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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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Under the sheet metal it’s basically a Toyota — but maybe that’s okay.
I’ve seen these cupholders before. The same goes for the pair of wireless phone charging mats in this Subaru EV, the wheel that spins to select drive or reverse, and the storage cubby between the driver and shotgun seat with its awkwardly positioned “open” button. Even the big central touchscreen and its software are fundamentally identical to the ones I remember — right down to the navigation system’s voice-activated assistant represented by a weird on-screen bubble.
It’s no coincidence the interior of the new Subaru Trailseeker feels so familiar: I just saw it a couple of months ago while test-driving the Toyota CH-R. The two Japanese carmakers have been co-developing the bones of their electric cars together for several years now. Their dueling lineups of new models are, to a large degree, the same vehicles under the sheet metal: The Toyota CH-R and Subaru Uncharted small crossovers are effectively twins. So, too, are the Subaru Trailseeker I drove this week and the Toyota Bz Woodland, the stretched, outdoorsy version of Toyota’s EV.
Sharing parts and even platforms is nothing new. Car companies have partnered with their rivals in the past to split research and development costs. Subie and Toyota have been following this playbook since the gasoline era; in the 2010s they created a lovely small sports car badged as either the Subaru BRZ or the Scion FR-S (back when Toyota used the Scion brand to sell sportier, more “youthful” cars in America).

But sharing has become a more pressing issue in the era of electric driving, as the legacy car companies look for ways to save money as they spend billions learning how to transition their businesses toward battery power. Honda, the other Japanese auto giant, borrowed the General Motors platform to build the Prologue, its most recent attempt at an EV for America. That car sold competitively with the other non-Tesla EVs in the U.S., demonstrating there were some Honda drivers hungry for their brand to make a new EV. But that approach only got Honda so far. The company’s attempts to build a better EV from the ground up have stalled, and it has now canceled an ambitious slate of planned vehicles.
As for Toyota and Subaru, there is much to be gained from this tactic. If you’re a driver simply pondering whether to switch from the gas-powered Outback to the Trailseeker with your next Subaru purchase, you might not care that electric Subarus are just Toyotas on the inside. Still, sharing technology also raises the question: If a Subaru is just a Toyota under the skin, then is calling the car a Subaru enough for the brand’s devotees? The answer, I think, is a possibly surprising “yes.”
At the simplest level, Subaru’s electric cars do succeed in feeling like distinct vehicles. In this clip, one of Toyota’s lead engineers explains some of the philosophical differences that lead the two companies to build different products on top of the same bones. To simplify: Subaru builds with acceleration and sportiness in mind, while Toyota is more focused on braking and safety.
You can feel the difference. Toyota scales up the power depending on how much you pay, from 168 horsepower in the entry-level Bz to 375 horsepower for the outdoorsy Bz Woodland.

Subaru offers all-wheel-drive and 375 horsepower with every trim level of the Trailseeker, and the car is zippy and eager. The high ground clearance and road trip-ready roof rack certainly makes the EV feel appropriately Subaru. While the other vehicles that came out of this partnership were built at Toyota factories in Japan, Trailseeker (and its Toyota twin) were built at a Subaru factory.
And for a long vehicle with lots of storage space in the back, Trailseeker is pretty efficient. I made a decent 3.5 miles per kilowatt-hour on a highway drive from L.A to Santa Barbara, and the Subaru would top 4 miles per kilowatt-hour at city speeds. That efficiency is important, as it stretches the EV’s real-world range above 250 miles, giving it the legs it needs to visit the far-flung outdoorsy destinations Subaru drivers like to visit.
The trouble with co-development is that Subaru’s EVs, though they are fun and capable vehicles, are stuck with the same problems as Toyota’s. The Subaru also doesn’t feature fun or game-changing EV features like a frunk or one-pedal driving. Owners complain that there’s no way to, say, change the charging maximum to from 80% to 100% once a charging session has started, a simple task that can be accomplished with a tap on a phone app in other vehicles.
The car’s built-in navigation system, meanwhile, can list nearby EV chargers if you know where to ask, but it doesn’t incorporate them into its route planning like a Tesla, Rivian, or even Hyundai would do. This is more annoying than you might think, especially in this muddled moment in charging. Trailseeker, having adopted the Tesla NACS plug that is now becoming the industry standard, can charge at some Superchargers — but Tesla doesn’t allow other brands’ EVs at all of its stations, and you have to check their app to see which are okay. Lots of older third-party charging stations, meanwhile, still use the CCS plug that used to be common on EVs, so you’d need an adapter to plug in the Subaru there. That means that in the Trailseeker, you need either a charging strategy in advance or a co-pilot in the passenger seat checking multiple phone apps for you. (These issues can be solved somewhat by using one’s own apps through Apple CarPlay.)
What the Trailseeker is not, most fundamentally, is a Rivian. When that company teased the R2 and R3 a couple of years ago, we said it had the opportunity to dominate an outdoorsy, all-wheel-drive space in the car market that was more or less vacant because Subaru had dragged its feet on electrifying, having released only the disappointing Solterra. R2 is finally available, and compared to Trailseeker, the Rivian is much closer to the Tesla model of what an EV should be — its interface is far more sophisticated, and foundationally, it just feels so much more like a vehicle that was built from the ground up to be electric, not a car built by a legacy automaker still trying to figure out what an EV should be.
But here’s the thing: A lot of drivers, including plenty of Subaru lifers, don’t want the Tesla model. This Reddit post nicely captures the tension: EV-focused reviewers like me invariably notice what’s missing in a vehicle like Trailseeker compared to other electric cars. When you compare the Subie to gas-powered vehicles, though, you notice what’s there — the basic competencies like off-road ruggedness, roof racks, and honest-to-goodness door handles that make people love Subarus in the first place.
The price doesn’t hurt, either. Trailseeker’s key performance features — all-wheel drive, 375 horsepower, 280 miles of maximum range — are available on the simplest version that starts at $39,995, while the top-of-the-line $46,555 version gets more creature comforts. Toyota doesn’t sell an entry-level version of the Trailseeker’s twin, the Bz Woodland, only a fully-decked out edition that’s more than $45,000. Rivian’s fancier versions of R2, by contrast, cost well into the $50,000, with a $45,000 base model due in 2027.
Trailseeker, in other words, is a reasonably affordable, good EV that just works — and that you can buy at the same dealership across town that sold you your last two Outbacks. Which is all a lot of Subaru drivers ever really wanted.
Current conditions: The Pacific is facing a traffic jam of storms, with Hurricane Karina, Tropical Storm Lowell, and Tropical Storm Marie all raging at once • Temperatures in Charlotte, North Carolina, America’s secondary banking capital after New York, are nearing 100 degrees Fahrenheit amid a regionwide heatwave • Tropical Storm Edouard knocked out power from more than 81,000 households in Texas and Louisiana.
Call it the scramble for Caracas. For the first time since the dawn of the 21st century, the South American nation with the world’s largest known oil reserves is open for business to Americans. Eight months after U.S. forces arrested former dictator Nicolás Maduro in his home and Washington backed his vice president, Delcy Rodriguez, as the new leader, Venezuela is becoming a hotbed for American energy companies. On Wednesday, Chevron announced plans to double its production in Venezuela with a $7 billion investment. “We were trying to work at what I call Trump speed,” Secretary of Energy Chris Wright said at a signing ceremony at the Miraflores Palace, according to The Wall Street Journal. “President Trump didn’t want a nudge or a slow drift in a positive direction. He wanted to see as fast as possible a transformation in Venezuela.”
The energy equipment behemoth GE Vernova, meanwhile, inked its own deal to repair large portions of Venezuela’s power grid, Bloomberg reported.

U.S. exports of liquified natural gas averaged 17.4 billion cubic feet per day in the first six months of this year, 23% more than the same period in 2025, according to the latest analysis by the U.S. Energy Information Administration. The agency projected that overseas sales will mostly stay flat through the end of the year before rising to 18.7 billion cubic feet per day in the first half of 2027. The world demands lots of gas right now. The biggest impediment to selling more is capacity. New and expanded export terminals “boosted LNG exports at the fastest rate since the United States began large-scale exports in 2016,” EIA found.
While natural gas and gasoline are different fuels entirely, the boom in the export market for one has come during a domestic price surge for the other. Diesel is selling for $5.69 per gallon, according to AAA data. Regular gas is now averaging $4.12 per gallon nationwide. But diesel is particularly worrying. As my colleague Matthew Zeitlin wrote last month, “now is the worst time for diesel to get expensive,” since it’s a critical moment in farmers’ growing seasons when tractors and other equipment need fuel.
The fashion industry, particularly the cheaply-made fast-fashion brands, are notorious for pollution. Typically that comes in the form of dyed rivers and microplastics from polyester fibers. But the planet-heating gases coming from the apparel sector are on the rise. Emissions climbed 6.3% in 2024, following a 7.5% spike the previous year, according to a new report by the Apparel Impact Institute. That, according to Bloomberg, increased fashion’s emissions by roughly a gigaton, or “about the same as the entire climate footprint of Japan.”
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SB Energy, the division of the Japanese giant Softbank that’s focused on building the infrastructure for artificial intelligence, is seeing such a boom it’s going public. Chip behemoth Nvidia is backing the deal to start trading the stock on the Nasdaq. “The reason Nvidia is on our part of the equation here is that, you know, helps us to unlock things like investment-grade financing. It helps to ensure the project is a success,” SB Energy CEO Rich Hossfeld told CNBC.
Still, the company cautioned that it “may face community opposition, local moratoria, and hyper-local dissent, including growing public resistance to AI and AI-related infrastructure.” Polling from Heatmap Pro last month showed that three-quarters of Americans now oppose data centers in their backyards.
To put it in the modern parlance of today’s youth: Japan’s nuclear sector used to mog most of its peers in East Asia. When the 2011 Fukushima accident occurred, Japan got the ick on atomic energy. Now it’s once again ascending to nuclear maxing — er, nuclearmaxxing. On Wednesday, NucNet reported that a high-level Japanese council chaired by the prime minister adopted a new policy that calls for “maximum use” of atomic energy in the country.
Russia, meanwhile, is leaning into floating nuclear power plants. The country launched the world’s first small modular reactor in 2019 aboard the Akademik Lomonosov, a Siberia-bound barge designed to carry a power plant. In May, I told you that Rosatom was considering building more. On Wednesday, World Nuclear News reported that the Kremlin-controlled nuclear company is establishing a facility specifically designed to produce floating nuclear plants.
Maersk is going old school. The shipping giant just signed a deal to install the first wind sail on a container ship as the shipping industry looks for ways to get off heavily-emitting bunker fuel. The sail, according to the Financial Times, is a 115-foot rotor designed by the British company Anemoi to function without taking up a lot of space in the areas where containers go.
The Pacific Northwest fire season is about to get even worse.
I turned on the heat this week for the first time since spring. Tuesday started out mild, damp, and overcast here in Seattle — the kind of weather the city still conjures in the popular imagination, even if about 50 days a year now are warmer than they used to be because of climate change. Summers here may be getting longer, but this morning felt truly like fall, and in the uninsulated shed where I do most of my writing, I briefly turned on the space heater to stave off the nip.
The same slow-moving low-pressure system responsible for the moody weather in the Puget Sound region will also go far in curbing the state’s wildfires, per Tuesday’s update to the National Wildland Significant Fire Potential Outlook. It’s almost obscenely good luck: September is historically one of the worst times of year for wildfire in the Pacific Northwest, after the summer’s high temperatures have dried out all the fuels but before the autumn rains arrive.
Worse still, though, is the tax on wildland firefighters. They call the month “Snaptember” because the physical and mental health effects of a long firefighting season begin to catch up with the more than 21,000 of them currently on assignment. That is especially true in a year like 2026, the worst fire season in the Pacific Northwest in 30 years. Nationwide, more than 8.2 million acres have burned, 164% of the 10-year average for this point in the year. The National Preparedness Level has sat at its highest level, 5, since mid-July, meaning that fire resources, personnel, and the seasonal hires who make up the bulk of the workforce are stretched to their absolute limit. There is no breathing room — 68 fires ignited yesterday alone, following 140 new ignitions on Monday. Some of the crews fighting the country’s biggest fires have come from as far away as New Zealand to help out.
The good news: The wet start to the month will drop the Pacific Northwest from above-average to normal fire potential for the first half of September, offering a much-needed break. But the brief weather pattern won’t undo August’s damage, including below-average rainfall across the region and the spread of “exceptional drought.” Temperatures ran as much as 8 degrees above average in parts of Oregon, and in southwest Idaho, an abundance of dried juniper, grasses, and shrubs has created, in fire-industry parlance, “an above-average fully cured fine fuel crop” — in normal terms, that means there’s a lot of tinder ready to burn. The entire state of Washington is under a precautionary burn ban until the end of the month.
What follows could be truly nasty. “Outlooks favor above-normal temperatures with no indication of a sustained wet pattern, meaning drying may quickly resume once the early September systems depart,” Tuesday’s report reads. Making matters worse, “Historical analogs and past transitions into El Niño,” such as the one we’re in now, “suggest an elevated likelihood of at least one moderately strong east‑wind day in September, further reinforcing opportunity for new significant fires to arise when lightning or human ignitions occur.” A similar situation — east, downslope winds and summer-cured dry fuels — compounded into the disastrous September fires of 2020, which burned over 11% of the entire Oregon Cascades ecoregion. (While El Niño historically produces above-average temperatures and lower rainfall in the Northwest in the fall, the greatest impacts will like come after the report’s outlook period.)
Drought now covers 57% of the country, and other regions could also pop off this month, further drawing on limited resources. The report highlighted northern California, the southern Plains, the Lower Mississippi Valley, and Florida as other regions with above-average fire potential heading into September. In the Southern Area in particular, which includes Texas, Oklahoma, Arkansas, Louisiana, Mississippi, and southwestern Alabama, the suppressed Atlantic hurricane season has resulted in extreme drought “second only to the last very strong El Niño of 2015,” the report found. Above-average significant fire potential could “very well continue” as late as November.
By then, at least, the Northwest will have “probabilities for more organized storm systems,” particularly beginning in the second half of October, when precipitation will hopefully pick back up. Imagine that: Looking forward to the winter drizzle, which was once the great drawback of living in the Northwest.
But by the time Snaptember is through with us, I worry that those cold, dark, wet days of December will feel far away yet.