Welcome to Carbon Brief’s Cropped.
We handpick and explain the most important stories at the intersection of climate, land, food and nature over the past fortnight.
This is an online version of Carbon Brief’s fortnightly Cropped email newsletter. Subscribe for free here.
Key developments
Trump chaos
TRUMP TARIFFS: US president Donald Trump’s escalating trade war with the rest of the world sent ripples through global food markets this month. Trump introduced a 10% tariff on goods imported from China, but delayed his planned 25% tariffs on Canada and Mexico after reaching a deal for the two countries to increase border controls, the Associated Press reported. Reuters said that retaliatory tariffs from countries targeted by Trump could significantly harm the US agricultural sector. China, Canada and Mexico are the “top three markets” for US farm products and imported $94bn in agricultural goods from the nation in 2023, according to the newswire. CNN presented three charts illustrating how the tariff war could increase the prices of US groceries, from “fresh avocados to dairy products”.
AID CUTS: The Trump administration also unveiled dramatic reductions to the work of USAid, the country’s main international development arm, the New York Times reported, with leaked plans suggesting staff would be cut from 14,000 to just 294. The move has put around $500m of food aid at risk of spoilage after staff cuts and funding freezes have left the agency in “chaos”, the Guardian reported. Reuters said the dismantling of USAid “is crippling the intricate global system that aims to prevent and respond to famine”. Civil Eats reported that USAid typically purchases $2bn in rice, wheat, lentils and peas from US farmers each year, “prompting questions about how the agency’s shuttering might also impact rural America”. Bloomberg said the Department of Agriculture confirmed that the US will keep buying agricultural commodities to supply food aid in the world’s poorest countries.
NATURE AT RISK: The dismantling of USAid could also have large ramifications for global efforts to tackle nature loss, the Revelator reported, noting that the agency funds efforts to “reduce wildlife poaching and trafficking, tackle deforestation, assist environmental refugees, study animal populations in the wild and protect people in critical habitats”. The New York Times reported that the 150 scientists behind the first US national nature assessment, which was shut down by a Trump executive order, are hoping to find a way to release their findings without government backing. It comes after the assessment’s lead author, Dr Phil Leven, sent an email to his fellow authors saying “this work is too important to die”, according to the publication.
Natural heritage at risk
ECOSYSTEMS THREATENED: Three-quarters of the world’s “natural heritage sites” will face at least one “climate pressure” by the end of the century, under an “intermediate” scenario of climate change, according to new research covered by Carbon Brief. Natural heritage sites are those that are “recognised internationally as the most important ecosystems on Earth”, including sites such as the Galápagos Islands, Serengeti national park and the Great Barrier Reef, according to the article. The research also found that, under the highest emissions scenarios, nearly all such sites will experience extreme heat exposure, with many also facing the compounding impacts of drought or extreme rainfall, by 2100.
BIODIVERSITY LOSS: As part of their study, the authors assessed biodiversity loss inside natural heritage sites to date. They identified 14 natural heritage sites with “vulnerable” levels of biodiversity. These were mainly located in South America, mainland Africa, and on various coasts and islands, including Brazil’s Pantanal conservation complex, Mount Kenya’s national park and Australia’s Ningaloo Coast, according to the research. The researchers added that these vulnerable sites are likely to face the greatest climate risks as the planet warms. Elsewhere, the Guardian reported on efforts to save polar heritage sites on a Canadian Arctic island sinking into the Beaufort Sea.
Spotlight
How global trade harms forest species
This week, Carbon Brief explores a new Nature study which examined how consumption in 24 countries leads to “outsourced” deforestation and biodiversity loss.
Deforestation linked to consumption in major economies, such as the US and China, is harming forest-dwelling animals, according to a new study.
The research found that consumption in many nations led to “outsourced losses of biodiversity” as a result of forest clearance abroad.
The impacts are “substantial, widely distributed and strongly structured by geography and trade linkages”, the study noted. The lead study author, Alex Wiebe, a graduate student at Princeton University, was “surprised” by the magnitude of the findings. He told Carbon Brief:
“The cumulative [biodiversity loss] impacts of the countries we examined were 15 times greater to species outside of their borders than within them. This suggests that the vast majority of a developed country’s impacts on global biodiversity happens outside of its borders.”
The researchers quantified the loss of area in which more than 7,500 forest-dwelling birds, mammals and reptiles lived around the world between 2001 and 2015.
They analysed a dataset attributing land deforested during the study period to the production of goods imported and consumed in 24 countries – including the US, China and UK.
Many of these countries are “effectively moving biodiversity losses overseas”, the study concluded, by “driving land-use change in other countries through their consumption of imported agricultural and forestry products”.
‘Disproportionate harm’ on far-flung species
The findings showed that the US contributed by far the most to international forest species’ range loss, followed by Japan and China.
Dr Janice Lee, an environmental scientist at Nanyang Technological University in Singapore, said the study “advances our understanding and quantification of how international trade affects global biodiversity.”
The “important work” adds to ongoing discussions around the impact of global trade on deforestation and biodiversity, Lee, who was not involved in the research, told Carbon Brief.
Many of the impacts occurred between neighbouring countries, but in some cases nations “inflicted disproportionate harm” on species thousands of miles away, the study said.
Almost half of all of the species range losses recorded far away from the examined countries were in Madagascar, possibly driven by deforestation for vanilla production, the researchers wrote.
Dr Erasmus zu Ermgassen, a scientist at Belgian university UCLouvain, said the study is “interesting”, but “perhaps a bit one-dimensional”.
Zu Ermgassen, who was not involved in the study, noted that biodiversity loss can be driven by “domestic economies and politics within the tropics” as well, rather than solely from consumption abroad. He added that species range impacts do not consider “other wildlife, habitats, nor the humans living in those landscapes”.
The study noted the “limited spatially explicit data on attributable deforestation” and the complications that would occur with broadening the research scope.
The impact countries have on biodiversity in other parts of the world is a topic that deserves more attention, Wiebe told Carbon Brief, noting:
“In the future, understanding how countries impact non-forest species, how the impacts of countries are changing over time, and which products are most closely tied with threats to wildlife in different parts of the world will all be important to investigate.”
News and views
SUSANA QUITS: Colombian politician Susana Muhamad resigned as environment minister, leaving her position as president of the COP16 nature talks in question, El Espectador reported. COP16 will resume in Rome on 25 February after countries failed to find consensus on all negotiating issues in Colombia in 2024. In a public resignation letter, Muhamad appealed to her president, Gustavo Petro, for permission to stay on as head of the talks. In an interview with Colombian TV network Noticias Caracol, Muhamad confirmed it will be down to Petro to decide if she can remain in post.
FOOD CHAIN RISKS: An Arctic geoengineering project will end its operations after identifying environmental concerns and “potential risks” to the region’s food chain, Climate Home News reported. Climate and Indigenous campaigners “welcomed” the shutdown of the experimental project, which aimed to release small silica particles over the ocean to “in theory reflect sunlight from the surface and cool down melting ice”, the outlet said. Panganga Pungowiyi from the Indigenous Environmental Network, told Climate Home News: “Our concerns about the reckless use of harmful materials were dismissed, yet we knew that the health of our ecosystems and the wisdom of our people must not be overlooked.”
CLEARING WAY: Indonesia’s government is eyeing up 2.3m hectares of protected forest – “an area 30 times the size of New York City” – that could be converted to produce food and biofuel crops, according to Mongabay. This formed part of wider plans to convert 20m hectares of forest into “food and energy estates”, which the outlet said could lead to the “largest deforestation project in the country’s history”. The consideration to convert protected land “raised alarms among environmental groups and lawmakers”, the outlet said. The country’s forestry minister, Raja Juli Antoni, said that the plan does not target pristine rainforests, arguing that it could rehabilitate degraded protected forest areas, Mongabay added.
SHARK ATTACKS: The Times reported that a spate of deadly shark attacks in Australia have coincided with a warning from scientists that warming seas could be drawing the predators closer to popular swimming locations. Prof Culum Brown, a shark expert at Sydney’s Macquarie University, told the publication that the city “needed to prepare for more sharks in popular swimming areas as climate change raises sea temperatures and makes conditions more hospitable for the predators, especially bull sharks”. Australia’s NewsWire reported that a “long-term increase” in shark attacks occurring could be linked to both “an increasing number of people swimming in the ocean and climate change”.
MINING FOR GOLD: Permits for at least 79 “semi-industrial gold mining and exploration projects” were issued in the Sangha region of the Republic of Congo over the past four years – “despite the area being officially designated for a REDD+ project”, a Mongabay investigation found. REDD+ projects are “designed to reduce deforestation”, but “since mining contributes to deforestation, these two activities are fundamentally incompatible”, environmentalist Justin Landry Chekoua told the outlet. Mongabay further detailed the impact of mining in the Sangha region, in which forests have been uprooted and “streams that were once drinkable are now vast, muddy stretches of uninviting water”.
CATTLE CONSPIRACY: Scientists described misinformation about a methane-cutting cattle feed additive as a “wake-up call” to improve communication with farmers and the public, the Guardian reported. Last November, major food company Arla announced plans to pilot using Bovaer, a cattle feed additive, to “reduce the carbon footprint of its products”, the Guardian said. This “quickly became a social media storm about the health effects of the additive, with people videoing themselves throwing away products by the brand and pouring milk down their sinks in protest”, the newspaper said. The UK’s Food Standards Agency (FSA) said that “there are no safety concerns when Bovaer is used at the approved dose”. The FSA’s chief scientific adviser, Prof Robin May, told a press briefing this week: “The more communication and transparency the better.”
Watch, read, listen
GROWING PAINS: An article in Grist explored how climate change is altering the types of crops grown across the world.
DARK DOLPHIN MAGIC: A short documentary by Mongabay investigated the illegal exploitation of endangered pink river dolphins in the Amazon, driven by a myth about their magical properties.
REVEALING REVOLUTION: Through photographs, Undark magazine showed the “downstream effects of India’s green revolution”.
SPOKEN WORD: The Third Pole Podcast from Dialogue Earth explored the impact of climate change on Indigenous languages in Pakistan’s remote mountain communities.
New science
- Climate change could have a variable impact on cocoa yields in west and central Africa, a region responsible for much of the world’s production, according to new research in Agricultural and Forest Meteorology. The study found that wetter conditions could drive yield increases in Nigeria and Cameroon, but decreases in the Ivory Coast and Ghana.
- The widespread deployment of bioenergy with carbon capture and storage (BECCS) to remove CO2 from the atmosphere would violate multiple “planetary boundaries”, according to a new study in Communications Earth and Environment. It noted that widespread BECCS use would have the largest impact on the boundary for land ecosystems.
- A new rice variety showed methane emission reductions of up to 70% in paddy field trials over a three-year period, according to a Molecular Plant study. The findings “offer great possibilities” to mitigate the climate impact of rice, the researchers claim.
In the diary
- 23 February: Germany general election
- 24-28 February: 62nd session of the Intergovernmental Panel on Climate Change | Hangzhou, China
- 25-27 February: Resumed session of the UN biodiversity summit COP16 | Rome
Cropped is researched and written by Dr Giuliana Viglione, Aruna Chandrasekhar, Daisy Dunne, Orla Dwyer and Yanine Quiroz. Please send tips and feedback to cropped@carbonbrief.org
The post Cropped 12 February 2025: Trump chaos; COP16 leadership in question; How global trade harms forest species appeared first on Carbon Brief.
Climate Change
The 2026 budget test: Will Australia break free from fossil fuels?
In 2026, the dangers of fossil fuel dependence have been laid bare like never before. The illegal invasion of Iran has brought pain and destruction to millions across the Middle East and triggered a global energy crisis impacting us all. Communities in the Pacific have been hit especially hard by rising fuel prices, and Australians have seen their cost-of-living woes deepen.
Such moments of crisis and upheaval can lead to positive transformation. But only when leaders act with courage and foresight.
There is no clearer statement of a government’s plans and priorities for the nation than its budget — how it plans to raise money, and what services, communities, and industries it will invest in.
As we count down the days to the 2026-27 Federal Budget, will the Albanese Government deliver a budget for our times? One that starts breaking the shackles of fossil fuels, accelerates the shift to clean energy, protects nature, and sees us work together with other countries towards a safer future for all? Or one that doubles down on coal and gas, locks in more climate chaos, and keeps us beholden to the whims of tyrants and billionaires.
Here’s what we think the moment demands, and what we’ll be looking out for when Treasurer Jim Chalmers steps up to the dispatch box on 12 May.
1. Stop fuelling the fire
2. Make big polluters pay
3. Support everyone to be part of the solution
4. Build the industries of the future
5. Build community resilience
6. Be a better neighbour
7. Protect nature
1. Stop fuelling the fire

In mid-April, Pacific governments and civil society met to redouble their efforts towards a Fossil Fuel Free Pacific. Moving beyond coal, oil and gas is fundamental to limiting warming to 1.5°C — a survival line for vulnerable communities and ecosystems. And as our Head of Pacific, Shiva Gounden, explained, it is “also a path of liberation that frees us from expensive, extractive and polluting fossil fuel imports and uplifts our communities”.
Pacific countries are at the forefront of growing global momentum towards a just transition away from fossil fuels, and it is way past time for Australia to get with the program. It is no longer a question of whether fossil fuel extraction will end, but whether that end will be appropriately managed and see communities supported through the transition, or whether it will be chaotic and disruptive.
So will this budget support the transition away from fossil fuels, or will it continue to prop up coal and gas?
When it comes to sensible moves the government can make right now, one stands out as a genuine low hanging fruit. Mining companies get a full rebate of the excise (or tax) that the rest of us pay on diesel fuel. This lowers their operating costs and acts as a large, ongoing subsidy on fossil fuel production — to the tune of $11 billion a year!
Greenpeace has long called for coal and gas companies to be removed from this outdated scheme, and for the billions in savings to be used to support the clean energy transition and to assist communities with adapting to the impacts of climate change. Will we see the government finally make this long overdue change, or will it once again cave to the fossil fuel lobby?
2. Make big polluters pay

While our communities continue to suffer the escalating costs of climate-fuelled disasters, our Government continues to support a massive expansion of Australia’s export gas industry. Gas is a dangerous fossil fuel, with every tonne of Australian gas adding to the global heating that endangers us all.
Moreover, companies like Santos and Woodside pay very little tax for the privilege of digging up and selling Australians’ natural endowment of fossil gas. Remarkably, the Government currently raises more tax from beer than from the Petroleum Resource Rent Tax (PRRT) — the main tax on gas profits.
Momentum has been building to replace or supplement the PRRT with a 25% tax on gas exports. This could raise up to $17 billion a year — funds that, like savings from removing the diesel tax rebate for coal and gas companies, could be spent on supporting the clean energy transition and assisting communities with adapting to worsening fires, floods, heatwaves and other impacts of climate change.
As politicians arrive in Canberra for budget week, they will be confronted by billboards calling for a fair tax on gas exports. The push now has the support of dozens of organisations and a growing number of politicians. Let’s hope the Treasurer seizes this rare window for reform.
3. Support everyone to be part of the solution
As the price of petrol and diesel rises, electric vehicles (EVs) are helping people cut fuel use and save money. However, while EV sales have jumped since the invasion of Iran sent fuel prices rising, they still only make up a fraction of total new car sales. This budget should help more Australians switch to electric vehicles and, even more importantly, enable more Australians to get around by bike, on foot, and on public transport. This means maintaining the EV discount, investing in public and active transport, and removing tax breaks for fuel-hungry utes and vans.
Millions of Australians already enjoy the cost-saving benefits of rooftop solar, batteries, and getting off gas. This budget should enable more households, and in particular those on lower incomes, to access these benefits. This means maintaining the Cheaper Home Batteries Program, and building on the Household Energy Upgrades Fund.
4. Build the industries of the future

If we’re to transition away from fossil fuels, we need to be building the clean industries of the future.
No state is more pivotal to Australia’s energy and industrial transformation than Western Australia. The state has unrivaled potential for renewable energy development and for replacing fossil fuel exports with clean exports like green iron. Such industries offer Western Australia the promise of a vibrant economic future, and for Australia to play an outsized positive role in the world’s efforts to reduce emissions.
However, realising this potential will require focussed support from the Federal Government. Among other measures, Greenpeace has recommended establishing the Australasian Green Iron Corporation as a joint venture between the Australian and Western Australian governments, a key trading partner, a major iron ore miner and steel makers. This would unite these central players around the complex task of building a large-scale green iron industry, and unleash Western Australia’s potential as a green industrial powerhouse.
5. Build community resilience
Believe it or not, our Government continues to spend far more on subsidising fossil fuel production — and on clearing up after climate-fuelled disasters — than it does on helping communities and industries reduce disaster costs through practical, proven methods for building their resilience.
Last year, the Government estimated that the cost of recovery from disasters like the devastating 2022 east coast floods on 2019-20 fires will rise to $13.5 billion. For contrast, the Government’s Disaster Ready Fund – the main national source of funding for disaster resilience – invests just $200 million a year in grants to support disaster preparedness and resilience building. This is despite the Government’s own National Emergency Management Agency (NEMA) estimating that for every dollar spent on disaster risk reduction, there is a $9.60 return on investment.
By redirecting funds currently spent on subsidising fossil fuel production, the Government can both stop incentivising climate destruction in the first place, and ensure that Australian communities and industries are better protected from worsening climate extremes.
No communities have more to lose from climate damage, or carry more knowledge of practical solutions, than Aboriginal and Torres Strait Islander peoples. The budget should include a dedicated First Nations climate adaptation fund, ensuring First Nations communities can develop solutions on their own terms, and access the support they need with adapting to extreme heat, coastal erosion and other escalating challenges.
6. Be a better neighbour
The global response to climate change depends on the adequate flow of support from developed economies like Australia to lower income nations with shifting to clean energy, adapting to the impacts of climate change, and addressing loss and damage.
Such support is vital to building trust and cooperation, reducing global emissions, and supporting regional and global security by enabling countries to transition away from fossil fuels and build greater resilience.
Despite its central leadership role in this year’s global climate negotiations, our Government is yet to announce its contribution to international climate finance for 2025-2030. Greenpeace recommends a commitment of $11 billion for this five year period, which is aligned with the global goal under the Paris Agreement to triple international climate finance from current levels.
This new commitment should include additional funding to address loss and damage from climate change and a substantial contribution to the Pacific Resilience Facility, ensuring support is accessible to countries and communities that need it most. It should also see Australia get firmly behind the vision of a Fossil Fuel Free Pacific.
7. Protect nature

There is no safe planet without protection of the ecosystems and biodiversity that sustain us and regulate our climate.
Last year the Parliament passed important and long overdue reforms to our national environment laws to ensure better protection for our forests and other critical ecosystems. However, the Government will need to provide sufficient funding to ensure the effective implementation of these reforms.
Greenpeace has recommended $500 million over four years to establish the National Environment Agency — the body responsible for enforcing and monitoring the new laws — and a further $50 million to Environment Information Australia for providing critical information and tools.
Further resourcing will also be required to fulfil the crucial goal of fully protecting 30% of Australian land and seas by 2030. This should include $1 billion towards ending deforestation by enabling farmers and loggers to retool away from destructive practices, $2 billion a year for restoring degraded lands, $5 billion for purchasing and creating new protected areas, and $200 million for expanding domestic and international marine protected areas.
Conclusion
This is not the first time that conflict overseas has triggered an energy crisis, or that a budget has been preceded by a summer of extreme weather disasters, highlighting the urgent need to phase out fossil fuels. What’s different in 2026 is the availability of solutions. Renewable energy is now cheaper and more accessible than ever before. Global momentum is firmly behind the transition away from fossil fuels. The Albanese Government, with its overwhelming majority, has the chance to set our nation up for the future, or keep us stranded in the past. Let’s hope it makes some smart choices.
The 2026 budget test: Will Australia break free from fossil fuels?
Climate Change
What fossil fuels really cost us in a world at war
Anne Jellema is Executive Director of 350.org.
The war on Iran and Lebanon is a deeply unjust and devastating conflict, killing civilians at home, destroying lives, and at the same time sending shockwaves through the global economy. We, at 350.org, have calculated, drawing on price forecasts from the International Monetary Fund (IMF) and Goldman Sachs, just how much that volatility is costing us.
Even under the IMF’s baseline scenario – a de facto “best case” scenario with a near-term end to the war and related supply chain disruptions – oil and gas price spikes are projected to cost households and businesses globally more than $600 billion by the end of the year. Under the IMF’s “adverse scenario”, with prolonged conflict and sustained price pressures, we estimate those additional costs could exceed $1 trillion, even after accounting for reduced demand.
Which is why we urgently need a power shift. Governments are under growing pressure to respond to rising fuel and food costs and deepening energy poverty. And it’s becoming clearer to both voters and elected officials that fossil dependence is not only expensive and risky, but unnecessary.
People who can are voting with their wallets: sales of solar panels and electric vehicles are increasing sharply in many countries. But the working people who have nothing to spare, ironically, are the ones stuck with using oil and gas that is either exorbitantly expensive or simply impossible to get.
Drain on households and economies
In India, street food vendors can’t get cooking gas and in the Philippines, fishermen can’t afford to take their boats to sea. A quarter of British people say that rising energy tariffs will leave them completely unable to pay their bills. This is the moment for a global push to bring abundant and affordable clean energy to all.
In April, we released Out of Pocket, our new research report on how fossil fuels are draining households and economies. We were surprised by the scale of what we found. For decades, governments have reassured people that energy price spikes are unfortunate but unavoidable – the result of distant conflicts, market forces or geopolitical shocks beyond anyone’s control. But the numbers tell a different story.
What we are living through today is not an energy crisis. It is a fossil fuel crisis. In just the first 50 days of the Middle East conflict, soaring oil and gas prices have siphoned an estimated $158 billion–$166 billion from households and businesses worldwide. That is money extracted directly from people’s pockets and transferred, almost instantly, into fossil fuel company balance sheets. And this figure only captures the immediate impact of price spikes, not the permanent economic drain of fossil dependence. Fossil fuels don’t just cost us once, they cost us over and over again.
First, through our bills. Every time there is a war, an embargo or a supply disruption, fossil fuel prices surge. For ordinary people, this means higher costs for energy, transport and food. Many Global South countries have little or no fiscal space to buffer the shock; instead, workers and families pay the price.
Second, through our taxes. Governments around the world continue to pour vast sums of public money into fossil fuel subsidies. These are often justified as a way to protect the most vulnerable at the petrol pump or in their homes. But in reality, the benefits are overwhelmingly captured by wealthier households and corporations. The poorest 20% receive just a fraction of this support, while public finances are drained.
Third, through climate impacts. New research across more than 24,000 global locations gives a granular account of the true costs of extreme heat, sea level rise and falling agricultural yields. Using this data to update IMF modelling of the social cost of carbon, we found that fossil fuel impacts on health and livelihoods amount to over $9 trillion a year. This is the biggest subsidy of all, because these massive and mounting costs are not charged to Big Oil – they are paid for by governments and households, with the poorest shouldering the lion’s share.
Massive transfer of wealth to fossil fuel industry
Adding up direct subsidies, tax breaks and the unpaid bill for climate damages, the total transfer of wealth from the public to the fossil fuel industry amounts to $12 trillion even in a “normal” year without a global oil shock. That’s more than 50% higher than the IMF has previously estimated, and equivalent to a staggering $23 million a minute.
The fossil fuel industry has become extraordinarily adept at profiting from instability. When conflict drives up prices, companies do not lose, they gain. In the current crisis, oil producers and commodity traders are on track to secure tens of billions of dollars in additional windfall profits, even as households face rising bills and governments struggle to manage the fallout.
Fossil fuel crisis offers chance to speed up energy transition, ministers say
This growing disconnect is impossible to ignore. Investors are advised to buy into fossil fuel firms precisely because of their ability to generate profits in times of crisis. Meanwhile, ordinary people are told to tighten their belts.
In 2026, unlike during the oil shocks of the 1970s, clean energy is no longer a distant alternative. Now, even more than when gas prices spiked due to Russia’s invasion of Ukraine in 2022, renewables are often the cheapest option available. Solar and wind can be deployed quickly, at scale, and without the volatility that defines fossil fuel markets.
How to transition from dirty to clean energy
The solutions are clear. Governments must implement permanent windfall taxes on fossil fuel companies to ensure that extraordinary profits generated during crises are redirected to support households. These revenues can be used to reduce energy bills, invest in public services, and accelerate the rollout of clean energy.
Second, we must shift subsidies away from fossil fuels and towards renewable solutions, particularly those that can be deployed quickly and equitably, such as rooftop and community solar. This is not just about cutting emissions. It is about building a more stable, fair and resilient energy system.
Finally, we need binding plans to phase out fossil fuels altogether, replacing them with homegrown renewable energy that can shield economies from future shocks. Because what the current crisis has made clear is this: as long as we remain dependent on fossil fuels, we remain vulnerable – to conflict, to price volatility and to the escalating impacts of climate change.
The true price of fossil fuels is no longer hidden. It is visible in rising bills, strained public finances and communities pushed to the brink. And it is being paid, every day, by ordinary people around the world.
It’s time for the great power shift.
Full details on the methodology used for this report are available here.
The Great Power Shift is a new campaign by 350.org global campaign to pressure governments to bring down energy bills for good by ending fossil fuel dependence and investing in clean, affordable energy for all


The post What fossil fuels really cost us in a world at war appeared first on Climate Home News.
Climate Change
Traditional models still ‘outperform AI’ for extreme weather forecasts
Computer models that use artificial intelligence (AI) cannot forecast record-breaking weather as well as traditional climate models, according to a new study.
It is well established that AI climate models have surpassed traditional, physics-based climate models for some aspects of weather forecasting.
However, new research published in Science Advances finds that AI models still “underperform” in forecasting record-breaking extreme weather events.
The authors tested how well both AI and traditional weather models could simulate thousands of record-breaking hot, cold and windy events that were recorded in 2018 and 2020.
They find that AI models underestimate both the frequency and intensity of record-breaking events.
A study author tells Carbon Brief that the analysis is a “warning shot” against replacing traditional models with AI models for weather forecasting “too quickly”.
AI weather forecasts
Extreme weather events, such as floods, heatwaves and storms, drive hundreds of billions of dollars in damages every year through the destruction of cropland, impacts on infrastructure and the loss of human life.
Many governments have developed early warning systems to prepare the general public and mobilise disaster response teams for imminent extreme weather events. These systems have been shown to minimise damages and save lives.
For decades, scientists have used numerical weather prediction models to simulate the weather days, or weeks, in advance.
These models rely on a series of complex equations that reproduce processes in the atmosphere and ocean. The equations are rooted in fundamental laws of physics, based on decades of research by climate scientists. As a result, these models are referred to as “physics-based” models.
However, AI-based climate models are gaining popularity as an alternative for weather forecasting.
Instead of using physics, these models use a statistical approach. Scientists present AI models with a large batch of historical weather data, known as training data, which teaches the model to recognise patterns and make predictions.
To produce a new forecast, the AI model draws on this bank of knowledge and follows the patterns that it knows.
There are many advantages to AI weather forecasts. For example, they use less computing power than physics-based models, because they do not have to run thousands of mathematical equations.
Furthermore, many AI models have been found to perform better than traditional physics-based models at weather forecasts.
However, these models also have drawbacks.
Study author Prof Sebastian Engelke, a professor at the research institute for statistics and information science at the University of Geneva, tells Carbon Brief that AI models “depend strongly on the training data” and are “relatively constrained to the range of this dataset”.
In other words, AI models struggle to simulate brand new weather patterns, instead tending forecast events of a similar strength to those seen before. As a result, it is unclear whether AI models can simulate unprecedented, record-breaking extreme events that, by definition, have never been seen before.
Record-breaking extremes
Extreme weather events are becoming more intense and frequent as the climate warms. Record-shattering extremes – those that break existing records by large margins – are also becoming more regular.
For example, during a 2021 heatwave in north-western US and Canada, local temperature records were broken by up to 5C. According to one study, the heatwave would have been “impossible” without human-caused climate change.
The new study explores how accurately AI and physics-based models can forecast such record-breaking extremes.
First, the authors identified every heat, cold and wind event in 2018 and 2020 that broke a record previously set between 1979 and 2017. (They chose these years due to data availability.) The authors use ERA5 reanalysis data to identify these records.
This produced a large sample size of record-breaking events. For the year 2020, the authors identified around 160,000 heat, 33,000 cold and 53,000 wind records, spread across different seasons and world regions.
For their traditional, physics-based model, the authors selected the High RESolution forecast model from the Integrated Forecasting System of the European Centre for Medium-Range Weather Forecasts. This is “widely considered as the leading physics-based numerical weather prediction model”, according to the paper.
They also selected three “leading” AI weather models – the GraphCast model from Google Deepmind, Pangu-Weather developed by Huawei Cloud and the Fuxi model, developed by a team from Shanghai.
The authors then assessed how accurately each model could forecast the extremes observed in the year 2020.
Dr Zhongwei Zhang is the lead author on the study and a researcher at Karlsruhe Institute of Technology. He tells Carbon Brief that many AI weather forecast models were built for “general weather conditions”, as they use all historical weather data to train the models. Meanwhile, forecasting extremes is considered a “secondary task” by the models.
The authors explored a range of different “lead times” – in other words, how far into the future the model is forecasting. For example, a lead time of two days could mean the model uses the weather conditions at midnight on 1 January to simulate weather conditions at midnight on 3 January.
The plot below shows how accurately the models forecasted all extreme events (left) and heat extremes (right) under different lead times. This is measured using “root mean square error” – a metric of how accurate a model is, where a lower value indicates lower error and higher accuracy.
The chart on the left shows how two of the AI models (blue and green) performed better than the physics-based model (black) when forecasting all weather across the year 2020.
However, the chart on the right illustrates how the physics-based model (black) performed better than all three AI models (blue, red and green) when it came to forecasting heat extremes.

The authors note that the performance gap between AI and physics-based models is widest for lower lead times, indicating that AI models have greater difficulty making predictions in the near future.
They find similar results for cold and wind records.
In addition, the authors find that AI models generally “underpredict” temperature during heat records and “overpredict” during cold records.
The study finds that the larger the margin that the record is broken by, the less well the AI model predicts the intensity of the event.
‘Warning shot’
Study author Prof Erich Fischer is a climate scientist at ETH Zurich and a Carbon Brief contributing editor. He tells Carbon Brief that the result is “not unexpected”.
He adds that the analysis is a “warning shot” against replacing traditional models with AI models for weather forecasting “too quickly”.
The analysis, he continues, is a “warning shot” against replacing traditional models with AI models for weather forecasting “too quickly”.
AI models are likely to continue to improve, but scientists should “not yet” fully replace traditional forecasting models with AI ones, according to Fischer.
He explains that accurate forecasts are “most needed” in the runup to potential record-breaking extremes, because they are the trigger for early warning systems that help minimise damages caused by extreme weather.
Leonardo Olivetti is a PhD student at Uppsala University, who has published work on AI weather forecasting and was not involved in the study.
He tells Carbon Brief that “many other studies” have identified issues with using AI models for “extremes”, but this paper is novel for its specific focus on extremes.
Olivetti notes that AI models are already used alongside physics-based models at “some of the major weather forecasting centres around the world”. However, the study results suggest “caution against relying too heavily on these [AI] models”, he says.
Prof Martin Schultz, a professor in computational earth system science at the University of Cologne who was not involved in the study, tells Carbon Brief that the results of the analysis are “very interesting, but not too surprising”.
He adds that the study “justifies the continued use of classical numerical weather models in operational forecasts, in spite of their tremendous computational costs”.
Advances in forecasting
The field of AI weather forecasting is evolving rapidly.
Olivetti notes that the three AI models tested in the study are an “older generation” of AI models. In the last two years, newer “probabilistic” forecast models have emerged that “claim to better capture extremes”, he explains.
The three AI models used in the analysis are “deterministic”, meaning that they only simulate one possible future outcome.
In contrast, study author Engelke tells Carbon Brief that probabilistic models “create several possible future states of the weather” and are therefore more likely to capture record-breaking extremes.
Engelke says it is “important” to evaluate the newer generation of models for their ability to forecast weather extremes.
He adds that this paper has set out a “protocol” for testing the ability of AI models to predict unprecedented extreme events, which he hopes other researchers will go on to use.
The study says that another “promising direction” for future research is to develop models that combine aspects of traditional, physics-based weather forecasts with AI models.
Engelke says this approach would be “best of both worlds”, as it would combine the ability of physics-based models to simulate record-breaking weather with the computational efficiency of AI models.
Dr Kyle Hilburn, a research scientist at Colorado State University, notes that the study does not address extreme rainfall, which he says “presents challenges for both modelling and observing”. This, he says, is an “important” area for future research.
The post Traditional models still ‘outperform AI’ for extreme weather forecasts appeared first on Carbon Brief.
Traditional models still ‘outperform AI’ for extreme weather forecasts
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