Beta EU ETS Simulator

With our EU ETS Simulator, you can analyse the impact of changing assumptions on the EU Emissions Trading System (ETS).

You can adjust assumptions and analyse how they affect the supply and demand balance of the EU ETS.

This simulator uses data from the European Commission up to 2025 and 3 emissions scenarios from the Commission’s impact assessment on EU climate law from 2024.

Select and combine different scenarios on the menu on the left by clicking the buttons.

Stay tuned for more updates coming soon!

Q&A

Why is this a beta version?

We have significantly updated our EU ETS Simulator. However, we are still working on sectorspecific improvements, which should not materially change the numbers.

What is the option to limit aviation access to EUAs about?

The option Yes’ under ‘limit aviation access to EUAs models the impact of restricting the aviation sector’s access  to EU emissions Allowances (EUAs), by resuming the issuance of EU Aviation Allowances (EUAAs) for aviation and allowing airlines to meet their compliance using EUAAs plus a limited percentage of EUAs. Such a limitation would make EUAAs more valuable and allow Member States to raise more funds, for example to develop rail transport infrastructure. We created a design option where this extra demand from airlines for stationary allowances linearly reduces to zero in 2040.

Sandbag believes that the aviation sector’s access to stationary allowances should be restricted. An important feature of the EU ETS is its imbalance between the aviation sector (which has consistently emitted more than its cap) and the stationary sectors (which have emitted less than their cap) while sharing the same emission allowances. This situation procures aviation with a relatively cheap compliance instrument, as buying surplus stationary allowances is much cheaper than curbing aviation emissions. In contrast, for the other sectors, this creates more demand and pushes up prices. The sector’s current unlimited access acts like an abatement deterrent, making decarbonisation the least economical option. By purchasing emission allowances from stationary installations, airlines effectively shift the decarbonisation burden onto other industry sectors. 

Did you take into account extensions of the EU ETS to international flights or incinerators?

No, because any extension would increase both the emissions coverage and the cap. The overall impact on the market balance remains uncertain, and any calculation at this stage would rely too heavily on assumptions to be meaningful.

What are the emissions scenarios?

The emissions scenarios are derived from the European Commission’s impact assessment (IA) published in February 2024. The forecasts used for the EU ETS scope are the IA’s figures for “industry”, “energy supply”, “intra-EU aviation”, “intra-EU navigation” and “50% extra-EU maritime MRV”.

  • S1: 75% reduction in EU-wide emissions by 2040 (ETS sectors: -83%) 
  • S2: 85% reduction in EU-wide emissions by 2040 (ETS sectors: -89%) 
  • S3: 95% reduction in EU-wide emissions by 2040 (ETS sectors: -93%)
What products or sectors does the CBAM extension cover?

This covers organic chemicals, polymers, and refinery products.

What does transfer CBAM to non CBAM mean?

Currently, the allowances that are not allocated for free because of the CBAM are auctioned to finance the Innovation Fund. With this option, they would instead be allocated to non-CBAM sectors first, to keep the CSCF at 1 if possible. In addition, the remaining ones would be auctioned off, to finance the Innovation Fund.

What is the difference between the “high” and “low” benchmarks options?

With the low benchmark option, all benchmarks decrease at the maximum rate possible of 2.5% per year.

With the high benchmarks option, benchmarks decline at their historical rate, except for a few (hot metal, grey clinker, …) which were extended and will include low-emission plants in future updates.

Where does the data come from?

Historical emissions, free allocation, and auction data come from the EU Transaction Log and auctioning platforms.

Short-term production outlooks come from established sector associations (Eurocontrol, Eurofer, Cement Europe etc.).

Long-term projections are derived from the scenarios in the Commissions 2024 Impact Assessment for EU Climate Law.

What has changed since the previous version?

Emissions data have been updated to the latest available data; and new parameters have been implemented to reflect policy options currently under discussion, as well as Sandbag’s proposed design changes.

Related publications

Simulating CDR in the EU ETS: The Risks of Premature Integration

Simulating CDR in the EU ETS: The Risks of Premature Integration

Sandbag has developed an ‘ETS + CDR simulator’ to help visualise and explore the impact that CDR integration could have on the ETS, assess the demand it could create for CDR, and highlight the potential consequences of this demand. This report uses the simulator to explore how different integration pathways could affect emissions reductions, carbon prices, and potentially lead to negative externalities.

More on the EU ETS

Simulating CDR in the EU ETS: The Risks of Premature Integration

Simulating CDR in the EU ETS: The Risks of Premature Integration

Sandbag has developed an ‘ETS + CDR simulator’ to help visualise and explore the impact that CDR integration could have on the ETS, assess the demand it could create for CDR, and highlight the potential consequences of this demand. This report uses the simulator to explore how different integration pathways could affect emissions reductions, carbon prices, and potentially lead to negative externalities.

A modern carbon removal facility surrounded by misty grasslands and sparse trees, with industrial structures and a sleek wooden central building.
In or Out: What’s best for carbon removals and the EU ETS?

In or Out: What’s best for carbon removals and the EU ETS?

What will the future of the EU Emissions Trading System (ETS) look like as the emissions cap heads towards zero? Is integrating carbon dioxide removals (CDRs) into the ETS a solution to help the EU achieve its climate goals? Or would they compromise the integrity and functioning of the system? These questions are at the forefront of the Commission’s mind as they review different options for the future of the ETS ahead of the 2026 revision.

Mundo Matogné. Rue d’Edimbourg 26, Ixelles 1050 Belgium. Sandbag is a not-for-profit (ASBL) organisation registered in Belgium under the number 0707.935.890. EU transparancy register no. 277895137794-73. VAT: BE0707935890

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