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A new paper from two Harvard researchers shows how these mega-users are disrupting the traditional regulatory structure.

Who pays for a data center? The first answer is the investors and developers who are planning on pouring billions of dollars into building out power-hungry facilities to serve all sorts of internet services, especially artificial intelligence. And how much will it cost them? The numbers thrown around have a kind of casual gigantism that makes levelheaded evaluation difficult. $80 billion? $100 billion? $500 billion?
But while technology companies are paying for the chips and the systems that do the work of artificial intelligence, it may be normal people and businesses — homeowners, barbershops, schools — that end up paying for at least some of the electricity and system upgrades necessary to bring these facilities online.
That’s the argument made by Harvard Law School lecturer Ari Peskoe and Eliza Martin, a fellow at the school’s Environmental and Energy Law Program, of which Peskoe is a part. Their paper, published Thursday, is titled, “Extracting Profits from the Public: How Utility Ratepayers Are Paying for Big Tech’s Power.”
The core argument is this: The cost of maintaining and expanding the electricity distribution system is shared by all ratepayers — retail, business, and industrial — through a process governed by state public utility commissions. Utilities, meanwhile, have a legal mandate to serve everyone in their territory and a captive customer base of ratepayers, but they also compete among themselves for the business of energy-hungry customers, who can pick and choose where they set up shop. These customers often require new investment in grid infrastructure, which utilities pay for by asking state regulators to approve higher electricity rates — for everyone.
From there the conflict is clear: Utilities will want to attract big customers, and may sacrifice their retail customers in order to do so. And lately, with the AI boom booming, there are more of these big customers than at any other time in recent memory.
“Utilities’ narrow focus on expanding to serve a handful of big tech companies … breaks the mold of traditional utility rates that are premised on spreading the costs of beneficial system expansion to all ratepayers,” Peskoe and Martin write.
The traditional model of utility regulation is built on the premise that all ratepayers should pay for grid improvements, such as new transmission lines or substations, because all will benefit from them. This dynamic is disrupted, however, when it comes to customers demanding a gigawatt or more of power, the authors write. “The very same rate structures that have socialized the costs of reliable power delivery are now forcing the public to pay for infrastructure designed to supply a handful of exceedingly wealthy corporations,” the paper says.
“The assumption behind all this is that these are broadly beneficial projects that are going to benefit energy users generally,” Peskoe told me. “But I think that assumption is a bit out of date,” pointing to an example in Virginia of a $23 million grid infrastructure project retail customers paid for half of despite it being solely necessitated by the data center.
Peskoe and Martin set out an “alternative approach,” whereby data centers will power themselves — that is, outside of the utility system — and become a “formidable counterweight to utilities’ monopoly power.” In addition to being a more fair structure for the average customer, the authors also hope it will mark a “return to the pro-market advocacy that characterized the Big Tech’s power-sector lobbying efforts prior to the ChatGPT-inspired AI boom.”
While this approach would be a major challenge to almost a century of utility regulation, Peskoe and Martin also set out some more modest options, such as having state regulators “condition service to new data centers on a commitment to flexible operations.” That proposal cites research from Duke University — and featured previously in Heatmap — showing that a commitment by data centers to power down for a small portion of every year could allow utilities to avoid having to build billions of dollars worth of new infrastructure to serve the peak demand of the system.
The barrier to this approach is that utilities “have historically been hostile to regulatory attempts to require measures that would defer or avoid the need for costly infrastructure upgrades that drive utilities’ profits,” Peskoe and Martin argue. While the enormous investment in data centers is novel, Peskoe told me that the core issue of utilities using their captive ratepayers as a checkbook in order to pursue big fish customers is right at the heart of the utility playbook.
“A lot of this is baked into the utility business model,” Peskoe said. “The incentives to deploy capital and the ability to shift costs among consumer groups are unique to utilities.”
But just as utilities have a unique business model whereby investor-owned businesses are granted monopolies, they also have a unique regulatory structure. (Apple doesn’t have to go to a board appointed by a governor to get approval to hike the price of the iPhone.) This setup gives regulators unique powers — and unique responsibilities — to patrol and restrict utilities taking advantage of ratepayers, Peskoe said.
“Regulators can try to police this stuff. It's hard. But that's one of the goals of utility regulation, is to try to police these poorly designed incentives,” Peskoe said.
“None of the consequences are baked in, but some of the basic mechanisms and incentives are just inherent and not unique to data centers.” What is unique to data centers in this moment, Peskoe added, “is just the scale of this growth, and therefore the potential scale of these cost shifts.”
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On Heatmap's annual survey, Trump’s wind ‘spillover,’ and Microsoft’s soil deal
Current conditions: A polar vortex is sweeping frigid air back into the Northeast and bringing up to 6 inches of snow to northern parts of New England • Temperatures in the Southeast are set to plunge 25 degrees Fahrenheit below last week’s averages, with highs below freezing in Atlanta • Temperatures in the Nigerian capital of Abuja, meanwhile, are nearing 100 degrees.

To comically understate the obvious, it’s been a big year for climate. So Heatmap called up 55 of the most discerning and disputatious experts — scientists, researchers, innovators, and reformers; some of whom led the Biden administration’s policy efforts, some of whom are harsh or heterodox critics of mainstream environmentalism. We asked them to take stock of everything going on now, from the Trump administration’s shifting policy landscape to China’s evolving place in the world.
The results of that inquiry are now out. You can check out everything on this homepage.
Or see:
Wyoming is inching closer to building what could be the United States’ largest data center after commissioners in Laramie County last week unanimously approved construction of a complex designed to scale from an initial 1.8 gigawatts to 10 gigawatts. The facility, called Project Jade, is set to be built by the data center giant Crusoe, with the neighboring gas turbines to power the plant provided by BFC Power and Cheyenne Power Hub. Crusoe’s chief real estate officer, Matt Field, told commissioners last week that the first phase would “leverage natural gas with a potential pathway for CO2 sequestration in the future” by tapping into developer Tallgrass Energy Partners’ existing carbon well hub, Inside Climate News wrote Wednesday.
While the potential for renewables is under discussion, a separate state hearing last week highlighted mounting opposition to the most prolific source of clean power in the state: Wind energy. Nearly two dozen residents from central and southeast Wyoming lambasted a growing “wall” of wind turbines in what Wyofile described as “emotional pleas.” One Cheyenne resident named Wendy Volk said: “This is no longer a series of isolated projects. It is a continuous, or near continuous, industrial corridor stretching across multiple counties and landscapes.”

Global wind executives are warning of “negative spillover” effects on investor sentiment from the Trump administration’s suspended leases on all large U.S. offshore wind projects. In an interview with the Financial Times, Vestas CEO Henrik Andersen, who also serves as the president of the industry group WindEurope, called 2025 a “rollercaster” year. “When you have a 20- to 30-year investment program, the only way you can cover yourself for risk is to ask for a higher return,” he said. “When you get impairments in an industry, everyone would start saying, ‘could that hit us as well?’”
The British government seems willing to reduce that risk. On Wednesday, the United Kingdom handed out record subsidy contracts for offshore wind projects. At the same time, however, oil giant BP wrote down the value of its low-carbon business — which includes wind, solar, and hydrogen — by upward of $5 billion, according to The Wall Street Journal.
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Microsoft on Thursday announced one of the largest soil-based deals to remove carbon from the atmosphere. Under a 12-year agreement, the tech giant will purchase 2.85 million credits from the startup Indigo Carbon PBC, which sequesters carbon dioxide in soil through regenerative agricultural practices. It’s the third deal between Indigo and Microsoft, building on 40,000 metric tons in 2024 and 60,000 last year. “Microsoft is pleased by Indigo’s approach to regenerative agriculture that delivers measurable results through verified credits and payments to growers, while advancing soil carbon science with advanced modeling and academic partnerships,” Phillip Goodman, Microsoft’s director of carbon removal, said in a statement. Microsoft, as my colleague Emily Pontecorvo wrote recently, has “dominated” carbon removal over the past year, increasing its purchases more than fivefold in 2025 compared to 2024.
Despite major progress on clean energy, especially with solar and batteries, a new report by McKinsey & Company found big gaps between current deployments and 2030 goals. The analysis, the first from the megaconsultancy to include China and nuclear power, highlighted “notable discrepancies between announced projects and those with committed funding,” and warned that less than “15% of low-emissions technologies required to meet Paris-aligned goals have been deployed.” In a statement, Diego Hernandez Diaz, McKinsey partner and co-author of the report, said the “progress landscape is nuanced by region and technology and while achieving energy transition commitments remain paramount for countries and companies alike, recent announcements indicate that shifting priorities and slowing momentum have led to project pauses and cancellations across technologies.”
The findings come as emissions are rising. As I wrote in yesterday’s newsletter, the latest Rhodium Group estimate of U.S. emissions notched a reversal of the last two years of declines. In a new Carbon Brief analysis, climate scientist Zeke Hausfather found that 2025 was in the top-three warmest years on record with average surface temperatures reaching 1.44 Celsius above pre-industrial averages across eight independent datasets.
China just installed the most powerful turbine ever built offshore. The 20-megawatt turbine off the coast of Fujian Province set a record for both capacity and rotor diameter, 300 meters from its 147-meter blades. “Compared with offshore wind farms with 16-megawatt units, 20-megawatt units can help wind farms reduce the number of units by 25%, save sea area, dilute development costs, and open up economic blockages for the large-scale development of deep-sea wind power,” the manufacturer, Goldwind, said in a statement.
Rob takes Jesse through our battery of questions.
Every year, Heatmap asks dozens of climate scientists, officials, and business leaders the same set of questions. It’s an act of temperature-taking we call our Insiders Survey — and our 2026 edition is live now.
In this week’s Shift Key episode, Rob puts Jesse through the survey wringer. What is the most exciting climate tech company? Are data centers slowing down decarbonization? And will a country attempt the global deployment of solar radiation management within the next decade? It’s a fun one! Shift Key is hosted by Robinson Meyer, the founding executive editor of Heatmap, and Jesse Jenkins, a professor of energy systems engineering at Princeton University.
Subscribe to “Shift Key” and find this episode on Apple Podcasts, Spotify, Amazon, or wherever you get your podcasts.
You can also add the show’s RSS feed to your podcast app to follow us directly.
Here is an excerpt from our conversation:
Robinson Meyer: Next question — you have to pick one, and then you’ll get a free response section. Do you think AI and data centers energy needs are significantly slowing down decarbonization, yes or no?
Jesse Jenkins: Significantly. Yeah, I guess significantly would … yes, I think so. I think in general, the challenge we have with decarbonization is we have to add new, clean supplies of energy faster than demand growth. And so, in order to make progress on existing emissions, you have to exceed the demand growth, meet all of that growth with clean resources, and then start to drive down emissions.
If you look at what we’ve talked about — are China’s emissions peaking, or global emissions peaking? I mean, that really is a game. It’s a race between how fast we can add clean supply and how fast demand for energy’s growing. And so in the power sector in particular, an area where we’ve made the most progress in recent years in cutting emissions, now having a large, and rapid growth in electricity demand for a whole new sector of the economy — and one that doesn’t directly contribute to decarbonization, like, say, in contrast to electric vehicles or electrifying heating —certainly makes things harder. It just makes that you have to run that race even faster.
I would say in the U.S. context in particular, in a combination of the Trump policy environment, we are not keeping pace, right? We are not going to be able to both meet the large demand growth and eat into the substantial remaining emissions that we have from coal and gas in our power sector. And in particular, I think we’re going to see a lot more coal generation over the next decade than we would’ve otherwise without both AI and without the repeal of the Biden-era EPA regulations, which were going to really drive the entire coal fleet into a moment of truth, right? Are they gonna retrofit for carbon capture? Are they going to retire? Was basically their option, by 2035.
And so without that, we still have on the order of 150 gigawatts of coal-fired power plants in the United States, and many of those were on the way out, and I think they’re getting a second lease on life because of the fact that demand for energy and particularly capacity are growing so rapidly that a lot of them are now saying, Hey, you know what, we can actually make quite a bit of money if we stick around for another 5, 10, 15 years. So yeah, I’d say that’s significantly harder.
That isn’t an indictment to say we shouldn’t do AI. It’s happening. It’s valuable, and we need to meet as much, if not all of that growth with clean energy. But then we still have to try to go faster, and that’s the key.
Mentioned:
This year’s Heatmap Insiders Survey
Last year’s Heatmap Insiders Survey
The best PDF Jesse read this year: Flexible Data Centers: A Faster, More Affordable Path to Power
The best PDF Rob read this year: George Marshall’s Guide to Merleau-Ponty's Phenomenology of Perception
This episode of Shift Key is sponsored by …
Heatmap Pro brings all of our research, reporting, and insights down to the local level. The software platform tracks all local opposition to clean energy and data centers, forecasts community sentiment, and guides data-driven engagement campaigns. Book a demo today to see the premier intelligence platform for project permitting and community engagement.
Music for Shift Key is by Adam Kromelow.
They still want to decarbonize, but they’re over the jargon.
Where does the fight to decarbonize the global economy go from here? The past 12 months, after all, have been bleak. Donald Trump has pulled the United States out of the Paris Agreement (again) and is trying to leave a precursor United Nations climate treaty, as well. He ripped out half the Inflation Reduction Act, sidetracked the Environmental Protection Administration, and rechristened the Energy Department’s in-house bank in the name of “energy dominance.” Even nonpartisan weather research — like that conducted by the National Center for Atmospheric Research — is getting shut down by Trump’s ideologues. And in the days before we went to press, Trump invaded Venezuela with the explicit goal (he claims) of taking its oil.
Abroad, the picture hardly seems rosier. China’s new climate pledge struck many observers as underwhelming. Mark Carney, who once led the effort to decarbonize global finance, won Canada’s premiership after promising to lift parts of that country’s carbon tax — then struck a “grand bargain” with fossiliferous Alberta. Even Europe seems to dither between its climate goals, its economic security, and the need for faster growth.
Now would be a good time, we thought, for an industry-wide check-in. So we called up 55 of the most discerning and often disputatious voices in climate and clean energy — the scientists, researchers, innovators, and reformers who are already shaping our climate future. Some of them led the Biden administration’s climate policy from within the White House; others are harsh or heterodox critics of mainstream environmentalism. And a few more are on the front lines right now, tasked with responding to Trump’s policies from the halls of Congress — or the ivory minarets of academia.
We asked them all the same questions, including: Which key decarbonization technology is not ready for primetime? Who in the Trump administration has been the worst for decarbonization? And how hot is the planet set to get in 2100, really? (Among other queries.) Their answers — as summarized and tabulated by my colleagues — are available in these pages.
You can see whether insiders think data centers are slowing down decarbonization and what folks have learned (or, at least, say they’ve learned) from the repeal of clean energy tax credits in the Inflation Reduction Act.
But from many different respondents, a mood emerged: a kind of exhaustion with “climate” as the right frame through which to understand the fractious mixture of electrification, pollution reduction, clean energy development, and other goals that people who care about climate change actually pursue. When we asked what piece of climate jargon people would most like to ban, we expected most answers to dwell on the various colors of hydrogen (green, blue, orange, chartreuse), perhaps, or the alphabet soup of acronyms around carbon removal (CDR, DAC, CCS, CCUS, MRV). Instead, we got:
“‘Climate.’ Literally the word climate, I would just get rid of it completely,” one venture capitalist told us. “I would love to see people not use 'climate change' as a predominant way to talk to people about a global challenge like this,” seconded a former Washington official. “And who knows what a ‘greenhouse gas emission’ is in the real world?” A lobbyist agreed: “Climate change, unfortunately, has become too politicized … I’d rather talk about decarbonization than climate change.”
Not everyone was as willing to shift to decarbonization, but most welcomed some form of specificity. “I’ve always tried to reframe climate change to be more personal and to recognize it is literally the biggest health challenge of our lives,” the former official said. The VC said we should “get back to the basics of, are you in the energy business? Are you in the agriculture business? Are you in transportation, logistics, manufacturing?”
“You're in a business,” they added, “there is no climate business.”
Not everyone hated “climate” quite as much — but others mentioned a phrase including the word. One think tanker wanted to nix “climate emergency.” Another scholar said: “I think the ‘climate justice’ term — not the idea — but I think the term got spread so widely that it became kind of difficult to understand what it was even referring to.” And one climate scientist didn’t have a problem with climate change, per se, but did say that people should pare back how they discuss it and back off “the notion that climate change will result in human extinction, or the sudden and imminent end to human civilization.”
There were other points of agreement. Four people wanted to ban “net zero” or “carbon neutrality.” One scientist said activists should back off fossil gas — “I know we’re always trying to try convince people of something, but, like, the entire world calls it ’natural gas’” — and another scientist said that they wished people would stop “micromanaging” language: “People continually changing jargon to try and find the magic words that make something different than it is — that annoys me.”
Two more academics added they wish to banish discussion of “overshoot”: “It’s not clear if it's referring to temperatures or emissions — I just don't think it's a helpful frame for thinking about the problem.”
“Unit economics,” “greenwashing,” and — yes — the whole spectrum of hydrogen colors came in for a lashing. But perhaps the most distinctive ban suggestion came from Todd Stern, the former chief U.S. climate diplomat, who negotiated the Kyoto Protocol and the Paris Agreement.
“I hate it when people say ’are you going to COP?’” he told me, referring to the United Nations’ annual climate summit, officially known as the Conference of the Parties. His issue wasn’t calling it “COP,” he clarified. It was dropping the definite article.
“The way I see it, no one has the right to suddenly become such intimate pals with ‘COP.’ You go to the ball game or the conference or what have you. And you go to ‘the COP,’” he said. “I am clearly losing this battle, but no one will ever hear me drop the ‘the.’”
Now, since I talked to Stern, the United States has moved to drop the COP entirely — with or without the “the” — because Trump took us out of the climate treaty under whose aegis the COP is held. But precision still counts, even in unfriendly times. And throughout the rest of this package, you’ll find insiders trying to find a path forward in thoughtful, insightful, and precise ways.
You’ll also find them remaining surprisingly upbeat — and even more optimistic, in some ways, than they were last year. Twelve months ago, 30% of our insider panel thought China would peak its emissions in the 2020s; this year, a plurality said the peak would come this decade. Roughly the same share of respondents this year as last year thought the U.S. would hit net zero in the 2060s. Trump might be setting back American climate action in the near term. But some of the most important long-term trends remain unchanged.
OUR PANEL INCLUDED… Gavin Schmidt, director of the NASA Goddard Institute for Space Studies | Ken Caldeira, senior scientist emeritus at the Carnegie Institution for Science and visiting scholar at Stanford University | Kate Marvel, research physicist at the NASA Goddard Institute for Space Studies | Holly Jean Buck, associate professor of environment and sustainability at the University at Buffalo | Kim Cobb, climate scientist and director of the Institute at Brown for Environment and Society | Jennifer Wilcox, chemical engineering professor at the University of Pennsylvania and former U.S. Assistant Secretary for Fossil Energy and Carbon Management | Michael Greenstone, economist and director of the Energy Policy Institute at the University of Chicago | Solomon Hsiang, professor of global environmental policy at Stanford University | Chris Bataille, global fellow at Columbia University’s Center on Global Energy Policy | Danny Cullenward, senior fellow at the Kleinman Center for Energy Policy at the University of Pennsylvania | J. Mijin Cha, environmental studies professor at UC Santa Cruz and fellow at Cornell University’s Climate Jobs Institute | Lynne Kiesling, director of the Institute for Regulatory Law and Economics at Northwestern University | Daniel Swain, climate scientist at the University of California Agriculture and Natural Resources | Emily Grubert, sustainable energy policy professor at the University of Notre Dame | Jon Norman, president of Hydrostor | Chris Creed, managing partner at Galvanize Climate Solutions | Amy Heart, senior vice president of public policy at Sunrun | Kate Brandt, chief sustainability officer at Google | Sophie Purdom, managing partner at Planeteer Capital and co-founder of CTVC | Lara Pierpoint, managing director at Trellis Climate | Andrew Beebe, managing director at Obvious Ventures | Gabriel Kra, managing director and co-founder of Prelude Ventures | Joe Goodman, managing partner and co-founder of VoLo Earth Ventures | Erika Reinhardt, executive director and co-founder of Spark Climate Solutions | Dawn Lippert, founder and CEO of Elemental Impact and general partner at Earthshot Ventures | Rajesh Swaminathan, partner at Khosla Ventures | Rob Davies, CEO of Sublime Systems | John Arnold, philanthropist and co-founder of Arnold Ventures | Gabe Kleinman, operating partner at Emerson Collective | Amy Duffuor, co-founder and general partner at Azolla Ventures | Amy Francetic, managing general partner and founder of Buoyant Ventures | Tom Chi, founding partner at At One Ventures | Francis O’Sullivan, managing director at S2G Investments | Cooper Rinzler, partner at Breakthrough Energy Ventures | Gina McCarthy, former administrator of the U.S. Environmental Protection Agency | Neil Chatterjee, former commissioner of the Federal Energy Regulatory Commission | Representative Scott Peters, member of the U.S. House of Representatives | Todd Stern, former U.S. special envoy for climate change | Representative Sean Casten, member of the U.S. House of Representatives | Representative Mike Levin, member of the U.S. House of Representatives | Zeke Hausfather, climate research lead at Stripe and research scientist at Berkeley Earth | Shuchi Talati, founder and executive director of the Alliance for Just Deliberation on Solar Geoengineering | Nat Bullard, co-founder of Halcyon | Bill McKibben, environmentalist and founder of 350.org | Ilaria Mazzocco, senior fellow at the Center for Strategic and International Studies | Leah Stokes, professor of environmental politics at UC Santa Barbara | Noah Kaufman, senior research scholar at Columbia University’s Center on Global Energy Policy | Arvind Ravikumar, energy systems professor at the University of Texas at Austin | Jessica Green, political scientist at the University of Toronto | Jonas Nahm, energy policy professor at Johns Hopkins SAIS | Armond Cohen, executive director of the Clean Air Task Force | Costa Samaras, director of the Scott Institute for Energy Innovation at Carnegie Mellon University | John Larsen, partner at Rhodium Group | Alex Trembath, executive director of the Breakthrough Institute | Alex Flint, executive director of the Alliance for Market Solutions
The Heatmap Insiders Survey of 55 invited expert respondents was conducted by Heatmap News reporters during November and December 2025. Responses were collected via phone interviews. All participants were given the opportunity to record responses anonymously. Not all respondents answered all questions.