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A new study from the University of California, Berkeley, breaks down the issues, while also stirring up a controversy of its own.

A new study casts doubt on the integrity of yet another type of carbon offset.
Researchers from the University of California, Berkeley, investigated clean cookstove projects, in which companies distribute stoves that require less or cleaner types of fuel to people who cannot afford them and sell carbon credits based on the resulting emission reductions. These projects have generated, on average, nine times more carbon credits than they should have based on their climate benefits, the researchers found.
This kind of credit inflation obscures climate progress, as the individuals and businesses who buy these credits do so to justify their own emissions under the belief that they are funding climate action elsewhere.
It also threatens a key source of funding to remedy a major public health problem. Nearly a third of the global population — some 2.3 billion people — cook with wood and charcoal burned on open fires or in very basic stoves that expose people to dangerous levels of pollution, including particulate matter and carbon monoxide. The smoke contributes to respiratory and cardiovascular problems and leads to an estimated 4 million premature deaths every year. On top of that, this form of cooking releases roughly 2% of global greenhouse gas emissions.
Companies have jumped at the opportunity to finance solutions by selling carbon offsets, with great success. Between 2017 and 2022, the volume of finance secured for clean cookstoves through the carbon market increased 45-fold, according to a report by the Clean Cookstove Alliance published last fall. Now, cookstove projects make up some 10% of all credits on the carbon market. And they’re one of the fastest growing types of offset projects.
The new study, published in the peer-reviewed journal Nature Sustainability on Wednesday, finds that the methods developers are using to measure the amount of carbon these projects avoid are deeply flawed.
The first red flag the researchers identified was that academic studies of clean cookstoves report much lower adoption rates (whether the new stove was used) and usage rates (how often the new stove was used) than offset projects do. A representative sample of offset projects reported an 86% adoption rate and 98% usage rate, whereas the research literature reported a 58% adoption rate and 52% usage rate.
“The literature at large has found, honestly, devastatingly low rates of adoption and usage,” Annelise Gill-Wiehl, a PhD student at Berkeley and the lead author of the study told me. Some families totally abandon their new stoves, while others continue to use traditional cooking methods in addition to the clean stove. That’s because the new stoves might have smaller burners, not get as hot, change the taste of traditional foods, or else just create more work for cooks. “The first thing you have to ask yourself is, have these offset projects just solved it?” Gill-Wiehl said. “Or are there limitations in their methods?”
One big limitation, according to Gill-Wiehl and her coauthors, is the way offset data is collected. To measure adoption, many project managers use a simple one-time survey that asks households if they used the new stove in the last week or month. If they reply yes, the developer will generate credits as if the household used the stove 100% of the time. Not only is this not exactly robust methodologically, but it may also result in participants inflating their usage to please the survey collectors — a common effect known as “social desirability bias.”
Another major issue stems from the way these projects account for larger environmental impacts. One of the key ways clean cookstove initiatives cut emissions is by reducing the degradation of forests that results from the gathering of fuel to make fires. It would be impossible to measure these cuts directly, but the default estimates that project developers use vastly overstate the level of degradation that would otherwise occur compared to what the peer-reviewed literature has found.
But like anything offsets-related, this study, too, has attracted fierce scrutiny. After an earlier version of it was published a year ago, offset project developers responded with an open letter calling it “misguided.” For instance, the letter calls it inappropriate to compare carbon offset projects to non-commercial projects analyzed in the academic literature. It also accuses the Berkeley researchers of selectively choosing studies and carbon offset projects to include. Finally, the letter also points to the fact that the Better Cooking Company, a cookstove company that is trying to sell credits, provided funding for the study and asserts that the findings benefit that company.
Gill-Wiehl pushed back on all points. The Better Cookstove Company provided less than 5% of the funding, she said, and had no influence over the findings. She added that the results didn’t benefit the company — the study implied that it, too, was guilty of over-crediting, primarily due to inflated forest conservation estimates. (The Better Cookstove Company has since updated its forest conservation estimates to align with the findings in the study, decreasing its sellable credits.)
“We did not write this to burn cookstoves to the ground,” she told me. “This is an incredibly important project type, and it’s so incredibly important that it can't be based on a house of cards.”
Gill-Wiehl said she and her co-authors want the carbon market registries — the groups that design the methodologies project developers must follow to generate and sell credits — to adopt stronger rules that improve the integrity of the market. For example, to measure usage, they could require developers to collect metered data from the stoves or to use fuel sales data. They also want the registries to require that developers use more accurate estimates from the literature for forest degradation. Without significant change, buyers could lose confidence and funding could dry up.
Some of the issues with clean cookstove projects were already known, if not quantified to the extent in this new paper, and there are some ongoing efforts in the industry to improve them. An influential United Nations body recently supported research to establish more accurate estimates of forest degradation, and a consortium of government groups and NGOs is working to develop stronger rules for crediting cookstove projects.
The authors of the study hope this increased attention on cookstoves doesn’t just lead to more legitimate offset projects, but also to ones that better prioritize public health. The vast majority of the cookstoves handed out for offset projects are designed to run more efficiently, but still expose users to dangerous levels of pollution. As of November 2022, only 4% of projects provided the types of stoves that the World Health Organization deems “clean for health at point of use.”
“I feel like at this moment when there’s a shake up of the offset market in general — but also, right now around cookstoves — we have an opportunity to direct all of this finance to projects that have a transformative benefit to people’s lives and health,” Barbara Haya, director of the Berkeley Carbon Trading Project and one of the study’s authors, told me. “And we have an obligation to do that if we’re going to use those credits to make claims of reducing emissions.”
Editor’s note: This story has been updated to correct the proportion of funding the Better Cookstove Company provided for the study and to reflect changes the company has made to its offset methodology since the study’s completion. We regret the error.
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A new policy proposal argues that large load tariffs on their own aren’t enough.
Earlier this year, I attempted to draw up a web diagram about energy affordability. My head was spinning from reading social media threads of experts arguing over the reasons electricity rates were so high, the best strategies to lower them, and how the data center explosion fit into the picture. I wanted to see all of the ideas laid out in one place. Here’s what I sketched out at the time:

That was in March. Looking back at it now, a few things stand out. Of course, Washington hasn't gotten anywhere meaningful yet on permitting reform. Also, the BYOP, or “bring your own power,” idea has in some cases become a justification to build huge off-grid natural gas power plants. Amazon, for example, defended backing what may become the largest fossil fuel plant in the country by saying that it “believes in paying the full costs of powering our operations,” and that the Texas data center project is “powered by new on-site generation that won’t raise electricity costs for Texas families.”
On the other hand, there have been some promising developments in deploying virtual power plants and “grid edge” technologies like rooftop solar, to the benefit of both tech companies and regular folks. In July, New Jersey passed a law to incentivize data center developers to fund virtual power plants that can create more capacity on the grid. The program could ultimately help residential customers get solar panels and batteries, which would bring down their energy bills. Just today, Google announced a partnership with the California utility PG&E to offer residential customers discounts on heat pumps combined with battery energy storage in Alameda and Santa Clara counties. The first 25 homeowners to sign up will get $10,000 off; after that the discount is $5,000.
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One strategy I didn’t jot down back in March was the “large load tariff.” This is when utility regulators create a new electricity rate class for large energy users that helps isolate the costs of serving these customers. A growing number of states have gone one step further and developed data center-specific tariffs, with requirements like charging data centers a minimum fee regardless of how much energy they use, and, in some cases, creating incentives for them to build new renewable energy projects.
A policy paper that came across my desk this week argues that this approach doesn’t go far enough. It says that states have an opportunity to fund the modernization of the electric grid by adding a surcharge on top of large load tariffs.
The paper is from the State Support Center, a nonprofit that provides clean energy policy recommendations and technical assistance to states. It was co-founded by Sam Ricketts, one of the founders of the climate group Evergreen Action and a significant voice in shaping the Inflation Reduction Act. Initially, the Center helped states figure out how to take advantage of all of the new federal funding that came out of that law. Now, like the rest of us, Ricketts is thinking about data centers.
“State policymakers are looking for ways to meet the load growth that is predominantly being driven by data centers,” he told me. “There hasn't been a thorough-enough discussion about capturing investments that large data center loads are making and using those revenues to drive investment into key barriers for the clean grid expansion that the electricity system in the U.S. now needs.”
Traditional large load tariffs are about cost assignment, Ricketts said: Regulators determine the cost of network and operational upgrades required to serve big customers and require utilities to pass those on directly rather than spreading them across the entire customer base. This is just the baseline of what data center developers should do to pay their “fair share,” though, Ricketts argued. Even if large load tariffs help cover the cost of new power plants, they don’t necessarily help solve the interconnection bottlenecks that are preventing generators — especially renewables — from joining the grid, for example.
By adding a simple per-megawatt surcharge to the rates data centers pay, states could raise revenue to accelerate interconnection. They could fund additional staff and invest in new software solutions to help move through the queue of projects waiting to connect faster. They could also put the money toward financing grid upgrades, such as installing grid-enhancing technologies that create more capacity on existing power lines. Alternatively, they could use the money to reward cities and towns for permitting projects more quickly, or to support siting and permitting at the state level, the paper suggests.
Ricketts told me that many state utility commissions have the power to do this today, and those that don’t would require just a simple bit of legislation to empower them. New York could become the first to adopt the idea. In June, Governor Kathy Hochul directed the state’s Department of Public Service to consider requiring data centers to invest in a “grid acceleration fund.”
Several states have already levied similar fees on data centers — they just haven’t dedicated the money toward grid upgrades. A new $0.01-per-kilowatt-hour surcharge on loads larger than 100 megawatts in Oregon will fund efficiency and distributed energy projects that reduce costs for residential customers. Virginia enacted a $0.011 per kilowatt-hour data center electricity consumption tax that will raise money for the state’s general fund. It’s expected to generate $600 million per year.
The paper doesn’t pitch the surcharge as a cure-all, nor does it touch the issue of public opposition or federal permitting obstacles. “The surcharge as envisioned and proposed here is pretty modest,” Ricketts told me. “It is trying to attend to a gap, which is like, hey, there's an opportunity here to capture reinvestment into the grid needs that are truly necessary.”
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.