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China’s carbon dioxide (CO2) emissions fell by 1% in the final quarter of 2025, likely securing a decline of 0.3% for the full year as a whole.

This extends a “flat or falling” trend in China’s CO2 emissions that began in March 2024 and has now lasted for nearly two years.

The new analysis for Carbon Brief shows that, in 2025, emissions from fossil fuels increased by an estimated 0.1%, but this was more than offset by a 7% decline in CO2 from cement.

Other key findings include:

  • CO2 emissions fell year-on-year in almost all major sectors in 2025, including transport (3%), power (1.5%) and building materials (7%).
  • The key exception was the chemicals industry, where emissions grew 12%.
  • Solar power output increased by 43% year-on-year, wind by 14% and nuclear 8%, helping push down coal generation by 1.9%.
  • Energy storage capacity grew by a record 75 gigawatts (GW), well ahead of the rise in peak demand of 55GW.
  • This means that growth in energy storage capacity and clean-power output topped the increases in peak and total electricity demand, respectively.

The CO2 numbers imply that China’s carbon intensity – its fossil-fuel emissions per unit of GDP – fell by 4.7% in 2025 and by 12% during 2020-25.

This is well short of the 18% target set for that period by the 14th five-year plan.

Moreover, China would now need to cut its carbon intensity by around 23% over the next five years in order to meet one of its key climate commitments under the Paris Agreement.

Whether Chinese policymakers remain committed to this target is a key open question ahead of the publication of the 15th five-year plan in March.

This will help determine if China’s emissions have already passed their peak, or if they will rise once again and only peak much closer to the officially targeted date of “before 2030”.

‘Flat or falling’

The latest analysis shows China’s CO2 emissions have now been flat or falling for 21 months, starting in March 2024. This trend continued in the final quarter of 2025, when emissions fell by 1% year-on-year.

The picture continues to be finely balanced, with emissions falling in all major sectors – including transport, power, cement and metals – but rising in the chemicals industry.

This combination of factors means that emissions continue to plateau at levels slightly below the peak reached in early 2024, as shown in the figure below.

China’s CO2 emissions from fossil fuels and cement, million tonnes of CO2, rolling 12-month totals until September 2025. Source: Emissions are estimated from National Bureau of Statistics data on production of different fuels and cement, China Customs data on imports and exports and WIND Information data on changes in inventories, applying emissions factors from China’s latest national greenhouse gas emissions inventory and annual emissions factors per tonne of cement production until 2024. Sector breakdown of coal consumption is estimated using coal consumption data from WIND Information and electricity data from the National Energy Administration. The consumption of petrol, diesel and jet fuel is adjusted to match quarterly totals estimated by Sinopec.

Power sector emissions fell by 1.5% year-on-year in 2025, with coal use falling 1.7% and gas use increasing 6%. Emissions from transportation fell 3% and from the production of cement and other building materials by 7%, while emissions from the metal industry fell 3%.

These declines are shown in the figure below. They were partially offset by rising coal and oil use in the chemical industry, up 15% and 10% respectively, which pushed up the sector’s CO2 emissions by 12% overall.

Year-on-year change in China’s CO2 emissions from fossil fuels and cement, for the period January-September 2025, million tonnes of CO2.
Year-on-year change in China’s CO2 emissions from fossil fuels and cement, for the period January-September 2025, million tonnes of CO2. Source: Emissions are estimated from National Bureau of Statistics data on production of different fuels and cement, China Customs data on imports and exports and WIND Information data on changes in inventories, applying emissions factors from China’s latest national greenhouse gas emissions inventory and annual emissions factors per tonne of cement production until 2024. Sector breakdown of coal consumption is estimated using coal consumption data from WIND Information and electricity data from the National Energy Administration. The consumption of petrol, diesel and jet fuel is adjusted to match quarterly totals estimated by Sinopec.

In other sectors – largely other industrial areas and building heat – gas use increased by 2%, more than offsetting the reduction in emissions from a 3% drop in their coal consumption.

Clean power covers electricity demand growth

In the power sector, which is China’s largest emitter by far, electricity demand grew by 520 terawatt hours (TWh) in 2025.

At the same time, power generation from solar increased by 43% and wind power generation by 14%, delivering 360TWh and 130TWh of additional clean electricity. Nuclear power generation grew 8%, supplying another 40TWh. The increased generation from these three sources – some 530TWh – therefore met all of the growth in demand.

Hydropower generation also increased by 3% and bioenergy by 3%, helping push power generation from fossil fuels down by 1%. Gas-fired power generation increased by 6% and, as a result, power generation from coal fell by 1.9%.

Furthermore, the surge in additions of new wind and solar capacity at the end of 2025 will only show up as increased clean-power generation in 2026.

On the other hand, the growth in solar and wind power generation has fallen short of the growth in capacity, implying a fall in capacity utilisation – a measure of actual output relative to the maximum possible. This is highly likely due to increased, unreported curtailment, where wind and solar sites are switched off because the electricity grid is congested.

If these grid issues are resolved over the next few years, then generation from existing wind and solar capacity will increase over time.

Developments in 2025 extended the trend of clean-power generation growing faster than power demand overall, as shown in the top figure below. This trend started in 2023 and is the key reason why China’s emissions have been stable or falling since early 2024.

In addition, 2025 saw another potential inflection point, shown in the bottom figure below. It was the first year ever that energy storage capacity – mainly batteries – grew faster than peak electricity demand in 2025 and faster than the average growth in the past decade.

Top columns: Year-on-year change in annual electricity generation from clean energy excluding hydro, terawatt hours. Left solid and dashed line: Annual and average change in total electricity generation, TWh. Bottom columns: Year-on-year change in energy storage capacity, gigawatts. Right solid and dashed line: Annual and average change in peak electricity demand. Sources: Power generation and demand from Ember; peak loads from China Electric Power News since 2020; peak loads until 2019 and pumped hydro capacity from Wind Financial Terminal; battery storage capacity from China Energy Storage Alliance; analysis for Carbon Brief by Lauri Myllyvirta.

China’s energy storage capacity increased by 75GW year-on-year in 2025, while peak demand only increased by 55GW. The rise in storage capacity in 2025 is also larger than the three-year average increase in peak loads, some 72GW per year.

Peak demand growth matters, because power systems have to be designed to reliably provide enough electricity supply at the moment of highest demand.

Moreover, the increase in peak loads is a key driver of continued additions of coal and gas-fired power plants, which reached the highest level in a decade in 2025.

The growth in energy storage could provide China with an alternative way to meet peak loads without relying on increased fossil fuel-based capacity.

The growth in storage capacity is set to continue after a new policy issued by China’s top economic planner the National Development and Reform Commission (NDRC) in January.

This policy means energy storage sites will be supported by so-called “capacity payments”, which to date have only been available to coal- and gas-fired power plants and pumped hydro storage.

Concerns about having sufficient “firm” power capacity in the grid – that which can be turned on at will – led the government to promote new coal and gas-fired power projects in recent years, leading to the largest fossil-fuel based capacity additions in a decade in 2025, with another 290GW of coal-fired capacity still under construction.

Reforming the power system and increasing storage capacity would enable the grid to accommodate much higher shares of solar and wind, while reducing the need for new coal or gas capacity to meet rising peaks in demand.

This would both unlock more clean-power generation from existing capacity and improve the economics and risk profiles of new projects, stimulating more growth in capacity.

Peaking power CO2 requires more clean-energy growth

China’s key climate commitments for the next five-year period until 2030 are to peak CO2 emissions and to reduce carbon intensity by more than 65% from 2005 levels. The latter target requires limiting CO2 emissions at or below their 2025 level in 2030.

The record clean-energy additions in 2023-25 have barely sufficed to stabilise power-sector emissions, showing that if rapid growth in power demand continues, meeting the 2030 targets requires keeping clean-energy additions close to 2025 levels over the next five years.

China’s central government continues to telegraph a much lower level of ambition, with the NDRC setting a target of “around” 30% of power generation in 2030 coming from solar and wind, up from around 22% in 2025.

If electricity demand grows in line with the State Grid forecast of 5.6% per year, then limiting the share of wind and solar to 30% would leave space for fossil-fuel generation to grow at 3% per year from 2025 to 2030, even after increases from nuclear and hydropower.

Such an increase would mean missing China’s Paris commitments for 2030.

Alternatively, in order to meet the forecast increase in electricity demand without increasing generation from fossil fuels would require wind and solar’s share to reach 37% in 2030.

Similarly, China’s target of a non-fossil energy share of 25% in 2030 will not be sufficient to meet its carbon-intensity reduction commitment for 2030, unless energy demand growth slows down sharply.

This target is unlikely to be upgraded, since it is already enshrined in China’s Paris Agreement pledge, so in practice the target would need to be substantially overachieved if the country is to meet its other commitments.

If energy demand growth continues at the 2025 rate and the share of non-fossil energy only rises from 22% in 2025 to 25% in 2030, then the consumption of fossil fuels would increase by 3% per year, with a similar rise in CO2 emissions.

Still, another recent sign that clean-energy growth could keep exceeding government targets came in early February when the China Electricity Council projected solar and wind capacity additions of more than 300GW in 2026 – well beyond the government goal of “over 200GW”.

Chemical industry

The only significant source of growth in CO2 emissions in 2025 was the chemical industry, with sharp increases in the consumption of both coal and oil.

This is shown in the figure below, which illustrates how CO2 emissions appear to have peaked from cement production, transport, the power sector and others, whereas the chemicals industry is posting strong increases.

Sectoral emissions from fossil fuels and cement, million tonnes of CO2, rolling 12-month totals.
Sectoral emissions from fossil fuels and cement, million tonnes of CO2, rolling 12-month totals. Source: Emissions are estimated from National Bureau of Statistics data on production of different fuels and cement, China Customs data on imports and exports and WIND Information data on changes in inventories, applying emissions factors from China’s latest national greenhouse gas emissions inventory and annual emissions factors per tonne of cement production until 2024. Sector breakdown of coal consumption is estimated using coal consumption data from WIND Information and electricity data from the National Energy Administration.

Even though chemical-industry emissions are small relative to other sectors – at roughly 13% of China’s total – the pace of expansion is creating an outsize impact.

Without the increase from the chemicals sector, China’s total CO2 emissions would have fallen by an estimated 2%, instead of the 0.3% reported here.

Without changes to policy, emission growth is set to continue, as the coal-to-chemicals industry is planning major increases in capacity.

Whether these expansion plans receive backing in the upcoming five-year plan for 2026-30 will have a major impact on China’s emission trends.

Another key factor is the development of oil and gas prices. Production in the coal-based chemical industry is only profitable when coal is significantly cheaper than crude oil.

The current coal-to-chemicals capacity in China is dominated by plants producing higher-value – and therefore less price-sensitive – chemicals such as olefins and aromatics, as feedstocks for the production of plastics.

In contrast, the planned expansion of the sector is expected to be largely driven by plants producing oil products and synthetic gas to be used for energy. For these products, electrification and clean-electricity generation provide a direct alternative, meaning they are even more sensitive to low oil and gas prices than chemicals production.

Outlook for China’s emissions

This is the latest analysis for Carbon Brief to show that China’s CO2 emissions have now been stable or falling for seven quarters or 21 months, marking the first such streak on record that has not been associated with a slowdown in energy demand growth.

Notably, while emissions have stabilised or begun a slow decline, there has not yet been a substantial reduction from the level reached in early 2024. This means that a small jump in emissions could see them exceed the previous peak level.

China’s official plans only call for peaking emissions shortly before 2030, which would allow for a rebound from the current plateau before the ultimate emissions peak.

If China is to meet its 2030 carbon intensity commitment – a 65% reduction on 2005 levels – then emissions would have to fall from the peak back to current levels by 2030.

Whether China’s policymakers are still committed to meeting this carbon intensity pledge, after the setbacks during the previous five-year period, is a key open question. The 2030 energy targets set to date have fallen short of what would be required.

The most important signal will be whether the top-level five-year plan for 2026-30, due in March, sets a carbon intensity target aligned with the 2030 Paris commitment.

Officially, China is sticking to the timeline of peaking CO2 emissions “before 2030”, which was announced by president Xi Jinping in 2020.

According to an authoritative explainer on the recommendations of the Central Committee of the Communist Party for the upcoming five-year plan, published by state-backed news agency Xinhua, coal consumption should “reach its peak and enter a plateau” from 2027.

It says that continued increases in demand for coal from electricity generators and the chemicals industry would be offset by reductions elsewhere. This is despite the fact that China’s coal consumption overall has already been falling for close to two years.

The reference to a “plateau” in coal consumption indicates that in official plans, meaningful absolute reductions in emissions would have to wait until after 2030. Any increase in coal consumption from 2025 to 2027, before the targeted plateau, would need to be offset by reductions in oil consumption, to meet the carbon intensity target.

Moreover, allowing coal consumption in the power sector to grow beyond the peak of overall coal use and emissions implies slowing down China’s clean-energy boom. So far, the boom has continued to exceed official targets by a wide margin.

In addition, the explainer’s expectation of further growth in coal use by the chemicals industry indicates a green light for at least a part of its sizable expansion plans.

The Xinhua article recognises that oil product consumption has already peaked, but says that oil use in the chemicals industry has kept growing. It adds that overall oil consumption should peak in 2026.

Elsewhere, the article speaks of “vigorously” developing non-fossil energy and “actively” developing “distributed” solar, which has slowed down due to recent pricing policies.

Yet it also calls for “high-quality development” of fossil fuels and increased efforts in domestic oil and gas production, suggesting that China continues to take an “all of the above” approach to energy policy.

The outcome of all this depends on how things turn out in reality. The past few years show it is possible that clean energy will continue to overperform its targets, preventing growth in energy consumption from fossil fuels despite this policy support.

The key role of the clean-energy boom in driving GDP growth and investments is one key motivator for policymakers to keep the boom going, even when central targets would allow for a slowdown. It is also possible that the five-year plans of provinces and state-owned enterprises could play a key role in raising ambition, as they did in 2022.

About the data

Data for the analysis was compiled from the National Bureau of Statistics of China, National Energy Administration of China, China Electricity Council and China Customs official data releases, as well as from industry data provider WIND Information and from Sinopec, China’s largest oil refiner.

Electricity generation from wind and solar, along with thermal power breakdown by fuel, was calculated by multiplying power generating capacity at the end of each month by monthly utilisation, using data reported by China Electricity Council through Wind Financial Terminal.

Total generation from thermal power and generation from hydropower and nuclear power were taken from National Bureau of Statistics monthly releases.

Monthly utilisation data was not available for biomass, so the annual average of 52% for 2023 was applied. Power-sector coal consumption was estimated based on power generation from coal and the average heat rate of coal-fired power plants during each month, to avoid the issue with official coal consumption numbers affecting recent data.

CO2 emissions estimates are based on National Bureau of Statistics default calorific values of fuels and emissions factors from China’s latest national greenhouse gas emissions inventory, for the year 2021. The CO2 emissions factor for cement is based on annual estimates up to 2024.

For oil, apparent consumption of transport fuels – diesel, petrol and jet fuel – is taken from Sinopec quarterly results, with monthly disaggregation based on production minus net exports. The consumption of these three fuels is labeled as oil product consumption in transportation, as it is the dominant sector for their use.

Apparent consumption of other oil products is calculated from refinery throughput, with the production of the transport fuels and the net exports of other oil products subtracted. Fossil-fuel consumption includes non-energy use such as plastics, as most products are short-lived and incineration is the dominant disposal method.

The post Analysis: China’s CO2 emissions have now been ‘flat or falling’ for 21 months appeared first on Carbon Brief.

Analysis: China’s CO2 emissions have now been ‘flat or falling’ for 21 months

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The 2026 budget test: Will Australia break free from fossil fuels?

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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

Action Calls for a Transition Away From Fossil Fuels in Vanuatu. © Greenpeace
The community in Mele, Vanuatu sent a positive message ahead of the First Conference on Transitioning Away from Fossil Fuels. © Greenpeace

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

Activists Disrupt Major Gas Conference in Sydney. © Greenpeace
Greenpeace Australia Pacific activists disrupted the Australian Domestic Gas Outlook conference in Sydney with the message ‘Gas execs profit, we pay the price’. © Greenpeace

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

Protest of Woodside and Drill Rig Valaris at Scarborough Gas Field in Western Australia. © Greenpeace / Jimmy Emms
Crew aboard Greenpeace Australia Pacific’s campaigning vessel the Oceania conducted a peaceful banner protest at the site of the Valaris DPS-1, the drill rig commissioned to build Woodside’s destructive Burrup Hub. © Greenpeace / Jimmy Emms

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

Rainforest in Tasmania. © Markus Mauthe / Greenpeace
Rainforest of north west Tasmania in the Takayna (Tarkine) region. © Markus Mauthe / Greenpeace

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?

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What fossil fuels really cost us in a world at war

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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.

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    Traditional models still ‘outperform AI’ for extreme weather forecasts

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    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.

    Accuracy of the AI models
    Accuracy of the AI models (blue, red and green) and the physics-based model (black) at forecasting all weather over 2020 (left) and heat extremes (right) over a range of lead times. This is measured using “root mean square error” (RMSE) – a metric of how accurate a model is, where a lower value indicates lower error and higher accuracy. Source: Zhang et al (2026).

    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.

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