests will proceed, and excess requests tie up study staff, delay other customers and distort long-range resource planning.4 Forecast bias is not new: a 2018 LBNL study of Western utilities found most had overestimated demand growth in the mid-2000s.4

Fig. 4How a load request becomes forecast load

  1. 01

    Inquiry

    Developer asks one or more utilities about capacity.

  2. 02

    Formal request

    Load request filed, often with a study fee.

  3. 03

    Study

    Utility tests system impact and upgrades.

  4. 04

    Agreement

    Service agreement, collateral and ramp schedule.

  5. 05

    Construction

    Facility and grid upgrades under way.

  6. 06

    Energized

    Load counted as actual demand.

A simplified sequence. Forecasters discount requests at the early stages; firm commitments carry the most weight.24

Utilities are responding with standardized large-load processes, larger financial commitments and requests for state policy help.4 Those changes are why near-term forecasts, such as PJM’s 2026 edition, have started to come down even as long-term forecasts rise.6 The utility load study and interconnection queue guides describe what each stage requires from a developer.

07Using demand forecasts when evaluating a site

National forecasts tell you demand is real. They do not tell you whether a specific parcel can be served. For a site decision, the useful questions are local:

  • What does the serving utility’s most recent integrated resource plan or load forecast assume for large loads, and how much of it is backed by signed agreements?
  • Is the area’s transmission plan adding capacity near the site, or is new load being studied against an already-full system?
  • Has the state or utility adopted a large-load tariff, collateral rule or study-batch process that changes how requests are prioritized?
  • Is the region one where data centers are becoming a large share of total load, which tends to bring tighter rules and more scrutiny of ratepayer impacts?

Forecasts that rise faster than the grid can be built usually mean longer energization dates and more pressure on flexible load arrangements, not necessarily fewer projects. Our methodology page describes how power is screened at the parcel level. If you want a parcel checked against its utility’s current plans, get a site reviewed.

Common questions

How much electricity do U.S. data centers use?

LBNL estimates that U.S. data centers used about 176 TWh in 2023, or about 4.4% of total U.S. electricity.1 EPRI’s 2026 update describes the current share as roughly 4–5% of U.S. generation.2

How much will data center electricity demand grow by 2028 or 2030?

LBNL projects 325–580 TWh by 2028, about 6.7–12% of U.S. electricity.1 EPRI’s 2026 scenarios put data centers at 9–17% of U.S. generation by 2030.2 Both are scenario ranges, not point forecasts.

Why do grid operator forecasts look so much higher than national studies?

Grid operators forecast peak MW and often must include the load requests that utilities report, many of which will never be built. ERCOT, for example, said its own 2032 forecast is higher than the growth it expects.7 Grid Strategies estimates utility forecasts overstate data center load by about 25 GW.3

Which region is expected to see the most data center load growth?

PJM projects about 66,000 MW of summer peak growth over ten years, and ERCOT’s preliminary forecast reaches about 367,790 MW by 2032.67 By share of state load, EPRI projects Virginia could reach 39–57% by 2030.2

Are data center demand forecasts reliable?

They are reliable about direction and unreliable about magnitude and timing. Duplicate and speculative requests inflate utility forecasts, and historical studies show utilities have overestimated growth before.34 Use the most recent edition and focus on load backed by signed agreements.

Notes

  1. 1.DatacenterDynamics, “DOE: Data Centers Consumed 4.4% of US Power in 2023, Could Hit 12% by 2028,” 2024. datacenterdynamics.com
  2. 2.Electric Power Research Institute, “Powering Intelligence 2026: Updated Scenarios of U.S. Data Center Electricity Use and Power Strategies,” 2026. esca.epri.com
  3. 3.Grid Strategies, “National Load Growth Report 2025,” 2025. gridstrategiesllc.com
  4. 4.Utility Dive, “A Fraction of Proposed Data Centers Will Get Built. Utilities Are Wising Up.,” 2025. utilitydive.com
  5. 5.Lawrence Berkeley National Laboratory, “2024 United States Data Center Energy Usage Report,” 2024. eta-publications.lbl.gov
  6. 6.PJM Inside Lines, “PJM’s Updated 20-Year Forecast Continues To See Significant Long-Term Load Growth,” 2026. insidelines.pjm.com
  7. 7.Rigzone, “ERCOT Sees Demand More Than Quadrupling Current Peak,” 2026. rigzone.com
  8. 8.U.S. Department of Energy, “DOE Releases New Report Evaluating Increase in Electricity Demand from Data Centers,” 2024. energy.gov
  9. 9.S&P Global Market Intelligence, “Study Estimates Datacenters Could Take 9% of US Power Production by 2030,” 2024. spglobal.com
  10. 10.International Energy Agency, “Energy and AI: Executive Summary,” 2025. iea.org
  11. 11.ERCOT, “ERCOT Monthly April 2026,” 2026. ercot.com
  12. 12.ERCOT, “ERCOT Senate July 29 Panel 1: Assessing the Grid,” 2026. ercot.com
  13. 13.Mining Weekly (Reuters), “US Power Use to Beat Record Highs in 2026 and 2027 as AI Use Surges, EIA Says,” 2026. miningweekly.com

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This guide is general information about data center site selection. It is not engineering, legal, tax or investment advice. Requirements vary by state, utility and county, so confirm the specifics for any site with the relevant authorities and advisors.

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