CBAM Pulse

Economic evidence report · Published

What Economic Models Say About CBAM’s Impact on Europe

What the models say, who should care and how to use the evidence

The honest answer is not one GDP percentage. This report compares what the main institutional models measure, shows where aggregate results hide sector and supply-chain effects, and turns the evidence into decisions an importer, manufacturer, finance team, adviser or policy team can actually use.

Research cut-off

10 August 2026

Evidence state

Scenarios, not realised impact

Publication state

Published

Start here

Is this useful for you?

Yes—if your work requires you to explain CBAM's economic effects, decide which commercial exposures deserve deeper analysis, challenge a headline, or prepare a sourced management/client briefing. No—if you need an individual company liability, supplier quote, legal conclusion or deterministic forecast. Those require company data and separate tools.

EU importer

Useful when: Separate macro headlines from your product-level exposure and build bounded year scenarios.

Next action: Check CN scope, annual quantity, installation emissions, carbon price paid and the phase-in year before using the cost calculator.

Boundary: Do not convert an EU value-added percentage into a certificate obligation.

Procurement / supply chain

Useful when: Prioritise metal-, fertiliser- and cement-intensive inputs where indirect price transmission deserves supplier evidence.

Next action: Map covered material content, supplier origin, emissions-data route, contract reset dates and substitutes.

Boundary: A sector-average price change is not a supplier quote or pass-through rate.

Finance / strategy

Useful when: Build downside/base/upside sensitivities around carbon price, free-allocation phase-out, pass-through and sourcing response.

Next action: Keep model assumptions in the management deck and separate CBAM cash timing from P&L incidence.

Boundary: The OECD −0.29% is not a company revenue or margin forecast.

Manufacturer

Useful when: Identify where imported covered inputs and export exposure pull competitiveness in different directions.

Next action: Trace covered materials into products, compare domestic/import options and test export-market exposure separately.

Boundary: CBAM protection at the border does not guarantee export competitiveness.

Adviser / consultant

Useful when: Use the model cards and claim appendix to cite results without dropping the baseline, population or limitation.

Next action: State model, year, metric, comparison and excluded behaviour beside every percentage.

Boundary: Do not average percentages from unlike models or call an exposure index GDP loss.

Policy / association

Useful when: Compare aggregate, sector, country, employment and consumer channels while keeping design options distinct.

Next action: Request sensitivity ranges and disaggregated evidence before converting a directional result into a policy claim.

Boundary: The sources do not prove deindustrialisation, general inflation or a fixed jobs effect.

What you can use this for

  • ✓ Internal or client briefing with source-visible caveats
  • ✓ Sector and supply-chain risk prioritisation
  • ✓ Scenario design and assumption challenge
  • ✓ Procurement and finance question lists
  • ✓ Policy/model comparison
  • ✓ Deciding what company-specific evidence to collect next

Executive answer

What the evidence supports—in six conclusions

No observed total

Official data do not yet identify a realised causal EU-wide GDP, jobs or price effectC-001

−0.29%

OECD modelled all-industry EU value added in its fully implemented Full Policy MixC-004

83%

of the modelled European value-added loss sits in non-covered sectorsC-006

0–0.6%

range for most OECD-modelled CBAM-induced sector price changesC-007

−11.9%

JRC's historical Option 4 aggregate CBAM-sector import change versus baselineC-012

2034

when the adopted CBAM-sector free-allocation phase-out reaches zeroC-017

The practical message is more useful than either “CBAM barely matters” or “CBAM will transform everything.” Aggregate model effects are small, but cost, trade and value-added channels are uneven. Directly covered sectors receive some leakage protection while still facing free-allocation withdrawal, carbon costs, imported-input costs and export-market pressure. Downstream sectors can carry a large share of the aggregate effect because they are a much larger part of the economy.

Part 1

What is observed, modelled and still unknown?

The definitive regime started in 2026, but the strongest official quantitative record still combines transitional reporting data, adopted legal schedules and ex-ante models. The Commission can report quantities, Registry activity and estimates; those observations do not isolate what CBAM caused in European output, prices or jobs.C-001

Evidence classAvailable nowUseful questionNot supported
Observed official data boundaryTrade quantities, Registry records, estimates, operational countsWhere is reported exposure concentrated?Causal GDP, price, output or jobs effects
Institutional model scenarioOECD supply-chain and leakage simulationsHow can effects propagate under a defined policy case?What will happen with certainty
Official model scenarioCommission/JRC proposal-stage option modellingHow did policy designs compare in the 2030 assessment?A current-law or realised-outcome forecast
Adopted law2026–2034 free-allocation/CBAM rampHow far is a year from full implementation?A company cost without inputs
Company-specific evidenceGoods, quantities, installation emissions, carbon price paid, contractsWhat is our operational and commercial exposure?Available from a macro model alone

For the observed quantitative baseline, use CBAM by the Numbers. This page owns the interpretation of economic models—not the Registry dataset itself.

Part 2

Four evidence outputs that answer different questions

Model percentages become misleading when their contracts disappear. The OECD reports value added, not GDP. The Commission's 2021 assessment reports a 2030 Fit for 55 option comparison. The World Bank Economic Exposure Index is estimated excess carbon payments divided by GDP—not a GDP-loss forecast. The Commission's 2025 downstream assessment measures marginal proposal effects against a baseline that already contains CBAM.C-002C-018

OECD supply-chain model (2025)

Institutional model scenario
Metric
Value added
Horizon
Fully implemented policy applied immediately to 2019
Baseline
2019 global economy; EU ETS about €25/t; 2019 free allocation; no CBAM
Policy case
About €80/t, relevant free allowances removed, CBAM added
Useful for
Supply-chain propagation, sector/country direction, leakage scenarios
Critical limit
Static short-run experiment; no long-run adaptation, backfilling or future foreign policy

JRC-GEM-E3 impact assessment (2021)

Official model scenario
Metric
GDP, output, trade, employment and prices
Horizon
2030 option scenarios
Baseline
EU Reference Scenario 2020 baseline; MIX and MIX-full auctioning are separate policy comparators
Policy case
Six proposal-stage CBAM design options plus MIX comparisons
Useful for
Macro, import, employment, consumer-price and distributional sensitivities
Critical limit
Historical proposal-stage model; options do not map one-to-one to final implementation

World Bank exposure indices (2025)

Institutional exposure metric
Metric
Exposure index
Horizon
Historical exposure screen
Baseline
2017 intensity, 2022 trade/GDP, notional USD100/t
Policy case
Estimated excess carbon payment relative to EU producers
Useful for
Testing whether a country/sector deserves deeper analysis
Critical limit
Not a CGE model; no GDP change, adaptation, pass-through, output or welfare

JRC-GEM-E3 downstream assessment (2025)

Official model scenario
Metric
Marginal downstream-extension effects
Horizon
2030 and 2035 proposal options
Baseline
Fit for 55, REPowerEU, existing CBAM/free-allocation phase-out and adopted Omnibus I simplifications
Policy case
Three hypothetical extensions of CBAM to downstream goods
Useful for
Testing the additional effect of extending scope—not the total effect of current CBAM
Critical limit
Proposal-stage marginal comparison; broad sectors; options are not adopted law
What not to repeat: “The models agree CBAM will cut EU GDP by about 0.25%.” They do not estimate the same metric against the same baseline, and much of the Commission macro change belongs to the wider Fit for 55 package.

Part 3

The EU-wide headline is small—but easy to misuse

In the OECD model, the Full Policy Mix leaves aggregate EU all-industry value added at −0.29% relative to the 2019 baseline—the same displayed aggregate as removing relevant free allowances without CBAM. That does not make CBAM economically irrelevant: the mechanism improves some covered-sector outcomes while indirect losses spread across much larger non-covered sectors.C-004

Figure 1

Institutional model scenario

The aggregate stays small while covered-sector effects move

01

Higher ETS price

Higher EU ETS price + non-EITE free-allocation removal

All EU industries-0.15%
CBAM industries-0.40%
CBAM industries + illustrative recycling-0.23%
02

Remove covered-sector free allocation

Previous step + removal for CBAM industries

All EU industries-0.29%
CBAM industries-1.06%
CBAM industries + illustrative recycling-0.76%
03

Add CBAM

Full Policy Mix: previous step + CBAM

All EU industries-0.29%
CBAM industries-0.85%
CBAM industries + illustrative recycling-0.52%

Source: OECD Working Paper 2025/02, pp. 38–40. Percentage change in EU value added from a 2019 baseline. Revenue recycling is illustrative, not adopted allocation. Fully implemented policy is applied to 2019; this is not a 2034 forecast. C-003 C-004 C-005

The Commission's earlier JRC-GEM-E3 assessment also produced small macro differences across options: EU-27 GDP was approximately −0.22% to −0.23% versus baseline in 2030. But the Commission explicitly linked that contraction mainly to the wider MIX constraints required to meet the 2030 climate target—not to a standalone CBAM shock.C-011

Part 4

The supply chain is the economically important unit

CBAM is imposed at the import boundary, but economic incidence can travel through covered inputs, domestic production costs, substitution, demand and exports. OECD estimates that non-covered sectors account for 83% of the European value-added loss in its free-allocation-removal-plus-CBAM decomposition.C-006

Figure 2

Institutional model scenario

Most modelled value-added loss sits outside direct CBAM coverage

17% covered
83% non-covered sectors
1

Carbon and free-allocation change

Direct cost pressure in EU ETS sectors

2

CBAM at the border

Import costs and sourcing incentives change

3

Input prices propagate

Metals reach fabricated goods, machinery and vehicles

4

Demand and substitution respond

Value added moves across a much larger economy

Source: OECD Working Paper 2025/02, pp. 42–44. The 83% decomposition and the −0.29% all-industry result use related but not identical comparison denominators. Do not combine them into one causal statistic. C-006 C-007

Average sector price increases caused by introducing CBAM are mostly modelled between 0% and 0.6%. Basic metals and fabricated metals show larger effects, followed by electrical equipment, machinery and motor vehicles. The model assumes 100% cost pass-through; the values are not observed supplier pass-through coefficients. Use them to prioritise metal-intensive bills of material for evidence collection.C-007

Figure 6

Historical literature screen

A historical product screen widened sharply at the higher carbon price

Basic materials€30/t: 2% · €75/t: 2%
Basic-material products€30/t: 6% · €75/t: 9%
Components€30/t: 2% · €75/t: 4%
Final products€30/t: 3% · €75/t: 11%
All manufacturing€30/t: 13% · €75/t: 26%

Source: Commission SWD(2021) 643, Table 7, adapted from Stede et al. (2021). Share of 2019 EU manufacturing value added meeting both a cost increase above 5% of gross value added and trade intensity of at least 10%. This is a risk screen, not observed relocation or current scope. C-015

The historical product-level screen is deliberately separate from the OECD model. It asks which 2019 manufacturing product groups cross a leakage-risk threshold at two carbon prices. It does not show that 13% or 26% of manufacturing relocated, nor that those goods are current CBAM scope.

Part 5

Sector effects depend on protection, inputs and export exposure

“Covered by CBAM” is not the same as “protected from every economic channel.” The removal of free allocation raises costs for EU producers. CBAM can reduce import-side leakage, but covered producers may consume covered imports and remain exposed on export markets. OECD's modelled EU covered-sector value-added changes run from roughly −0.01% to −1.44%; it cuts the basic-metals loss from almost −3% without CBAM to around −1%, but non-metallic minerals receive less protection because only part of the broad model sector is covered.C-008

Sector positionPrimary economic channelWork questionEvidence needed next
Basic metals / mineralsFree-allocation withdrawal, carbon cost, import competitionDoes CBAM offset the cost change in EU and export markets?Installation intensity, output mix, trade share, free-allocation path
Fabricated metalsOwn covered goods plus higher basic-metal input costsHow much exposure is direct versus purchased-input?Bill of materials, sourcing, contract pass-through, product scope
Machinery / vehicles / electrical equipmentIndirect metal-input propagationWhere can input cost be absorbed, substituted or repriced?Material share, supplier quote, reset dates, alternatives
Agriculture / foodFertiliser-input price channelIs fertiliser material to unit economics?Input intensity, origin, seasonal purchasing and substitution
ServicesDiffuse indirect demand and input-output effectsIs exposure material enough to analyse?Spend map before deep CBAM work

For current legal scope, use the goods checker and the current-versus-proposed downstream guide. Model sectors are broader than CN-coded legal scope.

Part 6

Import protection does not settle export competitiveness

The Commission's 2021 preferred transitional Option 4 modelled aggregate CBAM-sector imports 11.9% below baseline in 2030. Fertilisers showed the largest selected sector change at −26.41%; aluminium was −4.41%. The same assessment warned that resource shuffling and cleaner foreign production could materially reduce those import effects.C-012

Figure 3

Official model scenario

The 2021 preferred-option model showed very different import effects by sector

Iron and steel-11.98%
Cement-15.12%
Fertilisers-26.41%
Aluminium-4.41%

Source: European Commission SWD(2021) 643, Table 11, report p. 65. EU-27 imports in 2030, percentage change from baseline under historical Option 4. The model excludes resource shuffling and exporter adaptation; the report says those behaviours could materially limit reductions. C-012

The import result does not mean equivalent EU production growth. Demand can fall, inputs can be substituted and trade can reroute. The assessment also found weaker CBAM-sector export performance versus the MIX scenario, driven mainly by free-allocation loss and higher domestic prices. CBAM prices imports; it does not automatically compensate EU exports in third-country markets.

Resource shuffling can change the sign

Official model scenario

The Commission tested a stylised case in which cleaner production is directed to the EU while more emissions-intensive output serves other markets. The sensitivity sharply reduced the import effect and reversed it for cement and aluminium.C-021

SectorWithout shufflingWith shuffling
Iron and steel-11.98%-2.38%
Cement-15.12%+6.97%
Aluminium-4.41%+1.75%

Option 4 headline

9.1bn

total modelled 2030 revenue, of which €2.1bn is border-certificate revenue; most is additional EU ETS auctioning.

With resource shuffling

8.2bn

total, with border-certificate revenue falling to €1.3bn.C-022

Part 7

What the newer 2025 downstream model adds—and does not add

The Commission's 2025 downstream-extension assessment uses an updated JRC-GEM-E3 model and a baseline that already contains Fit for 55, REPowerEU, existing CBAM and the adopted Omnibus I simplifications. It therefore measures only the additional effect of three proposed downstream extensions. Every value in the table below is a 2035 result. It is not a newer estimate of total CBAM impact and the options are not adopted law.

Proposal option2035 EU fabricated-metal output2035 downstream imports2035 basic-material imports
Option 1+0.07%-0.08%+0.03%
Option 2+0.16%-0.29%+0.09%
Option 3+0.19%-0.35%+0.11%

The 2035 results explain an apparent contradiction: downstream imports can decline while basic-material imports rise slightly, as higher protected EU downstream output increases demand for inputs.C-023

Part 8

Jobs and prices are small in aggregate, uneven by category

JRC-GEM-E3 described overall employment effects as limited, but its Option 4 sector results do not share one sign. Covered sectors aggregate to +0.32%, while downstream sectors aggregate to −0.43%; iron and steel is +0.22%, cement −0.48%, fertilisers +2.59% and aluminium +0.89% in that option.C-013

Figure 4

Official model scenario

Employment signs differ across sectors—even inside one model option

Covered sectors — aggregate+0.32%
Iron and steel+0.22%
Cement-0.48%
Fertilisers+2.59%
Aluminium+0.89%
Downstream sectors — aggregate-0.43%

Source: European Commission SWD(2021) 643, Table 12, report pp. 69–70. EU-27 employment in 2030, percentage change from baseline under historical Option 4. These are sector aggregates under an imperfect-labour-market assumption, not headcount forecasts. C-013

Selected consumer-price effects were also small in the historical option comparison. Relative to full auctioning without CBAM, Option 4 ranges from no displayed change for heating/cooking appliances to +0.27% for fuels and power. This is not total inflation: it isolates one policy design comparison inside the 2030 assessment.C-014

Figure 5

Official model scenario

Selected consumer-price changes were small in the historical option comparison

Food, beverages & tobacco+0.04%
Housing & water charges+0.05%
Fuels & power+0.27%
Household equipment & operation+0.03%
Heating & cooking appliances0.00%
Purchase of vehicles+0.02%
Operation of personal transport equipment+0.17%
Transport services+0.09%
Miscellaneous goods & services+0.05%

Source: European Commission SWD(2021) 643, Table 13, report p. 72. Option 4 relative to MIX-full auctioning without CBAM—not total inflation relative to current prices. C-014

The linked EUROMOD analysis described the overall distributional effect as regressive but very small, with differences across countries, income deciles and policy options. That finding is useful for deciding whether distributional sensitivity belongs in a policy brief. It is not precise enough to estimate a household bill today.

Part 9

Europe does not receive one uniform sector effect

OECD's country decomposition covers value added in CBAM industries—not whole-country GDP. Results are mostly between +0.1% and −6%, with more pronounced adverse effects in Bulgaria, Cyprus, Estonia, Greece and Poland than in EU14 countries. Revenue recycling is excluded from this decomposition.C-009

Why the result can differ

  • Emission intensity of domestic covered production
  • Covered sectors' share of national value added
  • Import dependence and supplier carbon intensity
  • Export exposure outside the EU
  • Input-output structure and substitution
  • Revenue recycling and other policy responses

What a country brief still needs

  • Current trade and production year
  • Product/CN detail below broad model sectors
  • Actual installation and supplier emissions
  • Carbon pricing and eligible payment evidence
  • Investment/adaptation pipeline
  • Employment level and regional concentration

Do not publish “Country X loses 6% of GDP.” The OECD figure is a change in covered-industry value added. For external-country exposure metrics and observed origin volumes, keep the World Bank and Commission populations separately labelled.

Part 10

The environmental result depends on the counterfactual

In OECD's all-industry comparison, higher ETS prices produce a 7.4% leakage rate. Removing relevant free allowances without CBAM raises that to 19.2%. Adding CBAM changes it to −12.4% because non-EU emissions also fall in the model. Adding CBAM increases global emissions reductions by 36% against the no-CBAM policy step—not against a no-policy world.C-010

Figure 7

Institutional model scenario

In the OECD model, CBAM reverses the non-EU emissions response

Scenario 01

Higher EU ETS price

EU emissions
-161 Mt
Non-EU emissions
+12 Mt
Leakage rate
+7.4%

Scenario 02

Previous step + free-allocation removal

EU emissions
-175 Mt
Non-EU emissions
+34 Mt
Leakage rate
+19.2%

Scenario 03

Full Policy Mix: previous step + CBAM

EU emissions
-171 Mt
Non-EU emissions
-21 Mt
Leakage rate
-12.4%

Source: OECD Working Paper 2025/02, Table 5, p. 41. All-industry model results versus the 2019 baseline. Negative leakage means non-EU emissions also fall in the model; it is not an observed 2026 rate. C-010

The mechanism is trade reallocation towards less emissions-intensive suppliers. The result depends on historical intensities, modelled substitution and the absence of some future adaptations. It should support a counterfactual discussion, not a claim that a measured 2026 leakage rate is negative.

Part 11

A full-policy scenario is not the first definitive year

Most compelling model results represent full policy implementation. Adopted law phases CBAM in as the corresponding EU ETS free allocation falls: 97.5% is retained in 2026, 51.5% in 2030 and 0% in 2034. The CBAM-covered shares are the complements—2.5%, 48.5% and 100%.C-017

Figure 8

Adopted law

Fully implemented model scenarios are not the 2026 policy state

2026

2.5%

covered share

2027

5%

covered share

2028

10%

covered share

2029

22.5%

covered share

2030

48.5%

covered share

2031

61%

covered share

2032

73.5%

covered share

2033

86%

covered share

2034

100%

covered share

Source: Directive (EU) 2023/959, Article 10a(1a) amendment. CBAM-covered share is the derived complement of the legal free-allocation share. This is phase-in context, not a liability estimate. C-017

This matters twice. First, the cost channel grows over time even if emissions and certificate prices were unchanged. Second, firms, suppliers and governments can adapt during the ramp, while OECD deliberately applies full implementation immediately to the 2019 economy. Use the phase-in guide for the legal schedule and the cost calculator for a deterministic input-based planning estimate.

Part 12

Turn model evidence into work—not a headline

01

EU importer

Decision use: Separate macro headlines from your product-level exposure and build bounded year scenarios.

Action: Check CN scope, annual quantity, installation emissions, carbon price paid and the phase-in year before using the cost calculator.

Stop line: Do not convert an EU value-added percentage into a certificate obligation.

02

Procurement / supply chain

Decision use: Prioritise metal-, fertiliser- and cement-intensive inputs where indirect price transmission deserves supplier evidence.

Action: Map covered material content, supplier origin, emissions-data route, contract reset dates and substitutes.

Stop line: A sector-average price change is not a supplier quote or pass-through rate.

03

Finance / strategy

Decision use: Build downside/base/upside sensitivities around carbon price, free-allocation phase-out, pass-through and sourcing response.

Action: Keep model assumptions in the management deck and separate CBAM cash timing from P&L incidence.

Stop line: The OECD −0.29% is not a company revenue or margin forecast.

04

Manufacturer

Decision use: Identify where imported covered inputs and export exposure pull competitiveness in different directions.

Action: Trace covered materials into products, compare domestic/import options and test export-market exposure separately.

Stop line: CBAM protection at the border does not guarantee export competitiveness.

05

Adviser / consultant

Decision use: Use the model cards and claim appendix to cite results without dropping the baseline, population or limitation.

Action: State model, year, metric, comparison and excluded behaviour beside every percentage.

Stop line: Do not average percentages from unlike models or call an exposure index GDP loss.

06

Policy / association

Decision use: Compare aggregate, sector, country, employment and consumer channels while keeping design options distinct.

Action: Request sensitivity ranges and disaggregated evidence before converting a directional result into a policy claim.

Stop line: The sources do not prove deindustrialisation, general inflation or a fixed jobs effect.

Company analysis: minimum evidence pack

  1. CN code and current-law scope decision
  2. Annual and shipment quantities by product
  3. Installation-specific embedded emissions route
  4. Default fallback and evidence status
  5. Eligible carbon price actually paid
  6. Certificate price scenario and year factor
  7. Supplier/contract pass-through terms
  8. Substitution, demand and export exposure

Part 13

Briefing-ready summary

Safe to share with the model labels attached

  • No official dataset yet isolates a realised EU-wide causal GDP, jobs or price effect from CBAM.
  • OECD's static short-run Full Policy Mix models all-industry EU value added at −0.29% against a 2019 baseline; that is not a 2034 forecast.
  • Non-covered sectors account for 83% of the modelled European value-added loss, showing why downstream input effects matter.
  • The 2021 Commission assessment found small EU-wide macro differences between policy options but material variation in sector imports and employment.
  • Full-implementation results should not be presented as 2026 conditions because the free-allocation/CBAM transition runs to 2034.
  • Use model results to prioritise evidence and scenarios; use company goods, emissions, contracts and prices for company decisions.

Shareable wording

  • “The OECD model estimates…”
  • “Against the 2019 baseline…”
  • “Across EU CBAM industries…”
  • “Under the Commission's historical Option 4…”
  • “This supports a sensitivity, not a forecast.”

What not to repeat

  • “CBAM will cut EU GDP by 0.29%.”
  • “83% of CBAM costs fall on downstream firms.”
  • “Imports will fall 12%.”
  • “CBAM creates jobs in covered sectors.”
  • “Exposure equal to 0.5% of GDP means GDP falls 0.5%.”

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Part 14

How this report was built and where it stops

The quantitative spine is the OECD 2025 supply-chain paper and the Commission's 2021 impact assessment. Source PDFs were downloaded from official institutional hosts, checksum-frozen and extracted locally. Tables with difficult text-layer wrapping were checked against rendered source pages. CBAM Pulse created new visual treatments rather than copying institutional chart artwork.

Every promoted number carries a metric, unit, baseline, policy case, population or horizon, evidence class, locator and limitation through the adjacent text, figure note or claim appendix. Commas/decimal points were normalised for display; no hidden precision was created. OECD prose rounding of −1.06% is preserved rather than silently replacing it with Table 6's −1.07%.

The models are not averaged. Value added is not relabelled GDP. The World Bank exposure index is not relabelled GDP loss. Broad model sectors are not relabelled current legal CN scope. Historical Option 4 is not relabelled the final 2026 mechanism. Modelled emissions/leakage are not relabelled observations.

GSC showed no 90-day query/page rows containing “economic” or “impact” at the research cut-off. The article therefore exists as a useful, shareable professional reference and canonical evidence interpretation—not because current first-party search demand proves the topic. Update triggers include a Commission ex-post economic evaluation, a materially updated institutional model, realised definitive-regime sector evidence, or a legal phase-in change.

Part 15

Claim-level evidence and limitations

Part 16

Primary source register

S-001T1

OECD: The Potential Effects of the EU CBAM Along the Supply Chain

Use here: Enhanced static input-output model: value added, prices, supply chains, country effects and leakage.

Locator: Working Paper 2025/02, PDF pp. 32–51 · checked 2026-08-10

Open source
S-002T1

European Commission: SWD(2021) 643 final — CBAM impact assessment

Use here: Historical JRC-GEM-E3 option modelling for GDP, output, trade, employment and prices.

Locator: Part 1, report pp. 45–72, Tables 7 and 10–13; Part 2, Annex 10, Table 10-5, report p. 113/PDF p. 114 · checked 2026-08-10

Open source
S-003T1

World Bank: CBAM Exposure Indices — Methodological Note

Use here: Metric-boundary control: an exposure index is not a GDP-loss forecast.

Locator: June 2025, §§2.2, 3.4 and limitations · checked 2026-08-10

Open source
S-004T1

European Commission: COM(2025) 783 final — report on application of the CBAM Regulation

Use here: Observed-data boundary: official statistics and estimates, but no realised causal economic-impact measure.

Locator: Application report and Annex IV Registry evidence · checked 2026-08-10

Open source
S-005T1

European Union: Directive (EU) 2023/959 — CBAM-sector free-allocation phase-out

Use here: Adopted 2026–2034 phase-in context.

Locator: Article 10a(1a) amendment · checked 2026-08-10

Open source
S-006T1

European Commission: SWD(2025) 988 final — downstream-extension impact assessment

Use here: Updated JRC-GEM-E3 marginal modelling for proposal-stage downstream extensions against a baseline already containing CBAM and the adopted Omnibus I simplification package.

Locator: Part 1, report pp. 30–43; Tables 4 and 10 · checked 2026-08-10

Open source

Part 17

Questions readers should ask before using a CBAM impact number

Is −0.29% the predicted effect on EU GDP?

No. It is OECD's modelled change in EU all-industry value added under a fully implemented policy experiment applied to the 2019 economy.

Does a small EU-wide result mean my company has little exposure?

No. Aggregate results can hide sector, product, supplier, contract and export differences. Screen your own goods and input structure.

Can I put these charts in a management or client deck?

Yes, if the figure note and model contract remain attached and you cite the original institutional source. Do not crop away the evidence class or limitation.

Can the sector percentages estimate my prices or margin?

No. They are broad model averages. Use supplier quotes, quantities, emissions, contracts, carbon-price assumptions and the applicable year factor.

Why do the OECD and Commission percentages differ?

They use different models, metrics, baselines, policy definitions and horizons. Difference is expected and does not by itself show that one is wrong.

Does the World Bank Economic Exposure Index show GDP loss?

No. It divides estimated excess carbon payments by GDP as an exposure screen; it does not model GDP contraction.

Are the import reductions observed?

No. They are 2030 JRC-GEM-E3 scenario outputs from the 2021 impact assessment and exclude behaviours that could reduce the effect.

What should I do next?

Check current-law product scope, map quantities and suppliers, request installation evidence, choose a year/carbon-price scenario, and document contract/pass-through assumptions.

For the current operating picture, read The State of CBAM 2026. For official quantities and reporting patterns, use CBAM by the Numbers.