You’re out of free articles.
Log in
To continue reading, log in to your account.
Create a Free Account
To unlock more free articles, please create a free account.
Sign In or Create an Account.
By continuing, you agree to the Terms of Service and acknowledge our Privacy Policy
Welcome to Heatmap
Thank you for registering with Heatmap. Climate change is one of the greatest challenges of our lives, a force reshaping our economy, our politics, and our culture. We hope to be your trusted, friendly, and insightful guide to that transformation. Please enjoy your free articles. You can check your profile here .
subscribe to get Unlimited access
Offer for a Heatmap News Unlimited Access subscription; please note that your subscription will renew automatically unless you cancel prior to renewal. Cancellation takes effect at the end of your current billing period. We will let you know in advance of any price changes. Taxes may apply. Offer terms are subject to change.
Subscribe to get unlimited Access
Hey, you are out of free articles but you are only a few clicks away from full access. Subscribe below and take advantage of our introductory offer.
subscribe to get Unlimited access
Offer for a Heatmap News Unlimited Access subscription; please note that your subscription will renew automatically unless you cancel prior to renewal. Cancellation takes effect at the end of your current billing period. We will let you know in advance of any price changes. Taxes may apply. Offer terms are subject to change.
Create Your Account
Please Enter Your Password
Forgot your password?
Please enter the email address you use for your account so we can send you a link to reset your password:
The effort to measure companies’ carbon footprints is remarkably imprecise — and suddenly more important than ever.

Large companies generate a gargantuan amount of carbon-dioxide pollution.
Take the big-box retailer Costco. During the financial year 2020, it emitted 144.5 million metric tons of carbon dioxide — a number on par with the Philippines’ annual emissions. Nike pumped out the equivalent of 11 million metric tons of carbon during the same period, a footprint roughly equal to Zimbabwe’s. Apple, meanwhile, was somewhere on the order of Estonia.
You’ve probably seen data like this before. But here’s a question: How do companies actually arrive at these numbers? How did Costco know its carbon footprint in 2020? Carbon dioxide and other climate-warming gases are invisible, potent even in trace amounts, and constantly absorbed and produced by hundreds of billions of different organisms and chemicals around the world. Costco alone directly or indirectly choreographs the actions of millions of people and things: sailors and longshoremen, factory workers and cotton farmers, employees coming in for their shift and marketing managers spending down an advertising budget.
How could a company like that possibly know its carbon footprint?
Here’s the sorry answer: Most companies don’t. They estimate.
Those estimates are suddenly looking more important. New laws and a proposal from the U.S. Securities and Exchange Commission could soon require that companies treat this data with the same seriousness that they devote to their accounting books. Companies now need their corporate climate data to do something that it was never meant to do: help them make decisions.
So the race is on to help companies estimate better. On Wednesday, Watershed, a startup that helps companies run their climate programs, bought VitalMetrics, a climate-data mainstay that owns and manages one of the most important tools that companies use to estimate their carbon footprints.
That tool, called the Comprehensive Environmental Data Archive, or CEDA, provides what’s known as carbon-intensity data for hundreds of products as made in more than 140 countries. It is one of several tools that has been used to advise Microsoft, Kellogg’s, and Virgin Atlantic since Sangwon Suh, an industrial-ecology professor and Intergovernmental Panel on Climate Change author, founded VitalMetrics in 2005.
Watershed’s acquisition of VitalMetrics signals that corporate climate data is entering a new stage, Taylor Francis, one of the company’s cofounders, told me. Watershed, at least, is a different kind of company than the climate bean counters of yore: Founded by former employees of the payments behemoth Stripe, it has raised $84 million from the venture-capital firms Kleiner Perkins, Sequoia Capital, as well as the billionaire Laurene Powell Jobs.
“The traditional corporate climate complex was basically designed for a world of numbers in the corporate social responsibility report, and a pledge, and a press release,” he said. ”We’re shifting to the new world of numbers in a 10-K,” the annual financial report that public companies must file with the government, “and a planet running out of time.”
I will admit I had it all wrong. I had assumed that because corporate carbon footprints sounded precise and vaguely science-adjacent, they were produced by something like a scientific methodology themselves. I imagined a company’s employees — or at least their consultants — collecting emissions data smokestack by smokestack, pacing around factories while studying air-quality monitors, and doing careful math somewhere in the vicinity of a bunsen burner or two. (I believed this, I should add, despite knowing that many corporate climate reports contain glaring arithmetic errors and sometimes literally do not add up.)
That sort of methodology is the “platonic ideal of carbon accounting,” Francis, the Watershed cofounder, told me. In a perfect world, a company would have measured the per-ton emissions of each of its processes, and it would know these for each of its suppliers down to the raw material.
Yet this is still a ways off for most companies. Instead, the bulk of carbon accounting today now happens in spreadsheets, and it uses dollars, not tons, as an input. Each consumer good or raw commodity aligns to a “factor,” a multiplier that says that for every dollar spent on, say, glass or aluminum, a certain amount of carbon is emitted. A climate team inputs the dollar amount, multiplies it by the factor, and arrives at a result: a company’s annual carbon footprint.
Until now, Watershed and other firms have often calculated corporate climate emissions by using a U.S. Environmental Protection Agency-made database called the Environmentally Extended Input-Output, or EEIO, model, Francis said. “You start with very coarse input data like, we spent $100 million on marketing. So you go to the old EEIO database, and the EEIO says that in the U.S. 10 years ago, the carbon emissions per dollar of marketing spend was X, and you multiply that to get your emissions number.”
“I think that gets you into the right order of magnitude,” he said, but it was messy. The EEIO data is roughly a decade out of date, meaning it overstates climate pollution from the power grid and understates the role of inflation.
VitalMetrics’ CEDA database, on the other hand, is updated every year. It contains carbon-intensity factors for more than 300 products and — most important — it varies these factors based on the country of origin. Going forward, Watershed will calculate corporate emissions data using these CEDA estimates.
This kind of data-gathering isn’t fine-tuned enough for companies to actually make better decisions with their data, Madison Condon, a law professor at Boston University who has criticized the reigning approach, told me. Under the current approach, a company can improve their carbon-accounting data only by shifting production to countries with lower emissions factors. It doesn’t get credit for, say, installing technologies at its existing factories that lower emissions.
That is unsustainable because corporate carbon accounting is becoming important to governments around the world. The Securities and Exchange Commission has proposed requiring publicly traded companies to disclose carbon data and major climate-related risks. Even if that rule is swatted away by the Supreme Court, the European Union will soon require tens of thousands of companies to disclose sustainability and emissions data; these rules could apply to more than 10,000 foreign companies, including many mainstream American brands. California could soon pass its own law mandating that companies produce carbon-accounting data.
Even apart from those disclosure requirements, carbon-footprint requirements are now written into laws. Some of the Inflation Reduction Act’s subsidies will pay out only if a product’s carbon intensity is below a certain threshold.
Eventually, Watershed hopes to produce a hybrid tool that can use dollar-based production factors, tonnage estimates, and technology-based improvements together, Francis told me. More broadly, Watershed’s acquisition of Vitalmetrics — not to mention Watershed itself — is a gamble about how the climate economy will eventually work.
“Five years from now, the disclosure piece is just part of the water. No one talks or writes about it because it is an expected part of doing business for every company. And it’s relatively low friction. It’s a part of your annual close, your quarterly close,” Francis told me. “We don’t really talk about climate as a political issue because businesses don't think of climate as a political issue because they see it as, you know, the biggest growth sector of the decade.”
Of course, if that’s true, then companies may not need a startup like Watershed to do their climate counting for them. Bog-standard corporate accountants, like KPMG or Deloitte, will do the task just fine.
But Watershed is betting that climate accounting will remain both more technical and more central to a company’s employee and investor relationships than, say, its power bill. Just as companies use Salesforce specifically to manage customer relationships, or Justworks to manage payroll and benefits, Watershed hopes they will need a single place to manage all their climate data — a single source of emissions truth. It’s investing in its database to try to make that bet payoff.
Log in
To continue reading, log in to your account.
Create a Free Account
To unlock more free articles, please create a free account.
Rob and Jesse unpack one of the key questions of the global fight against climate change with the Centre for Research on Energy and Clean Air’s Lauri Myllyvirta.
Robinson Meyer and Jesse Jenkins are off this week. Please enjoy this selection from the Shift Key archive.
China’s greenhouse gas emissions were essentially flat in 2024 — or they recorded a tiny increase, according to a November report from the Centre for Research on Energy and Clean Air, or CREA. A third of experts surveyed by the report believe that its coal emissions have peaked. Has the world’s No. 1 emitter of carbon pollution now turned a corner on climate change?
Lauri Myllyvirta is the co-founder and lead analyst at CREA, an independent research organization focused on air pollution and headquartered in Finland. Myllyvirta has worked on climate policy, pollution, and energy issues in Asia for the past decade, and he lived in Beijing from 2015 to 2019.
On this week’s episode of Shift Key, Rob and Jesse talk with Lauri about whether China’s emissions have peaked, why the country is still building so much coal power (along with gobs of solar and wind), and the energy-intensive shift that its economy has taken in the past five years. Shift Key is hosted by Robinson Meyer, the founding executive editor of Heatmap, and Jesse Jenkins, a professor of energy systems engineering at Princeton University.
Subscribe to “Shift Key” and find this episode on Apple Podcasts, Spotify, Amazon, or wherever you get your podcasts.
You can also add the show’s RSS feed to your podcast app to follow us directly.
Here is an excerpt from our conversation:
Robinson Meyer: When we think about Chinese demand emissions going forward, it sounds like — somewhat to my surprise, perhaps — this is increasingly a power sector story, which is … is that wrong? Is it an industrial story? Is it a …
Lauri Myllyvirta: I want to emphasize the steel sector besides power. So if you simply look at what the China Steel Association is projecting, which is a gradual, gentle decline in total output and the increase in the availability of scrap. If you use that to replace coal-based with electricity-based steelmaking, you can achieve an about 40% reduction in steelmaking emissions over the next decade.
Of course, some of that is going to shift to electricity, so you need the clean electricity as well to realize it. But that’s at least as large an opportunity as there is on the power sector, so that’s what I’m telling everyone — that if you want to understand what China can accomplish over the next decade, it’s these two sectors, first and foremost.
Jesse Jenkins: Yeah. I mean, there’s some positive overall trends, right? If you look at the arc that we’re seeing in each sector, with renewables growth starting to outpace demand growth in electricity and eat into coal in absolute terms, not just market share, with the transition in the steel industry — which is sort of a story that we’ve seen in multiple countries as they move through different phases, right? As you’re building out your primary infrastructure, the first time you don’t have enough scrap, but as the infrastructure and rate of car recycling and things like that goes up, you now have a much larger supply. And that’s the case in the U.S., where the vast majority of our steel now comes from scrap.
And then, you know, the slowdown in the construction boom — China’s built an enormous amount of infrastructure and housing, and there’s only so much more that they need. And so the pace of that construction is likely to fall, as well. And then finally, the big shift to EVs in the transportation sector. So you’ve got your four largest-emitting sources on a very positive trajectory when it comes to greenhouse gas emissions.
Mentioned:
CREA’s reports on China’s emissions trajectory
Chinese EV companies beat their own targets in 2024
How China Created an EV Juggernaut
Jeremy Wallace: China Can’t Decide if It Wants to Be the World’s First ‘Electrostate’
This episode of Shift Key is sponsored by …
Hydrostor is building the future of energy with Advanced Compressed Air Energy Storage. Delivering clean, reliable power with 500-megawatt facilities sited on 100 acres, Hydrostor’s energy storage projects are transforming the grid and creating thousands of American jobs. Learn more at hydrostor.ca.
Uplight is a clean energy technology company that helps energy providers unlock grid capacity by activating energy customers and their connected devices to generate, shift, and save energy. The Uplight Demand Stack — which integrates energy efficiency, electrification, rates, and flexibility programs — improves grid resilience, reduces costs, and accelerates decarbonization for energy providers and their customers. Learn more at uplight.com/heatmap.
Music for Shift Key is by Adam Kromelow.
The group’s latest World Energy Outlook reflects the sharp swerve in U.S. policy over the past year.
The United States is different when it comes to energy and fossil fuels. While it’s no longer the world’s largest greenhouse gas emitter, no other country combines the United States’ production and consumptive capacity when it comes to oil — and, increasingly, natural gas. And no other country has made such a substantial recent policy U-turn in the past year, turning against renewables deployment at the same time as it is seeing electricity demand leap up thanks to data centers.
All of this is mirrored in the International Energy Agency’s 2025 World Energy Outlook, released Wednesday, which reflects a stark portrait of how America’s development of artificial intelligence and natural gas has made it distinct from its global peers. In combination, the effects of the One Big Beautiful Bill Act and the U.S.’s world-leading artificial intelligence development have meaningfully altered the group’s forecasts of global fossil fuel usage and emissions.
Much of the report compares two different scenarios for global energy usage and emissions — one looking at what governments are actually doing, and the other at what they say they want to do. The difference between the two is in the pace of the renewables buildout, and especially the pace at which fossil fuels’ place in the energy supply is wound down, if it is at all.
For example, the Current Policies Scenario (the stricter scenario) shows “demand for oil and natural gas continu[ing] to grow to 2050,” while the Stated Policies Scenario, or STEPS (the more optimistic one) shows oil use flattening “around 2030.” But in both cases, “gas demand continues growing into the 2030s, due mainly to changes in U.S. policies and lower gas prices.”

Even in the more optimistic outlook, natural gas use peaks later than it did in earlier forecasts. In 2035, the IEA projects, gas output will be 350 billion cubic meters greater than it projected last year, which is roughly equal to the annual gas production of Texas — and that’s in the optimistic scenario. “Three-quarters of this is for electricity generation, mainly in the United States, Japan and the Middle East, and reflects higher electricity demand and slower progress in adding renewables to the generation mix than projected,” the report says.
But the U.S. is not the whole story — the tide of renewable deployment continues apace. The clean energy analytics group Ember argues that the report’s “downgrades on clean growth in the U.S. are offset by rises in other countries,” especially as electric vehicles grow in popularity everywhere else. While the STEPS forecast shows a 30% drop in renewables capacity compared to last year’s projection in 2035 in the US (and a 60% drop in EVs on the road in 2035), “there are 20% more EVs projected in emerging markets outside China and the renewables forecast was also upgraded outside the U.S,” Ember said in a statement.
Ember attributes this to an “increasing focus on energy security,” with more countries following China in electrifying broader swathes of their economies in order to reduce their dependence on fossil fuel imports like natural gas, coal, and oil — including from the United States.
Similarly, Ember is sanguine about artificial intelligence throwing off projections for the wind-down of fossil fuels, which the IEA has and continues to portray generally as largely a U.S. phenomenon.
The IEA estimates that over 85% of global data center capacity growth will take place in the United States, China, and Europe, and that data centers will be responsible for only 6% to 10% of electricity demand growth in the EU and China through 2030. In the U.S., however, they’re responsible for about half of projected growth.
But it’s not just data centers that are causing the IEA to revise its figures. The IEA upped its forecast for electricity use in 2035 by 4% compared to last year, which amounts to some 1,700 terawatt-hours, a bit south of India’s annual electricity generation today. The group attributes this upward move in its forecast not just to “electricity demand to serve data centres” — which dominates discussion of energy use and climate change — but also to “higher demand for air conditioning in the Middle East and North Africa.”
While the economic benefits of artificial development are still necessarily speculative — with trillions of dollars of investment leading us potentially to a singularity of exponentially increasing technological development, machine-led human extinction, or somewhere in between — the benefits of air conditioning are far less so. With increased AC usage, even as temperature rises, heat-related mortality could fall.
And as the Global South heats and grows economically, its demand for and ability to procure air conditioning will grow, leading to higher energy usage and putting more pressure on the climate. The IEA figures square with another recent report from the climate and energy think tank Rhodium Group, which predicts a rise in emissions after 2060 due to economic development in the Global South.
In short, the energy consumption that feeds economic development all over the world is making the hottest parts of the world hotter while also enabling them to use more energy to cool their homes. At the same time, the richest parts of the world are increasing their electricity usage — and therefore their emissions — in order to develop a technology they hope will supercharge economic growth. The climate hangs in the balance.
After years of planning, the Tropical Forests Forever Facility has so far failed to take root.
In selecting a location for this year’s United Nations climate conference, host country Brazil chose symbolism over sense. Belém, the site of this year’s summit, is perched on the edge of the Amazon rainforest. The setting is meant to foreground the importance of nature in fighting climate change — despite the city’s desperately inadequate infrastructure for housing the tens of thousands of attendees the conference draws.
That mismatch of intention and resources has also played out in the meeting rooms of the gathering, known as COP30. The centerpiece of President Luiz Inácio Lula da Silva’s agenda was meant to be the Tropical Forests Forever Facility, an international finance scheme to raise at least $2 billion per year to fund forest conservation and restoration. After an inauspicious launch in which presumed supporters of the facility failed to put up any actual financing, however, it’s unclear whether the TFFF will have a chance to prove it can work.
Deforestation rates have hardly budged globally since 2021, despite more than 100 countries signing a pledge that year to halt and reverse deforestation and land degradation within the decade. The world lost more than 8 million hectares of forest to deforestation last year, causing the release of more than 4 billion metric tons of carbon dioxide into the atmosphere — nearly as much as the entire U.S. energy sector.
First proposed by the Brazilian government in Dubai at COP28, the TFFF was devised to deliver a more consistent source of funding to countries in the global south for forest conservation that would not depend on foreign aid budgets or be vulnerable to the ups and downs of the carbon market.
The plan involves setting up a fund with money borrowed from wealthier countries and private investors at low interest rates and invested in publicly traded bonds from emerging markets and developing economies that command higher interest rates. After paying back investors, the revenue generated by the spread — roughly a 3% return, if all goes to plan — would be paid out in annual lump sums to developing countries that have managed to keep deforestation at bay. Participating countries would have the right to spend the proceeds as they choose, so long as the money goes to support forests. At least 20% of the funds would also have to be set aside for indigenous peoples.
Brazil lined up substantial support for the idea ahead of this year’s launch. Six potential investor countries — France, Germany, Norway, the United Arab Emirates, the United Kingdom, and the United States — as well as five potential beneficiaries — Colombia, the Democratic Republic of Congo, Ghana, Indonesia, and Malaysia — joined a steering committee to help shape the development of the fund. The Brazilian government ultimately proposed a fundraising target of $25 billion from the sponsor countries, with the idea to attract about $100 billion from private investors, for a total of $125 billion to get the fund off the ground.
Once the fund started generating revenue, private investors would be paid out first, sponsor countries second, and forested countries last, with the $25 billion serving as insurance to the private investors should the emerging market bond issuers default on their payments. The fund itself would be managed by the World Bank, while a separate entity would govern payments made to forested countries.
While many in the international environmental community were enthusiastic about the plan — especially as a shift away from controversial carbon markets — some raised alarms.
Max Alexander Matthey, a German economics PhD student studying international finance, first saw a presentation on TFFF at COP29 and was baffled by its simplicity. “If it was that easy to make this 3% on borrowed money, why wouldn’t everyone else be doing it?” he recalled thinking at the time. After digging into the Brazilian government’s financial analysis and doing some of his own, Matthey came to believe that the fund’s proponents had underestimated the risk inherent to the investment strategy, as well as the cost of managing the $125 billion fund, he told me.
The whole reason these emerging market bonds command a higher interest rate, Matthey explained, is because they are riskier. If and when countries default on their debts, whether due to global financial shocks like pandemics or wars, or simple mismanagement, the “free money” available for forests will dry up. “These 3% are not up for grabs,” he told me. “They compensate for actual risk and defaults that will happen over time.”
The TFFF was designed to create an incentive for countries with tropical forests to invest in policies and programs to protect forests — to hire rangers to prevent illegal deforestation, to pay farmers not to raze their forests, to implement fire prevention strategies. “They have to heavily invest,” Matthey told me. “If we as the Global North say, Well, thanks for investing large shares of your budget into rainforest protection, but you won’t get any money from our side because financial markets turned the wrong way, that’s just not how you build trust.”
Matthey outlined his analysis in a Substack post in September with University of Calgary economist Aidan Hollis. They found that the JP Morgan EMBI index, which tracks emerging market sovereign bonds, has seen regular downturns of between 18 and 32 percentage points over the past two decades. In the case of the TFFF, a single 20-point loss would wipe out the $25 billion in sponsor debt “and halt rainforest flows, possibly before they even begin,” they wrote.
The energy research firm BloombergNEF seems to agree. In a report published last week outlining the state of international biodiversity finance ahead of COP30, BNEF forecast there would be “little progress” on the TFFF. “The 3% spread is not a money faucet, but a risk premium; studies on the TFFF appear not to have properly conducted risk analyses,” the report said, warning that in effect, the scheme would eat up development finance just to absorb private investor losses.
Just prior to that report’s release, confidence in the TFFF appeared to dip. Brazil’s finance minister lowered his fundraising ambition for the facility to $10 billion by 2026. A few days later, on the eve of the launch, Bloomberg News reported that the United Kingdom would not be contributing to the fund after the country’s treasury department warned it could not afford the investment, despite its significant involvement in the fund’s design.
Following the launch, Indonesia and Portugal each committed $1 billion, while Norway pledged $3 billion, although only if the fund successfully secures at least $10 billion. France also promised €500 million, or just over half a billion dollars, while Germany said it would contribute “significantly,” although it hasn’t said how much yet. All in all, countries committed just $5.5 billion above Brazil’s own initial $1 billion commitment — with at least $3 billion of that contingent on further fundraising.
Andrew Deutz, the managing director for global policy and partnerships at the World Wildlife Fund, which has also been heavily involved in developing the TFFF, assured me this was not the disappointment it appeared to be.
"I look at what just happened last week as validation that the model can work and that countries have confidence in it,” Deutz said. He pointed to the fact that 53 countries, including 19 potential investors, have endorsed the scheme. “A bunch of sponsor countries who haven’t been that engaged said, We like this idea, and I think that creates the opportunity and the momentum that we can get one or two more rounds of capitalization at least.” Deutz was bullish that Germany would come to the table with a pledge between $1 billion and $3 billion, and that the UK would “get guilted in” shortly. He expects to see additional pledges at the World Bank’s Spring Meetings next April, and a few more at the UN General Assembly next September.
As for criticisms of the fund’s investment strategy, he brushed them off, arguing that the risk was "quantifiable and manageable.” He has faith in the TFFF’s modeling showing that the fund’s managers will be able to earn high enough returns to pay back investors and still generate enough funds to pay tropical forest countries.
Charles Barber, the director of natural resources governance and policy at the World Resources Institute was more cautious on both fronts. “We’re glad it’s got as far as it has, but there’s a whole lot of questions that will need to be answered to really get it up,” he told me. Barber saw arguments both for and against the risky investment strategy, but he was skeptical that a starting point of $10 billion would be enough to attract sufficient private investment or give tropical forest countries enough of an incentive to participate.
Matthey has called the idea of a scaled-down TFFF a “worst-case scenario for everyone involved,” due to the high fixed costs of managing the fund, monitoring deforestation, administering the proceeds, etc. The potential payouts to forested countries would be so diminished as to amount to a “rounding error” rather than a true incentive, he wrote.
Deutz told me the TFFF’s architects always expected there to be a three- to four-year ramp-up period. If the fund gets one or two more rounds of capitalization, “we’ll see if it works — and then, assuming it works, you can keep adding to it,” he said. “This is something new and different, so it might take us a little while to prove it out and for people to get comfortable.”