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Life cycle analysis has some problems.

About six months ago, a climate scientist from Arizona State University, Stephanie Arcusa, emailed me a provocative new paper she had published that warned against our growing reliance on life cycle analysis. This practice of measuring all of the emissions related to a given product or service throughout every phase of its life — from the time raw materials are extracted to eventual disposal — was going to hinder our ability to achieve net-zero emissions, she wrote. It was a busy time, and I let the message drift to the bottom of my inbox. But I couldn’t stop thinking about it.
Life cycle analysis permeates the climate economy. Businesses rely on it to understand their emissions so they can work toward reducing them. The Securities and Exchange Commission’s climate risk disclosure rule, which requires companies to report their emissions to investors, hinges on it. The clean hydrogen tax credit requires hydrogen producers to do a version of life cycle analysis to prove their eligibility. It is central to carbon markets, and carbon removal companies are now developing standards based on life cycle analysis to “certify” their services as carbon offset developers did before them.
At the same time, many of the fiercest debates in climate change are really debates about life cycle analysis. Should companies be held responsible for the emissions that are indirectly related to their businesses, and if so then which ones? Are carbon offsets a sham? Does using corn ethanol as a gasoline substitute reduce emissions or increase them? Scientists have repeatedly reached opposite conclusions on that one depending on how they accounted for the land required to grow corn and what it might have been used for had ethanol not been an option. Though the debate plays out in calculations, it’s really a philosophical brawl.
Everybody, for the most part, knows that life cycle analysis is difficult and thorny and imprecise. But over and over, experts and critics alike assert that it can be improved. Arcusa disagrees. Life cycle analysis, she says, is fundamentally broken. “It’s a problematic and uncomfortable conclusion to arrive at,” Arcusa wrote in her email. “On the one hand, it has been the only tool we have had to make any progress on climate. On the other, carbon accounting is captured by academia and vested interests and will jeopardize global climate goals.”
When I recently revisited the paper, I learned that Arcusa and her co-authors didn’t just critique life cycle analysis, they proposed a bold alternative. Their idea is not economically or politically easy, but it also doesn’t suffer from the problems of trying to track carbon throughout the supply chain. I recently called her up to talk through it. Our conversation has been edited for clarity.
Can you walk me through what the biggest issues with life cycle analysis are?
So, life cycle analysis is a qualitative tool —
It seems kind of counterintuitive or even controversial to call it a qualitative tool because it’s specifically trying to quantify something.
I think the best analogy for LCA is that it’s a back-of-the-envelope tool. If you really could measure everything, then sure, LCA is this wonderful idea. The problem is in the practicality of being able to collect all of that data. We can’t, and that leads us to use emissions factors and average numbers, and we model this and we model that, and we get so far away from reality that we actually can’t tell if something is positive or negative in the end.
The other problem is that it’s almost entirely subjective, which makes one LCA incomparable to another LCA depending on the context, depending on the technology. And yes, there are some standardization efforts that have been going on for decades. But if you have a ruler, no matter how much you try, it’s not going to become a screwdriver. We’re trying to use this tool to quantify things and make them the same for comparison, and we can’t because of that subjectivity.
In this space where there is a lot of money to be made, it’s very easy to manipulate things one way or another to make it look a little bit better because the method is not robust. That’s really the gist of the problems here.
One of the things you talk about in the paper is the way life cycle analysis is subject to different worldviews. Can you explain that?
It’s mostly seen in what to include or exclude in the LCA — it can have enormous impacts on the results. I think corn ethanol is the perfect example of how tedious this can be because we still don’t have an answer, precisely for that reason. The uncertainty range of the results has shrunk and gotten bigger and shrunk and gotten bigger, and it’s like, well, we still don’t know. And now, this exact same worldview debate is playing into what should be included and not included in certification for things [like carbon removal] that are going to be sold under the guise of climate action, and that just can’t be. We’ll be forever debating whether something is true.
Is this one of those things that scientists have been debating for ever, or is this argument that we should stop using life cycle analysis more of a fringe idea?
I guess I would call it a fringe idea today. There’s been plenty of criticism throughout the years, even from the very beginning when it was first created. What I have seen is that there is criticism, and then there is, “But here’s how we can solve it and continue using LCA!” I’ve only come across one other publication that specifically said, “This is not working. This is not the right tool,” and that’s from Michael Gillenwater. He’s at the Greenhouse Gas Management Institute. He was like, “What are we doing?” There might be other folks, I just haven’t come across them.
Okay, so what is the alternative to LCA that you’ve proposed in this paper?
LCA targets the middle of the supply chain, and tries to attribute responsibility there. But if you think about where on the supply chain the carbon is the most well-known, it is actually at the source, at the point of origin, before it becomes an emission. At the point where it is created out of the ground is where we know how much carbon there is. If we focus on that source through a policy that requires mandatory sequestration — for every ton of carbon that is now produced, there is a ton of carbon that’s been put away through carbon removal, and the accounting happens there, before it is sold to anybody — anybody who’s now downstream of that supply chain is already carbon neutral. There is no need to track carbon all the way down to the consumer.
We know this is accurate because that is where governments already collect royalties and taxes — they want to know exactly how much is being sold. So we already do this. The big difference is that the policy would be required there instead of taxing everybody downstream.
You’re saying that fossil fuel producers should be required to remove a ton of carbon from the atmosphere for every ton of carbon in the fuels they sell?
Yeah, and maybe I should be more specific. They should pay for an equal amount of carbon to be removed from the atmosphere. In no way are we implying that a fossil carbon producer needs to also be doing the sequestration themselves.
What would be the biggest challenges of implementing something like this?
The ultimate challenge is convincing people that we need to be managing carbon and that this is a waste management type of system. Nobody really wants to pay for waste management, and so it needs to be regulated and demanded by some authority.
What about the fact that we don’t really have the ability to remove carbon or store carbon at scale today, and may not for some time?
Yes, we need to build capacity so that eventually we can match the carbon production to the carbon removal, which is why we also proposed that the liability needs to start today, not in the future. That liability is as good as a credit card debt — you actually have to pay it. It can be paid little by little every year, but the liability is here now, and not in the future.
The risk in the system that I’m describing, or even the system that is currently being deployed, is that you have counterproductive technologies that are being developed. And by counterproductive, I mean [carbon removal] technologies that are producing more emissions than they are storing, and so they’re net-positive. You can create a technology that has no intention of removing more carbon than its sequesters. The intention is just to earn money.
Do you mean, like, the things that are supposed to be removing carbon from the atmosphere and sequestering it, they are using fossil fuels to do that, and end up releasing more carbon in the process?
Yeah, so basically, what we show in the paper is that when we get to full carbon neutrality, the market forces alone will eliminate those kinds of technologies that are counterproductive. The problem is during the transition, these technologies can be economically viable because they are cheaper than they would be if 100% of the fossil fuel they used was carbon neutral through carbon removal. And so in order to prevent those technologies from gaming the system, we need a way to artificially make the price of fossil carbon as expensive as it would be if 100% of that fossil carbon was covered by carbon removal.
That’s where the idea of permits comes in. For every amount that I produce, I now have an instant liability, which is a permit. Each of those permits has to be matched by carbon removal. And since we don’t have enough carbon removal, we have futures and these futures represent the promise of actually doing carbon removal.
What if we burn through the remaining carbon budget and we still don’t have the capacity to sequester enough carbon?
Well, then we’re going into very unchartered territory. Right now we’re just mindlessly going through this thinking that if we just reduce emissions it will be good. It won’t be good.
In the paper, you also argue against mitigating greenhouse gases other than carbon, and that seems pretty controversial to me. Why is that?
We’re not arguing against mitigating, per se. We’re arguing against lumping everything under the same carbon accounting framework because lumping hides the difficulty in actually doing something about it. It’s not that we shouldn’t mitigate other greenhouse gases — we must. It’s just that if we separate the problem of carbon away from the problem of methane, away from the problem of nitrous oxide, or CFCs, we can tackle them more effectively. Because right now, we’re trying to do everything under the same umbrella, and that doesn’t work. We don’t tackle drinking and driving by sponsoring better tires. That’s just silly, right? We wouldn’t do that. We would tackle drinking and driving on its own, and then we would tackle better tires in a different policy.
So the argument is: Most of climate change is caused by carbon; let’s tackle that separately from the others and leave tackling methane and nitrous oxide to purposefully created programs to tackle those things. Let’s not lump the calculations altogether, hiding all the differences and hiding meaningful action.
Is there still a role for life cycle analysis?
You don’t want to be regulating carbon using life cycle analysis. So you can use the life cycle analysis for qualitative purposes, but we’re pretending that it is a tool that can deliver accurate results, and it just doesn’t.
What has the response been like to this paper? What kind of feedback have you gotten?
Stunned silence!
Nobody has said anything?
In private, they have. Not in public. In private, it’s been a little bit like, “I’ve always thought this, but it seemed like there was no other way.” But then in public, think about it. Everything is built on LCA. It’s now in every single climate bill out there. Every single standard. Every single consulting company is doing LCA and doing carbon footprinting for companies. It’s a huge industry, so I guess I shouldn’t have been surprised to hear nothing publicly.
Yeah, I was gonna ask — I’ve been writing about the SEC rules and this idea that companies should start reporting their emissions to their investors, and that would all be based on LCA. There’s a lot of buy-in for that idea across the climate movement.
Yeah, but there’s definitely a fine line with make-believe. I think in many instances, we kid ourselves thinking that we’re going to have numbers that we can hang our hats on. In many instances we will not, and they will be challenged. And so at that point, what’s the point?
One thing I hear when I talk to people about this is, well, having an estimate is better than not having anything, or, don’t let the perfect be the enemy of the good, or, we can just keep working to make them better and better. Why not?
I mean, I wouldn’t say don’t try. But when it comes to actually enforcing anything, it’s going to be extremely hard to prove a number. You could just be stuck in litigation for a long time and still not have an answer.
I don’t know, to me it just seems like an endless debate while time is ticking and we will just feel good because we’ll have thought we measured everything. But we’re still not doing anything.
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Current conditions: South Korea’s heat wave has killed at least 16 people after the southeastern city of Yangsan recorded an all-time national temperature high of nearly 109 degrees Fahrenheit • Washington authorities arrested a man suspected of arson as the Pacific Northwest state struggles to contain wildfires around Spokane • Typhoon Dolphin intensified into a Category 4 storm as it barrels toward southern Japan, where the ongoing heat wave has killed three female lions at a Tokyo zoo.
The United States could reach a deal with Iran as early as today to reopen the Strait of Hormuz to commercial shipping, Treasury Secretary Scott Bessent said. When asked during a Tuesday appearance on CNBC whether the agreement would allow Tehran to charge a toll to oil tankers, Bessent said the pact would include “freedom of movement.”
The announcement came as President Donald Trump faced a particularly grim economic milestone. Thanks to inflation from the Iran War, the price per gallon of diesel in the U.S. has averaged $4.09 since Trump returned to office in January 2025, according to a Financial Times analysis of Energy Information Administration data. That compares to $4.08 during Biden’s four years in office, when the Ukraine war triggered a price shock on diesel.
When the Trump administration brokered an $80 billion deal to support construction of at least 10 more Westinghouse AP1000 reactors in the U.S., the agreement came with a measure that would allow the federal government to request that the company’s owners offer shares of the legendary developer behind much of the American nuclear fleet on the stock market. It now appears that won’t be necessary. Last week, Westinghouse, a co-venture between Canadian uranium giant Cameco and Toronto-headquartered investment giant Brookfield, filed confidential paperwork with the U.S. Securities and Exchange Commission, laying the groundwork for a possible IPO.
The move came just two weeks after Holtec International, another long-standing stalwart in the industry that’s looking to play a central role in the next U.S. reactor buildout, filed its own S-1 paperwork with the SEC. At present, retail investors have limited options to bet on the nuclear renaissance. Startups such as X-energy, Oklo, and Hadron Energy — none of which has yet built a reactor or won Nuclear Regulatory Commission approval of its design — have dominated the market. Established firms such as the nuclear utility Constellation Energy, fuel maker Centrus Energy, and GE Vernova, whose joint venture with Japanese conglomerate Hitachi is a leading reactor developer, have also benefited. But Westinghouse and Holtec would be among the most serious “pure play” contenders on the market with real balance sheets.
British Prime Minister Andy Burnham took power last month after Labour leader Keir Starmer stepped down amid plummeting support within his own party, clearing the way for the populist former Manchester mayor’s democratic socialist reforms. Among the changes Burnham is expected to make on energy is giving the government an even greater role in developing fusion energy. “Because Burnham is committed to greater public control over utilities like energy, but within existing fiscal rules, his impact on fusion is likely to be about governance and ownership structures — for example stronger public or community stakes in fusion projects and more explicit links to regional development — rather than changing the headline national targets for fusion deployment themselves,” analyst Michael Heumann wrote in The Fusion Report.
It’s the type of intervention for which Japan’s fusion industry is pining. As you may recall, Japan’s conservative new “Iron Lady” Prime Minister Sanae Takaichi is going all in on reviving her country’s nuclear industry. But the FT reports that Japan’s fusion industry is now lobbying for more government support to get off the ground.
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Dominion Energy’s Coastal Virginia Offshore Wind project is progressing toward coming online by the end of next year. The timeline for the 2.6-gigawatt facility off Virginia’s shores to install its 176th and final turbine pushes back the start date from early 2027. But Dominion said the schedule “reflects additional contingency for weather, vessel maintenance, loadout operations, and extended jacking activities, rather than changes to the base turbine installation rate, which has been two days per turbine so far,” according to offshoreWIND.biz. The update comes after Trump conceded defeat in his battle to use the Department of Justice to wrestle back federal permits issued to offshore wind projects under the previous administration, my colleague Emily Pontecorvo wrote in June.
On Tuesday evening, meanwhile, 10 judges on the U.S. Court of Appeals for the District of Columbia Circuit upheld an earlier injunction that said the Environmental Protection Agency could not cancel $20 billion in climate grants, ruling in a split decision that recipients should have access to the funds.
Renewables made up 54.1% of Spain’s electricity generation in July — and it’s even higher when you count Spaniards who generated solar at home for self-consumption. That’s according to the latest data the national grid operator Red Electric de España published Tuesday. Generation from renewables surged nearly 6% year-over-year to a record 14,699 gigawatt-hours last month, according to Renewables Now. Solar made up by far the largest share for the fourth consecutive month, accounting for more than 28% of the mix in July.

I’m always fascinated by the parallels between Cuba and Puerto Rico, which — despite shared colonial histories and struggles — took divergent paths in the mid-20th Century, only to both end up with aging grids that can’t keep the lights on. I was reminded of conversations I have had with Boricuas who have spent nights sleeping on balconies and porches when the electricity is out, leaving air conditioners and fans idled on hot nights. In Cuba, that’s now happening en masse as the summer heat collides with the ongoing U.S. oil embargo. “Things are only getting worse. Tomorrow it’ll collapse again ... and we’ll be back to sleeping on the Malecón,” Alexey Ríos García told the Associated Press as he used a piece of yellow foam as a pillow to cushion his head from the tough concrete.
What’s next for electric cars? There’s no consensus.
Here’s the good news on electric cars in America: Sales in the second quarter of 2026 rose by 14% compared to the first quarter, which itself was an improvement on the preceding quarter. And here’s the bad: Even those good-looking Q2 sales numbers this year represent a 20% decrease from the same period in 2025.
Welcome to a confused moment in EV history. Electric vehicle sales in this country grew at a decent rate through the early part of the 2020s — right up until they fell off a cliff last fall when the federal tax credit disappeared and cars became $7,500 more expensive overnight. EVs have begun to recover in the intervening months, especially as Americans look for some respite from high gas prices. Yet the lineup of available EVs for them to purchase has been weakened by endless volatility. Car companies struggle to keep up with Chinese competitors abroad and the Trump administration’s relentless attacks on electric vehicles here. Meanwhile, EV makers have shifting visions of what they want electric cars to be.
In the long run, nothing has changed. The automotive industry is headed in one direction: toward a future dominated by battery-powered electric vehicles. But in the short run, even as EVs are setting sales records in dozens of countries and approaching 30% of the global car fleet, it feels like everyone involved in trying to sell EVs to Americans is driving in a different direction.
Just take a quick accounting of the players. At the start of the decade, Ford pinned its hopes on the F-150 Lightning pickup truck and the Mustang Mach-E, but never figured out how not to lose money on them. Last year, the company then blew up plans for its second-generation EV to go back to the drawing board. It stood up a skunkworks team at a far-flung California factory to learn how to slash manufacturing costs and make a mid-size electric truck in the $30,000s, set to emerge from the shadows next year.
Its Detroit rival, GM, looked to be in better shape. It bet its battery-powered fortunes on the Ultium platform that would underpin many vehicles across its lineup. In doing so, it rolled out a more ambitious lineup than Ford: Not just the Chevy Silverado, Blazer, Equinox, and Bolt, but several well-received Cadillac models that breathed some life into that atrophying brand.
In 2024, GM phased out the Ultium name, seemingly to make room for the next-generation architecture to follow. And then things started to get a little rocky. The Chevy Bolt, a hero of the late 2010s era of EVs, returned just in time to be canceled so GM could build more gas-guzzling Buick crossovers. General Motors is now stuck in a wait-and-see on battery power. It may update its existing EVs, particularly the Equinox, but reportedly has no plans to expand its electric offerings until at least 2030 — when, perhaps, some of the dust of the Trump presidency has settled.
GM’s fortunes look rosy next to those of Stellantis, the global giant that owns car brands like Jeep, Dodge, Chrysler, and Ram. Like competitors Ford and GM, Stellantis has had to take on eight-figure losses as it rejiggers its business to try to compete in the electric future. But unlike the Detroit duo, it has no particular success story even to hang its hat upon. Jeep EVs have been a struggle, and the planned Ram EV pickup never even saw the light of day. Now the great electric hope for pickup trucks is the planned Ram extended-range EV, a truck that would carry a gasoline engine simply to act as an onboard generator that recharges the battery.
Among Japan’s legacy automakers, the surprising insurgent is Toyota. The world’s biggest car company has been perhaps the most openly skeptical of electrification, with leadership arguing time and again against the economic feasibility of electric cars. Public statements make it sounds as if the company is being dragged away from the combustion age against its will. And yet, as the other car companies drift into limbo amid the chaotic current market, here is Toyota, slowly building up something rather than shifting its plans every couple of years.
Though its first true EV, the bZ4x, wasn’t up the standard of today’s best EVs, Toyota has stormed into 2026 with an improved version, the bZ, plus a revival of the C-HR small crossover in fully electric form. Toyota is in the midst of electrifying the Highlander SUV and even rolled out a concept car to tease a battery-powered makeover of the iconic Toyota Corolla. While the rest of the industry retreats from EVs to formulate a new plan, Toyota chose this moment to dive in headfirst. The same is true of its frequent design partner, Subaru, which has finally introduced multiple EVs to join the race.
Compare that with the turmoil at rival Honda. Like Subaru, it borrowed technology to accelerate its entry into the U.S. EV race — in Honda’s case, building the Prologue crossover on GM’s Ultium system. The company put several new EVs in the pipeline that would be Hondas from the ground up. Earlier this year, it killed them all, with leadership convinced its efforts just couldn’t compete, especially in non-U.S. markets where it would go up against the dirt-cheap offerings coming out of China.
Then, of course, there’s Tesla. Elon Musk’s brand is suddenly thriving again, thanks in large part to the vacuum created by the rest of the industry. Tesla, for all its bad press in some corners of the internet, still makes up more than half of EV sales in America, and the numbers soared in Q2 in spite of everything that’s been going on with Musk and his company (his focus on everything else that’s not human-driven cars, his political misadventures, and his reliance on just two aging car models, just to name a few issues).
That legacy car companies have stalled and flip-flopped on electrification as the political winds have changed has left the door open for the other EV-only startups. Rivian’s much-ballyhooed R2 arrived this summer and is off to an excellent start on its mission to make that company mainstream. Slate has finally taken the cover off its affordable electric small pickup. Lucid has been dogged by bankruptcy rumors as it tries to cross the startup’s valley of death, but for now, it’s still chugging.
With the car industry so scattered and disparate on its electrification efforts, it’s hard to know quite what to make of things. We’re a long way from the go-go Biden era, when government incentives for EV production gave automakers the confidence to make proclamations about going fully electric. Back then, it felt like we might be on the cusp of seeing an EV version of just about everything. Now it feels like the United States government is fighting another losing war — this one trying to singlehandedly save petroleum power while the rest of the world moves on.
Electric cars came to America slowly, and then fast. After decades of science experiments and sci-fi promises and Who Killed the Electric Car?, EVs gained a foothold remarkably quickly after the rise of Tesla. Millions of Americans now own one. But the leap from early adoption to mass adoption — which was first delayed by factors like high prices and unease with new technology — has been further forestalled by an antagonistic administration and an industry flailing about it keep up with its whims.
Electrification is coming. But this lull isn’t going away anytime soon.
There‘s a striking amount of agreement across the political system about what the big issues are.
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.
The country's fastest-growing market for data centers is, for now, frozen. Governor Greg Abbott of Texas announced on Monday that the state’s grid authority should not allow any more data centers to hook up until state regulatory agencies complete an audit of existing projects.
As part of this audit, data center developers will have to disclose the following, according to the governor:
“Any data center project that fails to comply” with the audit “must be denied,” Abbott wrote in a letter to the agencies.
Abbott's freeze isn't quite broad enough to be called a full-on moratorium. As The Texas Tribune noted, data centers that aren’t asking to connect to Texas’ power grid can proceed as planned. But the announcement does mean New York is no longer the only state where the governor is trying to slow down data center development. As my colleague Alexander Kaufman wrote today in Heatmap AM, Texas’s governor has more than a little in common with New York’s chief executive, Kathy Hochul — above all, they’re both running for re-election in November.
Now, as far as data center regulation goes, Abbott's disclosure requirements are pretty weak tea. That’s chiefly because they are, well, disclosure requirements — they don't require that any developer actually changes their behavior, just that they publish data saying what they were going to do in the first place.
Yet his announcement put me in mind of something I've been thinking about for a while: There might be more agreement about data center regulation than we think.
Take Michigan, for instance. The progressive Senate candidate in that state, Abdul El-Sayed (who could very likely win the Democratic primary tonight), has become prominent partly by speaking out about data centers. He was early to the topic, publishing mandatory “terms of engagement” for data center developers back in January, and his own rise has tracked the issue’s rising salience in American politics.
Some of El-Sayed’s recent remarks about data centers have an undertone of surprise, as if he is a little astounded by how prominent the issue has become. “There’s literally not a conversation that I have, not a stop that I make, where data centers and AI don’t come up,” he said last month. As he recently marveled on a campaign stop last week: “People really effing hate data centers.”
He hasn't called for a national data center moratorium, though, as his allies and endorsers Senator Bernie Sanders or Representative Alexandria Ocasio-Cortez have. Instead, his blessedly short document says Michiganders should have a few “rights” when a data center wants to build in their community:
He’s also called for an end to tax breaks for data centers.
El-Sayed is on the Democratic Party's left. Earlier today, a candidate seen as in the party’s center — Iowa gubernatorial candidate Rob Sand — released his own data center plan. It demands the following, at somewhat greater length:
Look — it’s pretty similar to El-Sayed’s list! Sand might be a moderate, and El-Sayed might be a progressive, but it’s hard to see too much daylight between their data center policies.
What’s notable about these policies is what’s not in them. Neither El-Sayed nor Sand would require that data centers be powered by clean energy, as, say, the Wisconsin DSA gubernatorial candidate Francesca Hong has proposed. Neither El-Sayed nor Sand moots a statewide moratorium on data centers, either. And while their proposals would have more teeth, in theory, than Abbott’s audit, the three proposals are interested in the same questions — energy use, water use, physical footprint, and tax incentives.
As we’ve frequently noted at Heatmap, the data center backlash is strikingly bipartisan. Americans of many backgrounds, belief systems, and byways of life agree that the data center boom is becoming a problem. I wonder if there’s more agreement about the solution, too, than we might think.