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A new model from Johns Hopkins’ Net Zero Industrial Policy Lab uses machine learning to predict tomorrow’s industrial powerhouses.

It’s no secret that China, Japan, and Germany are industrial powerhouses, with vast potential in clean tech manufacturing. So how’s a less industrialized nation with an eye on the economy of the future supposed to compete? Are protectionist policies such as tariffs a good way to jumpstart domestic manufacturing? Should it focus on subsidizing factory buildouts? Or does the whole game come down to GDP?
According to a new machine learning tool from Johns Hopkins’ Net Zero Industrial Policy Lab, none of the above really matters all that much. Many of the policies that dominate geopolitical conversations aren’t strongly correlated with a country’s relative industrial potential, according to the model. The same goes for country-specific characteristics such as population, percentage of industry as a share of GDP, and foreign direct investment, a.k.a. FDI. What does count? A nation’s established industrial capabilities, and the degree to which they cross over to climate tech.
The purpose of the tool, named the Clean Industrial Capabilities Explorer, is to help policymakers “X-ray your country’s existing industrial base to identify what are your genuine strengths,” Tim Sahay, co-director of the lab, told me. The model, he explained, can identify “which core capabilities in your underlying industrial know-how are weak. That is like a diagnosis of what you should get into.”
The model calculates competitiveness across 10 clean energy technologies: solar, wind, batteries, electrolyzers, heat pumps, permanent magnets, nuclear, biofuels, geothermal, and transmission. That analysis ultimately surfaced five “core capabilities” that are most predictive of a country’s relative strength in each technology area: electronics, industrial materials, machinery, chemicals, and metals. Strength in geothermal, for example, is highly correlated with a machinery-focused industrial base, since building a geothermal plant requires expertise in making drilling rigs, heat exchangers, and steam turbines.
This “X-ray” of national capabilities not only confirms the dominance of leading Asian and European manufacturing economies, it also surfaces a group of lesser-known nations that appear well-positioned to become major future producers and exporters of key clean technologies. These so-called “future stars” include a handful of Central European countries — Czechia, Slovenia, Hungary, Slovakia, and Poland — plus the Southeast Asian economies of Malaysia, the Philippines, Thailand, and Vietnam. In Africa, Ethiopia emerges as the most promising economy.

Take Hungary as an example — its core competencies are machinery, electronics, and chemicals, making the country highly competitive when it comes to producing components for batteries, biofuels, and the machinery critical for geothermal power plants. The U.S., by comparison, excels at nuclear, electrolyzers, biofuel, and geothermal.
Many of the European future stars appear to benefit from their proximity to Germany, long an industrial stronghold in the region. “Poland, for example, received a huge amount of German FDI in the late 90s, early 2000s,” Sahay told me, explaining that countries in this region built up strength in their chemicals and metals sectors under the influence of the Soviet Union. Germany then set up these countries as key suppliers for its various industries, from autos to chemicals.
Of the 10 countries identified as rising stars, all of them received Chinese investment sometime in the past 10 years, Sahay said. “What we are seeing is decisions that have been made over the last couple of decades are bearing fruit in the 2020s,” he said, explaining that all of the countries on the list “were identified as places for potential investment by the world’s leading industrial firms in the 2000s or 2010s.”
This has led Bentley Allan, a political science professor and co-director of the policy lab, to think that China is likely doing some modeling of its own to determine where to direct its investments. Whatever the country is working with, it’s arriving at essentially the same conclusions regarding which nations show strong industrial potential, and are thus attractive targets for investment. “China isn’t the only one who can benefit from that strategy, but they’re the only ones being strategic about it at the moment,” Allan told me.
Allan’s hope is that the tool will democratize the knowledge that’s helped China dominate the global clean tech economy. “No one’s produced a global tool that enables not just China to invest strategically, but enables the U.S. to invest strategically, enables the UK to invest strategically in the developing world,” he explained. That’s critical when figuring out how to build an industrial base that can weather geopolitical tensions that might necessitate, say, a shift away from Chinese imports or Russian gas.
While it might not be particularly surprising that a country’s existing industrial capabilities strongly correlate with its potential industrial capabilities, the reality is that in many cases, getting a clear view of a country’s actual core competencies is not so straightforward. That’s because, as Allan told me, economists simply haven’t made widely available tools like this before. “They’ve made other tools for managing the macroeconomic environment, because for 60 years we basically thought that that was the only lever worth pulling,” he said.
Due to that opacity around industrial strength, model was able to yield some findings that the researchers found genuinely surprising. For example, not only did the tool show that countries such as the Philippines and Malaysia have stronger manufacturing bases than Allan would have guessed, it ranked Italy higher than Germany in overall competitiveness, showing solid potential in the nuclear, transmission, heat pump, electrolyzer, and geothermal industries.
That illustrates another complication the model solves for — namely that the countries with the most potential aren’t always the ones pursuing the most robust or intentional green industrial strategies. Both Italy and Japan, for instance, are well-positioned to benefit from a more explicit, structured focus on climate tech manufacturing, Allan told me.
Industrial strength will likely not be achieved through broad economic policies such as tariffs, subsidies, or grant programs, however, according to the model. Say for example that a country wants to deepen its expertise in solar manufacturing. “The things that you might want to invest in are things like precision machinery to produce the cutters that actually are used to cut the polysilicon into wafers,” Allan told me. “It’s more about making targeted investments in your industrial base in order to produce highly competitive niches as a way to then make you more competitive in that final product.”
This approach prevents countries from simply serving as final assemblers of battery packs or solar panels or other green products — a stage that provides low value-add, as countries aren’t able to capture the benefits of domestic research and development, engineering expertise, or intellectual property. Pinpointing strategic niches also helps countries avoid wasting their money in buzzy industries where they’re simply not competitive.
“The industrial policy race is very much hype-driven. It’s very much driven by, oh my god, we need a hydrogen strategy, and, oh my god, we need a lithium strategy,” Sahay told me. “But that’s not necessarily going to be what your country is going to be good at.” By pointing countries towards the industries and links in the supply chain where they actually could excel, Sahay and Allan can demonstrate they stand to benefit from the clean energy transition at large.
Or to put it more broadly, when done correctly, “industrial policy is climate policy, in the sense that when you advance industry generally, you are actually advancing the climate,” Allan told me. “And climate policy is industrial policy, because when you are trying to advance the climate, you advance the industrial base.”
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On Redwood Materials’ milestone, states welcome geothermal, and Indian nuclear
Current conditions: Powerful winds of up to 50 miles per hour are putting the Front Range states from Wyoming to Colorado at high risk of wildfire • Temperatures are set to feel like 101 degrees Fahrenheit in Santa Fe in northern Argentina • Benin is bracing for flood flooding as thunderstorms deluge the West African nation.

New York Governor Kathy Hochul inked a partnership agreement with Ontario Premier Doug Ford on Friday to work together on establishing supply chains and best practices for deploying next-generation nuclear technology. Unlike many other states whose formal pronouncements about nuclear power are limited to as-yet-unbuilt small modular reactors, the document promised to establish “a framework for collaboration on the development of advanced nuclear technologies, including large-scale nuclear” and SMRs. Ontario’s government-owned utility just broke ground on what could be the continent’s first SMR, a 300-megawatt reactor with a traditional, water-cooled design at the Darlington nuclear plant. New York, meanwhile, has vowed to build at least 1 gigawatt of new nuclear power in the state through its government-owned New York Power Authority. Heatmap’s Matthew Zeitlin wrote about the similarities between the two state-controlled utilities back when New York announced its plans. “This first-of-its-kind agreement represents a bold step forward in our relationship and New York’s pursuit of a clean energy future,” Hochul said in a press release. “By partnering with Ontario Power Generation and its extensive nuclear experience, New York is positioning itself at the forefront of advanced nuclear technology deployment, ensuring we have safe, reliable, affordable, and carbon-free energy that will help power the jobs of tomorrow.”
Hochul is on something of a roll. She also repealed a rule that’s been on the books for nearly 140 years that provided free hookups to the gas system for new customers in the state. The so-called 100-foot-rule is a reference to how much pipe the state would subsidize. The out-of-pocket cost for builders to link to the local gas network will likely be thousands of dollars, putting the alternative of using electric heat and cooking appliances on a level playing field. “It’s simply unfair, especially when so many people are struggling right now, to expect existing utility ratepayers to foot the bill for a gas hookup at a brand new house that is not their own,” Hochul said in a statement. “I have made affordability a top priority and doing away with this 40-year-old subsidy that has outlived its purpose will help with that.”
Redwood Materials, the battery recycling startup led by Tesla cofounder J.B. Straubel, has entered into commercial production at its South Carolina facility. The first phase of the $3.5 billion plant “has brought a system online that’s capable of recovering 20,000 metric tons of critical minerals annually, which isn’t full capacity,” Sawyer Merritt, a Tesla investor, posted on X. “Redwood’s goal is to keep these resources here; recovered, refined, and redeployed for America’s advantage,” the company wrote in a blog post on its website. “This strategy turns yesterday’s imports into tomorrow’s strategic stockpile, making the U.S. stronger, more competitive, and less vulnerable to supply chains controlled by China and other foreign adversaries.”
A 13-state alliance at the National Association of State Energy Officials launched a new accelerator program Friday that’s meant to “rapidly expand geothermal power development.” The effort, led by state energy offices in Arizona, California, Colorado, Hawaii, Idaho, Louisiana, Montana, Nevada, New Mexico, Oregon, Pennsylvania, Utah, and West Virginia, “will work to establish statewide geothermal power goals and to advance policies and programs that reduce project costs, address regulatory barriers, and speed the deployment of reliable, firm, flexible power to the grid.” Statements from governors of red and blue states highlighted the energy source’s bipartisan appeal. California Governor Gavin Newsom, a Democrat, called geothermal a key tool to “confront the climate crisis.” Idaho’s GOP Governor Brad Little, meanwhile, said geothermal power “strengthens communities, supports economic growth, and keeps our grid resilient.” If you want to review why geothermal is making a comeback, read this piece by Matthew.
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Yet another pipeline is getting the greenlight. Last week, the Federal Energy Regulatory Commission approved plans for Mountain Valley’s Southgate pipeline, clearing the way for construction. The move to shorten the pipeline’s length from 75 miles down to 31 miles, while increasing the diameter of the project to 30 inches from between 16 and 23 inches, hinged on whether FERC deemed the gas conduit necessary. On Thursday, E&E News reported, FERC said the developers had demonstrated a need for the pipeline stretching from the existing Mountain Valley pipeline into North Carolina.
Last week, I told you about a bill proposed in India’s parliament to reform the country’s civil liability law and open the nuclear industry to foreign companies. In the 2010s, India passed a law designed to avoid another disaster like the 1984 Bhopal chemical leak that killed thousands but largely gave the subsidiary of the Dow Chemical Corporation that was responsible for the accident a pass on payouts to victims. As a result, virtually no foreign nuclear companies wanted to operate in India, lest an accident result in astronomical legal expenses in the country. (The one exception was Russia’s state-owned Rosatom.) In a bid to attract Western reactor companies, Indian lawmakers in both houses of parliament voted to repeal the liability provisions, NucNet reported.
The critically endangered Lesser Antillean iguana has made a stunning recovery on the tiny, uninhabited islet of Prickly Pear East near Anguilla. A population of roughly 10 breeding-aged lizards ballooned to 500 in the past five years. “Prickly Pear East has become a beacon of hope for these gorgeous lizards — and proves that when we give native wildlife the chance, they know what to do,” Jenny Daltry, Caribbean Alliance Director of nature charities Fauna & Flora and Re:wild, told Euronews.
The fourth-generation gas-cooled reactor company ZettaJoule is setting up shop at an unnamed university.
The appeal of next-generation nuclear technology is simple. Unlike the vast majority of existing reactors that use water, so-called fourth-generation units use coolants such as molten salt, liquid metal, or gases that can withstand intense heat such as helium. That allows the machines to reach and maintain the high temperatures necessary to decarbonize industrial processes, which currently only fossil fuels are able to reach.
But the execution requirements of these advanced reactors are complex, making skepticism easy to understand. While the U.S., Germany, and other countries experimented with fourth-generation reactors in earlier decades, there is only one commercial unit in operation today. That’s in China, arguably the leader in advanced nuclear, which hooked up a demonstration model of a high-temperature gas-cooled reactor to its grid two years ago, and just approved building another project in September.
Then there’s Japan, which has been operating its own high-temperature gas-cooled reactor for 27 years at a government research site in Ibaraki Prefecture, about 90 minutes north of Tokyo by train. Unlike China’s design, it’s not a commercial power reactor. Also unlike China’s design, it’s coming to America.
Heatmap has learned that ZettaJoule, an American-Japanese startup led by engineers who worked on that reactor, is now coming out of stealth and laying plans to build its first plant in Texas.
For months, the company has quietly staffed up its team of American and Japanese executives, including a former U.S. Nuclear Regulatory Commission official and a high-ranking ex-administrator from the industrial giant Mitsubishi. It’s now preparing to decamp from its initial home base in Rockville, Maryland, to the Lone Star State as it prepares to announce its debut project at an as-yet-unnamed university in Texas.
“We haven’t built a nuclear reactor in many, many decades, so you have only a handful of people who experienced the full cycle from design to operations,” Mitsuo Shimofuji, ZettaJoule’s chief executive, told me. “We need to complete this before they retire.”
That’s where the company sees its advantage over rivals in the race to build the West’s first commercial high-temperature gas reactor, such as Amazon-backed X-energy or Canada’s StarCore nuclear. ZettaJoule’s chief nuclear office, Kazuhiko Kunitomi, oversaw the construction of Japan’s research reactor in the 1990s. He’s considered Japan’s leading expert in high-temperature gas reactors.
“Our chief nuclear officer and some of our engineers are the only people in the Western world who have experience of the whole cycle from design to construction to operation of a high temperature gas reactor,” Shimofuji said.
Like X-energy’s reactor, ZettaJoule’s design is a small modular reactor. With a capacity of 30 megawatts of thermal output and 12 megawatts of electricity, the ZettaJoule reactor qualifies as a microreactor, a subcategory of SMR that includes anything 20 megawatts of electricity or less. Both companies’ reactors will also run on TRISO, a special kind of enriched uranium with cladding on each pellet that makes the fuel safer and more efficient at higher temperatures.
While X-energy’s debut project that Amazon is financing in Washington State is a nearly 1-gigawatt power station made up of at least a dozen of the American startup’s 80-megawatt reactors, ZettaJoule isn’t looking to generate electricity.
The first new reactor in Texas will be a research reactor, but the company’s focus is on producing heat. The reactor already working in Japan, which produces heat, demonstrates that the design can reach 950 degrees Celsius, roughly 25% higher than the operating temperature of China’s reactor.
The potential for use in industrial applications has begun to attract corporate partners. In a letter sent Monday to Ted Garrish, the U.S. assistant secretary of energy in charge of nuclear power — a copy of which I obtained — the U.S. subsidiary of the Saudi Arabian oil goliath Aramco urged the Trump administration to support ZettaJoule, and said that it would “consider their application to our operations” as the technology matures. ZettaJoule is in talks with at least two other multinational corporations.
The first new reactor ZettaJoule builds won’t be identical to the unit in Japan, Shimofuji said.
“We are going to modernize this reactor together with the Japanese and U.S. engineering partners,” he said. “The research reactor is robust and solid, but it’s over-engineered. What we want to do is use the safety basis but to make it more economic and competitive.”
Once ZettaJoule proves its ability to build and operate a new unit in Texas, the company will start exporting the technology back to Japan. The microreactor will be its first product line.
“But in the future, we can scale up to 20 times bigger,” Shimofuji said. “We can do 600 megawatts thermal and 300 megawatts electric.”
Another benefit ZettaJoule can tap into is the sweeping deal President Donald Trump brokered with Japanese Prime Minister Sanae Takaichi in October, which included hundreds of billions of dollars for new reactors of varying sizes, including the large-scale Westinghouse AP1000. That included financing to build GE Vernova Hitachi Nuclear Energy’s 300-megawatt BWRX-300, one of the West’s leading third-generation SMRs, which uses a traditional water-cooled design.
Unlike that unit, however, ZettaJoule’s micro-reactor is not a first-of-a-kind technology, said Chris Gadomski, the lead nuclear analyst at the consultancy BloombergNEF.
“It’s operated in Japan for a long, long time,” he told me. “So that second-of-a-kind is an attractive feature. Some of these companies have never operated a reactor. This one has done that.”
A similar dynamic almost played out with large-scale reactors more than two decades ago. In the late 1990s, Japanese developers built four of GE and Hitachi’s ABWR reactor, a large-scale unit with some of the key safety features that make the AP1000 stand out compared to its first- and second-generation predecessors. In the mid 2000s, the U.S. certified the design and planned to build a pair in South Texas. But the project never materialized, and America instead put its resources into Westinghouse’s design.
But the market is different today. Electricity demand is surging in the near term from data centers and in the long term from electrification of cars and industry. The need to curb fossil fuel consumption in the face of worsening climate change is more widely accepted than ever. And China’s growing dominance over nuclear energy has rattled officials from Tokyo to Washington.
“We need to deploy this as soon as possible to not lose the experienced people in Japan and the U.S.,” Shimofuji said. “In two or three years time, we will get a construction permit ideally. We are targeting the early 2030s.”
If every company publicly holding itself to that timeline is successful, the nuclear industry will be a crowded field. But as history shows, those with the experience to actually take a reactor from paper to concrete may have an advantage.
It’s now clear that 2026 will be big for American energy, but it’s going to be incredibly tense.
Over the past 365 days, we at The Fight have closely monitored numerous conflicts over siting and permitting for renewable energy and battery storage projects. As we’ve done so, the data center boom has come into full view, igniting a tinderbox of resentment over land use, local governance and, well, lots more. The future of the U.S. economy and the energy grid may well ride on the outcomes of the very same city council and board of commissioners meetings I’ve been reporting on every day. It’s a scary yet exciting prospect.
To bring us into the new year, I wanted to try something a little different. Readers ask me all the time for advice with questions like, What should I be thinking about right now? And, How do I get this community to support my project? Or my favorite: When will people finally just shut up and let us build things? To try and answer these questions and more, I wanted to give you the top five trends in energy development (and data centers) I’ll be watching next year.
The best thing going for American renewable energy right now is the AI data center boom. But the backlash against developing these projects is spreading incredibly fast.
Do you remember last week when I told you about a national environmental group calling for data center moratoria across the country? On Wednesday, Senator Bernie Sanders called for a nationwide halt to data center construction until regulations are put in place. The next day, the Working Families Party – a progressive third party that fields candidates all over the country for all levels of government – called for its candidates to run in opposition to new data center construction.
On the other end of the political spectrum, major figures in the American right wing have become AI skeptics critical of the nascent data center buildout, including Florida Governor Ron DeSantis, Missouri Senator Josh Hawley, and former Trump adviser Steve Bannon. These figures are clearly following the signals amidst the noise; I have watched in recent months as anti-data center fervor has spread across Facebook, with local community pages and groups once focused on solar and wind projects pivoting instead to focus on data centers in development near them.
In other words, I predicted just one month ago, an anti-data center political movement is forming across the country and quickly gaining steam (ironically aided by the internet and algorithms powered by server farms).
I often hear from the clean energy sector that the data center boom will be a boon for new projects. Renewable energy is the fastest to scale and construct, the thinking goes, and therefore will be the quickest, easiest, and most cost effective way to meet the projected spike in energy demand.
I’m not convinced yet that this line of thinking is correct. But I’m definitely sure that no matter the fuel type, we can expect a lot more transmission development, and nothing sparks a land use fight more easily than new wires.
Past is prologue here. One must look no further than the years-long fight over the Piedmont Reliability Project, a proposed line that would connect a nuclear power plant in Pennsylvania to data centers in Virginia by crossing a large swathe of Maryland agricultural land. I’ve been covering it closely since we put the project in our inaugural list of the most at-risk projects, and the conflict is now a clear blueprint.
In Wisconsin, a billion-dollar transmission project is proving this thesis true. I highly recommend readers pay close attention to Port Washington, where the release of fresh transmission line routes for a massive new data center this week has aided an effort to recall the city’s mayor for supporting the project. And this isn’t even an interstate project like Piedmont.
While I may not be sure of the renewable energy sector’s longer-term benefits from data center development, I’m far more confident that this Big Tech land use backlash is hitting projects right now.
The short-term issue for renewables developers is that opponents of data centers use arguments and tactics similar to those deployed by anti-solar and anti-wind advocates. Everyone fighting data centers is talking about ending development on farmland, avoiding changes to property values, stopping excess noise and water use, and halting irreparable changes to their ways of life.
Only one factor distinguishes data center fights from renewable energy fights: building the former potentially raises energy bills, while the latter will lower energy costs.
I do fear that as data center fights intensify nationwide, communities will not ban or hyper-regulate the server farms in particular, but rather will pass general bans that also block the energy projects that could potentially power them. Rural counties are already enacting moratoria on solar and wind in tandem with data centers – this is not new. But the problem will worsen as conflicts spread, and it will be incumbent upon the myriad environmentalists boosting data center opponents to not accidentally aid those fighting zero-carbon energy.
This week, the Bureau of Land Management approved its first solar project in months: the Libra facility in Nevada. When this happened, I received a flood of enthusiastic and optimistic emails and texts from sources.
We do not yet know whether the Libra approval is a signal of a thaw inside the Trump administration. The Interior Department’s freeze on renewables permitting decisions continues mostly unabated, and I have seen nothing to indicate that more decisions like this are coming down the pike. What we do know is that ahead of a difficult midterm election, the Trump administration faces outsized pressure to do more to address “affordability,” Democrats plan to go after Republicans for effectively repealing the Inflation Reduction Act and halting permits for solar and wind projects, and there’s a grand bargain to be made in Congress over permitting reform that rides on an end to the permitting freeze.
I anticipate that ahead of the election and further permitting talks in Congress, the Trump administration will mildly ease its chokehold on solar and wind permits because that is the most logical option in front of them. I do not think this will change the circumstances for more than a small handful of projects sited on federal lands that were already deep in the permitting process when Trump took power.
It’s impossible to conclude a conversation about next year’s project fights without ending on the theme that defined 2025: battery fire fears are ablaze, and they’ll only intensify as data centers demand excess energy storage capacity.
The January Moss Landing fire incident was a defining moment for an energy sector struggling to grapple with the effects of the Internet age. Despite bearing little resemblance to the litany of BESS proposals across the country, that one hunk of burning battery wreckage in California inspired countless communities nationwide to ban new battery storage outright.
There is no sign this trend will end any time soon. I expect data centers to only accelerate these concerns, as these facilities can also catch fire in ways that are challenging to address.