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For the first time, the Energy Department is charting how to build new industries from scratch — and preserve America’s energy advantage.

The Biden administration took a major step forward on Tuesday to answering one of the biggest outstanding questions about its climate policy: So, uh, how are you planning on doing all this?
The answer took the form of a new series of reports, running to hundreds of pages in total, that provide the most detailed look yet at how now-experimental energy technologies can be rapidly scaled to meet the needs of the American economy. These reports, dubbed “the Pathways to Commercial Liftoff,” focus on three technologies that will be crucial to decarbonization: clean hydrogen, long-duration energy storage, and advanced nuclear reactors. Another report on capturing and storing carbon pollution is due soon.
The reports, which were written by 13 authors from across the Department of Energy, suggest that that agency has taken a more active role in carrying out the goals of the bipartisan infrastructure law and the Inflation Reduction Act, which together encompass most of President Biden’s legislative climate policy. The department says that it will update the reports every year, potentially creating a living library that will describe — in meticulous detail — the obstacles to creating a cleaner energy future.
“What we’re trying to provide is a sort of stake in the ground,” Melissa Klembara, an author of the report and the director of portfolio strategy at the Department of Energy’s office of clean-energy demonstrations, told me. “What is our vision? What does the private sector need to believe to co-invest? What is it going to take to achieve market lift-off?”
Perhaps above all, the documents underscore the scale — and the difficulty — of the task that the Biden administration has set for itself. The United States is trying to do something with little precedent. Over the next 10 years, the government will spend hundreds of billions of dollars in line with the bipartisan infrastructure law and the Inflation Reduction Act. This influx aims to transform the chemical substrate of the $23 trillion American economy. Today, the burning of fossil fuels — ancient sunlight rendered dense and combustible by time and geology — generates 79% of the country’s energy today; the Biden administration has committed to slashing that share by 2030 and essentially bringing it to zero by 2050.
It plans to do that through what has been widely termed “industrial strategy” — policy that aims to grow a specific part of the economy or develop a new type of technology. But what exactly the Biden administration’s strategy is has remained frustratingly vague. While much of the IRA’s spending will go to uncapped tax credits, the government is also tasked with making tens of billions of dollars of targeted investments to push sectors to decarbonize faster. (In hydrogen alone, for instance, the government can spend up to $25.8 billion on these investments.)
Where will those investments go? Scholars believe that successful industrial policy must generally be tailored to the needs of the industries in question: You can’t grow the telecommunications sector, for example, by building railroads and digging canals. Industrial policy, in other words, is about the specifics. So to spend that money well, policy makers must first get to know the industries they want to help — and then they must spot, in advance, the problems and bottlenecks that will prevent that industry from flourishing.
That’s what these reports are trying to do. They are the most detailed guide yet to how the Biden administration plans to conduct industrial policy for the most advanced — and the most fledgling — energy technologies in its arsenal.
Each of the technologies in the reports could be important in some way to fighting climate change: Nuclear reactors could provide a stable, always-on source of zero-carbon electricity; long-term energy storage will help the lights stay on when the sun isn’t shining and the wind isn’t blowing; and hydrogen will help decarbonize industrial activities — such as making steel, fertilizer, and chemicals; or powering cargo ships and long-haul trucks — that now depend on fossil fuels.
The reports were written after dozens of conversations with private companies and technical experts, Klembara said. The hydrogen report alone involved more than 60 discussions, about half of which were with “capital allocators” — companies, investment managers, and venture capitalists who will decide whether to invest in the sector.
“What we’re really trying to capture with these reports is, what is that common fact base so that we can have that dialogue with the private sector on the path to commercial liftoff,” she said. Then the government “can better understand, too, where [we] can leverage our investments to buy down those risks.”
These problems can be remarkably straightforward: They are the kind of oh-yes-that-seems-obvious issues that arise from starting an industry from scratch. In hydrogen, for instance, the report identifies two big up-and-coming problems: First, hydrogen producers still don’t have good ways to move or store hydrogen once they make it; second, a stable commodity market for hydrogen doesn’t exist. In other words, even if you make clean hydrogen, you won’t necessarily have anyone to sell it to, and even if you do, you might not have any way to get it to them cheaply. (The cost of moving hydrogen often equals the cost of producing it, the study finds.)
Those are problems that, by comparison, the natural-gas industry has solved: Gas drillers can rely on the country’s existing network of pipelines, trucks, storage tanks, and vast salt caverns to move and store gas to where it’s needed; and they can take their gas to the Henry Hub, a de facto national spot market in the fossil fuel, to sell it. If hydrogen is eventually to replace natural gas, it must develop its own version of these networks.
These reports also show how the government is thinking through its own role as a steward of economic growth.
In some ways, they show that the Biden administration — or at least the Energy Department — is becoming more comfortable with America’s distinctive approach to industrial policy. While industrial policy in other countries, such as Germany or Japan, tends to be led by the government or by government-aligned institutions, America has always relied more on the enthusiastic participation — or at least the begrudging acquiescence — of private companies. These reports detail what companies need in order to easily participate in the country’s clean-energy future. (That the consulting firm McKinsey & Co. — the ne plus ultra of American management advice — contributed to the report only drives home its country of origin.)
In that light, the reports are an argument that there’s still work to be done in these sectors — and that the government specifically needs to do it. In the past, American industrial policy hasn’t only relied on companies; it’s taken hold only when lawmakers and officials believed that the market has failed in some crucial way and that private companies cannot manage that failure. These reports — which, again, were written in consultation with the private sector — basically consist of the authors saying: Look at this market failure! Now look at this one! And this one! None of these problems will fix themselves.
But in other ways they may show something else — that America is finally learning how other countries conduct successful industrial policy and copying part of the playbook. As I’ve written before, industrial-policy agencies in Taiwan and South Korea play a key information-gathering role in their national economies: They focus economic activity not only by handing out funding or issuing regulations, but by publishing a common road map that all companies can work from. That’s what the government has done here — and by promising to update these reports on an annual basis, that’s what it’s seemingly going to do going forward.
And crucially, the Department of Energy is going to do the updating. That department has emerged as perhaps the lead actor of America’s industrial policy. That makes sense — it is the agency, after all, with the in-house bank, the national labs, and the technical expertise — but it wasn’t a given; the Environmental Protection Agency, the Department of Commerce, or even the Department of the Treasury might have stepped in. But at the same time, the agency’s new role — and its importance to the government — is somewhat unstable. If the current set of officials were to leave the Energy Department, it’s not clear to me that their replacements would take up these important government functions.
Finally, it’s just a recognition of how weird America’s task is. Although Biden’s economic and climate policies are often categorized as “industrial policy,” they really consist of two different things. In some sectors, such as solar-panel manufacturing, the United States is trying to catch up to China and other low-cost East Asian manufacturers. This is “classic” industrial policy, and it has a long history: Germany, Japan, and South Korea were each able to understand and then match America’s early dominance in making internal-combustion cars, for instance. But in other sectors, the United States is trying to do something subtler than catch up. In hydrogen production or advanced nuclear power, the United States is trying to retain its early technological advantage and turn its head start on R&D and basic science into a fully fledged domestic manufacturing industry that will generate hundreds of thousands of jobs. America isn’t trying to reach the bleeding edge of technology; it’s already there, and it’s trying to push that edge forward as quickly as possible.
That’s the challenge that these reports are responding to, Jonas Nahm, a professor of energy, resources, and environment at the Johns Hopkins School of Advanced International Studies, told me. “This is how you do industrial policy at the technological frontier,” he said. Now we’ll see if the government can follow through.
Editor’s note: A previous version of this article misstated a statistic about fossil fuel energy use. It has been corrected. We regret the error.
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The data center boom is everywhere you look in U.S. economic and emissions data.
This is an edition of Heatmap Daily, an evening review of the day’s news written by our executive editor. Sign up for it here.
It isn’t exactly a new thought, but I’ve been struck recently by how many trends in America’s economic and environmental data are fundamentally about the data center boom and the return of electricity demand:
First, the Energy Information Administration reported this week that U.S. emissions grew by more than 2% last year, driven by surging electricity demand and an increase in coal-fired generation. What caused that higher power demand? New factories and data centers — as well as record summertime cooling demand.
Second, many of the new factories driving that higher power demand are themselves producing goods that are … let’s say … data center-adjacent. There are the enormous new semiconductor fabs, of course. But Ford and General Motors have also set up new production lines (or repurposed old ones) to manufacture grid-scale batteries to meet power demand.
Third, take a look at the recent U.S. spending on private non-residential construction — in other words, everything American companies are building that is not houses, condos, or apartments.
The construction industry’s spent almost $60 billion on data centers over the past year, which is more than it spent on all other office buildings combined (and more than it spent building warehouses, too). Just a handful of categories — data centers, power plants, electricity infrastructure, and certain kinds of electronics manufacturing — now make up a third of all U.S. private non-residential construction investment. They’ve never made up such a large share of construction spending since data collection began in 2014.
As The New York Times recently noted, the American economy is unusually dependent on the American stock market right now — and the stock market is unusually dependent on artificial intelligence. This week, investors started to balk at the enormous spending hyperscalers are planning to keep building out the AI boom; Alphabet’s shares dropped 8% this week after it boosted its planned 2026 capital expenditure and signaled 2027 will be even bigger. If the data center boom started to slow down in earnest, then more than just that budget will change.
Speaking of which, my colleague Emily Pontecorvo wrote earlier this week about how many businesses are struggling to even estimate their carbon emissions from artificial intelligence. The carbon accounting startup Watershed recently unveiled a new formula to help companies get a sense of their AI-related emissions.
But even that formula is still limited by the amount of data hyperscalers publish — and they don’t publish that much. Google, for instance, is the only AI company that has (laudably) provided estimates of its emissions on a per-prompt basis. Yet no company has published its per-token emissions, or how emissions sync up with particular models or regions.
So Emily asked Google: Why aren’t you — or any other model provider — disclosing this kind of data yet?
The tech company didn’t get back to us until after we’d published Emily’s story. But its response was interesting enough that I wanted to quote some of it here.
The problem is “industry consensus,” Cooper Elsworth, a Google spokesperson, told us. “There is currently very little consensus on how to comprehensively and fairly measure the serving environmental impact of generative AI (such as text generation),” he wrote. “Without standardized, ‘apples-to-apples’ frameworks, it is difficult to compare different providers accurately.”
That’s partly because energy use — and emissions data — can vary from site to site and depend on “custom-built hardware, software compilers, and advanced inference techniques.” And he claimed Google doesn’t always have the measurement hardware in place to provide such specific estimates: “Providing precise, repeatable data requires highly advanced measurement infrastructure,” he said. “For example, software-based energy monitoring tools often suffer from sampling biases. For our study, we had to step away from top-down averages and directly measure actual energy at the physical power supply unit (PSU) level across our deployed fleet. Not all providers have the telemetry or data sets required to benchmark their operations at this level of granularity.”
Read Emily’s story to understand the other reasons why estimating — or even “guesstimating” — AI-related carbon emissions is so challenging.
A conversation with Emma Uridge of the Kansas Health Institute.
This week’s conversation is with Emma Uridge, analyst with the Kansas Health Institute. Uridge spent copious hours analyzing state and local laws on data center development to best understand how policymakers are responding to the potential environmental public health impacts of large AI infrastructure, including power and water. The report, which came out this week, also goes in depth into those health impacts. I reached out to her to discuss what she sees as must-watch territory for our readers on this emerging policy arena.
Our conversation was lightly edited for clarity.
What is actually being done on policy when it comes to data centers — beyond moratoria of course?
So first I’d like to just talk about the point of moratoria. It’s helpful to talk about how these policies emerge in the first place. One area where moratoria are helpful is when a data center is proposed but the county has no approach for how they’d like to potentially regulate them. That’s temporary, most of the time. It lets local governments conduct research on the various impacts and also negotiate community benefits, ones that can mitigate any potential negative impacts — like Lancaster Pennsylvania, which instituted a community benefit agreement that maximized the potential benefits of development while mitigating what large data centers can do. That agreement looked at capping municipal water use at 20,000 gallons per day and requiring 100% clean energy. It had financial penalties for non-compliance. The company also committed $20 million to their local economic development and clean energy fund. There are ways to negotiate with developers.
We also see amendments to existing zoning. Data center proposals are increasingly popping up in rural areas, many of which are unzoned, so there’s no way a county can negotiate unless there’s a moratorium in place.
Other policy solutions include different performance standards or requiring on-site renewable energy, like what Jefferson County, Missouri, looked at. Also setback requirements, mandatory noise buffers, ending by-right zoning.
Where are local governments getting ideas for regulating data centers?
A lot of the technical information comes from developers. That can in cases be seen as a biased source of information. I wouldn’t say there’s a dedicated group providing assistance to local governments when a project is proposed — which is a similar story to wind industry development, where we have only a handful of consultants who provide technical advice. It can be really helpful to get a multi-disciplinary approach to hearing information. It can be helpful to have the utility commission, public health folks, those in academia, as well as the developer.
As of right now, especially in rural areas, local governments have a hard task of balancing pushback while getting the most accurate, evidence-based, neutral information to make decisions. That balance can be contentious.
What is the federal government doing on data center policy? How is the Trump administration approaching it?
A few things there. In the early days, the drive was for AI expansion and to be competitive with foreign adversaries. Now due to the amount of public pushback in red and blue localities and a more cautious approach.
I’m not seeing a lot of actual policy movement at this time.
I know the EPA is looking at the chemicals used in cooling data centers because when that water is cycled through the system, some of it is discharged into the water system, so they’re looking at the Toxic Substances and Control Act for monitoring that.
How much of an impact does this minimal federal role have on industry behavior?
Y’know, this isn’t specific to data centers. This is true for all kinds of large-scale development: there’s a need to require some sort of federal monitoring and regulation.
That’s where I see an emerging role for public health. At the federal level, there could be policy movement towards requiring some sort of environmental monitoring at data centers to make sure they’re operating responsibility. Looking at specific water use relative to water availability and what happens when there’s a time of severe, persistent drought. With air quality too — we’ve seen areas where the grid isn’t as reliable so their diesel generators are kicking on more and affecting air quality for residents.
We’re just not seeing all of that right now. We need corporate disclosure.
What do you see as the most important public health impacts from data center development?
It varies by localities. The most discussed obviously is water usage. One thing I’d note about my conversations with folks enthusiastic around emerging tech is, there are still questions that need to be asked about the capacity of localities to support a data center. Like a small town in Kansas may only be using 40% of their water for their utility needs. If a data center came online, how much of that water goes to the data center?
One area underexplored within the public health discipline is energy poverty and energy security. The ability of a household to meet the needs of everything energy provides in our lives. It’s known we have an aging electric grid but we’re not talking enough about large-scale blackouts when the grid is not sufficient to support some of these new data centers.
Plus more of the week’s big development fights.
1. Laramie County, Wyoming — Meta is fighting the fine it received in the Cheyenne data center water pollution controversy, and the conflict between the tech giant and the city’s small board of public utilities is continuing to spill out into the public.
2. Niagara County, New York — This county just rejected a solar project’s highway work permits in a show of retaliation against the state’s Office of Renewable Energy Siting.
3. Barron County, Wisconsin — The anti-solar protest is the new campaign stop in deep red Wisconsin.
4. Chesapeake, Virginia — A large battery storage project on the Virginia coastline is on the rocks amidst rampant local opposition.
5. Lewis County, West Virginia — West Virginia is now a key battleground in the fight over transmission, as a line spanning all of West Virginia and Maryland — and cutting through Data Center Alley in Virginia — causes compounding consternation.