E3ME

Energy - Environment - Economy Model for Europe
Fact Sheet

Source: Commission modelling inventory and knowledge management system (MIDAS)

Date of Report Generation: Mon Apr 22 2024

Dissemination: Public

© European Union, 2024

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Overview

Acronym

E3ME

Full title

Energy - Environment - Economy Model for Europe

Main purpose

A macro-econometric model used to simulate and assess the medium to long-term effects of environmental and economic policies for Europe.

Summary

The E3ME model is used to simulate and assess the medium to long-term effects of environmental and economic policies, and covering explicitly Europe at Member State level (incl. Croatia), three EU candidate countries, Norway Switzerland and UK, 11 other major economies while the rest of the world is grouped into political regions. The model can be solved until 2050. The first version was built by an international European team under a succession of contracts in the 1980s and 1990s under EEC/EU research programmes (such as JOULE/THERMIE). The current version of the model was developed by Cambridge Econometrics.

E3ME is a macro-econometric model which comprises the accounting framework of the economy, based on the ESA95 system of national accounts, coupled with balances for energy and material demands and environmental emission flows, detailed historical data sets, with time series covering the period since 1970 and sectoral disaggregation using the NACE classification of economic activities at 2-digit level. E3ME has an econometric specification of behavioural relationships in which short-term deviations move towards long-term trends.

E3ME can be used for impact assessments, and has been used for several recent high-profile assessments, including an assessment of the impacts of high oil prices on the global economy for the 2009, input to the EU’s Impact Assessment of the revised Energy Taxation Directive or input to the EU’s Impact Assessment of the Energy Efficiency Directive.

Model categories

Economy

Model keywords

energy system modelenvironmental policieseconometric input-output modelresource consumption

Model homepage

http://www.camecon.com/how/e3me-model/

Ownership and Licence

Ownership

Third-party ownership (commercial companies, Member States, other organisations, …)

Ownership details

Cambridge Econometrics

Licence type

Non-Free Software licence

The license has one or more of the following restrictions: it prohibits creation of derivative works; it prohibits commercial use; it obliges to share the licensed or derivative works on the same conditions.

Details

Structure and approach

The structure of E3ME is based on the system of national accounts, as defined by the ESA 95 system [1], with further linkages to energy demand and environmental emissions. The labour market is also covered in detail, with estimated sets of equations for labour demand, supply, wages and working hours. In total there are 29 sets of econometrically estimated equations, also including the components of GDP (consumption, investment, international trade), prices, energy demand and materials demands. Each equation set is disaggregated by country and by sector. E3ME's historical database covers the period 1970-2010 and the model projects forward annually to 2050. The main data sources are Eurostat, DG ECFIN AMECO database and the IEA, supplemented by the OECD's STAN database and other sources where appropriate. Gaps in the data are estimated using customised software algorithms.

The model covers 69 economic sectors, 43 categories of household expenditure, 22 different users of 12 different fuel types,16 different material users of 8 different mineral material types plus water, 14 types of air-borne emissions (where data are available) including the six greenhouse gases monitored under the Kyoto protocol, 13 types of household, including income quintiles and socio-economic groups such as the unemployed, inactive and retired, plus an urban/rural split.

[1] https://ec.europa.eu/eurostat/statistics-explained/index.php/Glossary:European_system_of_national_and_regional_accounts_(ESA95)

Input and parametrization

There are three categories of inputs to the model: (time series) data, assumptions on basic economic parameters and values, and scenario variables describing the policy option that is to be examined. Data include

  • output (constant and current price bases)
  • Gross Value Added (GVA) at market prices and factor cost
  • investment
  • R&D spending
  • household expenditure (by product)
  • government final consumption (by category)
  • exports
  • imports
  • employment
  • labour costs (current prices)
  • average working hours.

In addition, there are time series for population and labour force.

Assumptions include:

  • market exchange rate, local currency per dollar, current prices
  • long-run interest rate
  • short-run interest rate (only used for comparative purposes)
  • change in government final consumption, year on year
  • % of government consumption spent on defence, education and health
  • standard VAT rate
  • aggregate rate of direct taxes
  • average indirect tax rates
  • ratio of benefits to wages (giving implicit rate)
  • employees’ social security rate
  • employers’ social security rate

Policy options can be described using the following parameters:

  • annual CO2 tax rate, € per tonne of carbon
  • annual EU ETS allowance prices, € per tonne of carbon (if level of ETS caps are unknown)
  • annual ETS emissions caps, thousand tonnes of carbon
  • switches to include different energy users in the policies
  • switches to include different fuel types in the policies
  • switch to set EU ETS policy to use caps (endogenous price) or exogenous ETS
  • prices
  • annual energy tax rate, € per toe
  • switches to include different users in policies
  • switch to include different fuel types in policies
  • switch to differentiate tax rates for different groups, e.g. industries or households
  • annual material tax rates for seven types of materials, in percentage cost increase
  • switches to include different material users in policies

In addition, the model includes options to recycle automatically the revenues generated from carbon taxes, energy taxes, ETS (with auctioned allowances) and materials taxes. There are two options in the model for how the revenues are recycled:

  • To lower employers’ social security contributions;
  • To lower income tax;
  • To increase levels of R&D spending.

Main output

Outputs produced by the model include:

  • GDP and its aggregate components (household expenditure, investment, government expenditure and international trade)
  • sectoral output and Gross Value Added (GVA), prices, trade and competitiveness effects
  • international trade by sector, origin and destination
  • consumer prices and expenditures
  • sectoral employment, unemployment, sectoral wage rates and labour supply
  • energy demand, by sector and by fuel, energy prices
  • CO2 emissions by sector and by fuel
  • other air-borne emissions
  • material demands

E3ME is capable of producing a broad range of economic, energy and environment indicators. The following list provides a summary of the most common outputs:   GDP and its aggregate components (household expenditure, investment, government expenditure and international trade) sectoral output and GVA, prices, trade and competitiveness effects on consumer prices and expenditures, and implied household distributional effects sectoral employment, unemployment, sectoral wage rates and labour supply energy demand, by sector and by fuel, energy prices, CO2 emissions by sector and by fuel other airborne emissions material demands.  Each of these is available at national and EU levels, and most are also defined by economic sector. This list is by no means exhaustive and the delivered outputs often depend on the requirements of the specific analysis. In addition to the sectoral dimension mentioned in the list, all indicators are produced at the Member State level and annually over the period up to 2050. The measures of endogenous technical change that are included in E3ME are allowed to influence key economic relationships, as well as energy and material demands.

Spatial & Temporal extent

The output has the following spatial-temporal resolution and extent:

ParameterDescription
Spatial extent / country coverageEU Member states 27
World coverage, including largest non-EU countries and regional groupings
Spatial resolutionNational
Temporal extentLong-term (more than 15 years)
E3ME's historical database covers the period 1970-2010 and the model projects forward annually to 2050.
Temporal resolutionYears

Quality & Transparency

Quality

Model uncertainties

Models are by definition affected by uncertainties (in input data, input parameters, scenario definitions, etc.). Have the model uncertainties been quantified? Are uncertainties accounted for in your simulations?

yes
The model can be run multiple times (automatically) to test sensitivity to assess uncertainty or test model properties.

    Sensitivity analysis

    Sensitivity analysis helps identifying the uncertain inputs mostly responsible for the uncertainty in the model responses. Has the model undergone sensitivity analysis?

    not provided
    Information not provided

      Have model results been published in peer-reviewed articles?

      yes
      Several peer-reviewed publications have been made by the developers of the model and are available on the Cambridge Econometrics website. For a recent model version published in peer reviewed journal see Mercure et al (2018).

      Has the model formally undergone scientific review by a panel of international experts?

      Please note that this does not refer to the cases when model results were validated by stakeholders.

      no

        Model validation

        Has model validation been done? Have model predictions been confronted with observed data (ex-post)?

        not provided
        Information not provided

          Transparency

          To what extent do input data come from publicly available sources?

          This may include sources accessible upon subscription and/or payment

          Entirely based on publicly available sources

          Is the full model database as such available to external users?

          Whether or not it implies a specific procedure or a fee

          no
          Data are from publicly available sources such as OECD, Eurostat and AMECO.

            Have model results been presented in publicly available reports?

            Note this excludes IA reports.

            yes

            Have output datasets been made publicly available?

            Note this could also imply a specific procedure or a fee.

            no
            Depending on contract.

              Is there any user friendly interface presenting model results that is accessible to the public?

              For instance: Dashboard, interactive interfaces...

              no

                Has the model been documented in a publicly available dedicated report or a manual?

                Note this excludes IA reports.

                yes

                Is there a dedicated public website where information about the model is provided?

                yes

                Is the model code open-source?

                no

                Can the code be accessed upon request?

                no

                The model’s policy relevance and intended role in the policy cycle

                The model is designed to contribute to the following policy areas

                • Climate action
                • Economy, finance and the euro
                • Energy
                • Environment
                • Institutional affairs

                The model is designed to contribute to the following phases of the policy cycle

                • Evaluation – such as ex-post evaluation
                • Formulation – such as ex-ante Impact Assessments

                The model’s potential

                Although E3ME can be used for forecasting, the model is more commonly used for evaluating the impacts of an input shock through a scenario-based analysis. The shock may be either a change in policy, a change in economic assumptions or another change to a model variable. The analysis can be either forward looking (ex-ante) or evaluating previous developments in an ex-post manner. Scenarios can be used either to assess policy, or to assess sensitivities to key inputs, such as international energy prices.

                The model provides support for the resource efficiency flagship initiative and sustainability assessment.

                Previous use of the model in ex-ante impact assessments of the European Commission

                Use of the model in ex-ante impact assessments since July 2017.

                2024
                SWD/2024/63 final

                Impact Assessment Report Part 1 Accompanying the document Communication from the Commission to the European Parliament, the Council, the European Economic and Social Committee and the Committee of the Regions Securing our future Europe's 2040 climate target and path to climate neutrality by 2050 building a sustainable, just and prosperous society

                Lead by
                CLIMA
                Run by
                Cambridge Econometrics
                Contribution role
                baseline and assessment of policy options
                Contribution details

                In this impact assessment E3ME has been used to complement the assessment of the macro-economic impacts of the energy and climate targets and assess the robustness of the results.

                2023
                SWD/2023/88 final

                Impact Assessment Part 1 Accompanying the document Proposal for a REGULATION OF THE EUROPEAN PARLIAMENT AND OF THE COUNCIL amending Regulation (EU) 2019/1242 as regards strengthening the CO₂ emission performance standards for new heavy-duty vehicles and integrating reporting obligations, and repealing Regulation (EU) 2018/956

                Lead by
                CLIMA
                Run by
                Cambridge Econometrics
                Contribution role
                baseline and assessment of policy options
                Contribution details

                The model helped to assess the following impacts:

                • Impact on jobs
                • Impact on jobs in specific sectors, professions, regions or countries
                • Economic growth and employment

                2022
                SWD/2022/377 final

                Impact Assessment Accompanying the document Proposal for a Regulation of the European Parliament and of the Council establishing a Union certification framework for carbon removals

                Lead by
                CLIMA
                Run by
                Cambridge Econometrics
                Contribution role
                baseline and assessment of policy options
                Contribution details

                This impact assessment used the results from the model run for impact assessment SWD/2020/176 final regarding '2030 Climate Target Plan'

                2021
                SWD/2021/603 final

                Impact assessment accompanying the document Proposal for a Directive of the European Parliament and of the Council: amending Directive 2003/87/EC as regards aviation's contribution to the Union’s economy-wide emission reduction target and appropriately implementing a global market-based measure

                Lead by
                CLIMA
                Run by
                Cambridge Econometrics
                Contribution role
                baseline and assessment of policy options
                Contribution details

                The E3ME model used the outputs from the AIM model (per capita aviation spending, fuel demand, and EU ETS revenues) to estimate social and economic impacts outside the aviation sector of changes in demand for air transport and air transport fuels and use of auctioning revenues from aviation EU ETS, including on GVA and employment.

                2021
                SWD/2021/613 final

                Impact assessment accompanying the document Proposal for a Regulation of the European Parliament and of the Council: amending Regulation (EU) 2019/631 as regards strengthening the CO2 emission performance standards for new passenger cars and new light commercial vehicles in line with the Union's increased climate ambition

                Lead by
                CLIMA
                Run by
                Cambridge Econometrics
                Contribution role
                baseline and assessment of policy options
                Contribution details

                E3ME is used for macroeconomic assessment of different CO2 emission standards for vehicles levels.

                2020
                SWD/2020/176 final

                Impact Assessment accompanying the document Communication from the Commission to the European Parliament, the Council, the European Economic and Social Committee and the Committee of the Regions: Stepping up Europe’s 2030 climate ambition Investing in a climate-neutral future for the benefit of our people

                Lead by
                CLIMA
                Run by
                Cambridge Econometrics
                Contribution role
                baseline and assessment of policy options
                Contribution details

                E3ME is used for macroeconomic assessment.

                2017
                SWD/2017/0650 final

                Impact assessment accompanying the document Proposal for a Regulation of the European Parliament and of the Council: setting emission performance standards for new passenger cars and for new light commercial vehicles as part of the Union's integrated approach to reduce CO2 emissions from light-duty vehicles and amending Regulation (EC) No 715/2007 (recast)

                Lead by
                CLIMA
                Run by
                Cambridge Econometrics
                Contribution role
                baseline and assessment of policy options
                Contribution details

                E3ME used together with GEM-E3 to assess macroeconomic and sectoral economic impacts. In particular, these models are used to quantify the impacts of the different CO2 targets for light-duty vehicles on the wider economy, i.e. GDP, sectoral output and employment.

                Bibliographic references

                Studies that uses the model or its results

                Model-based Development of Scenarios for a Sustainable Europe - Methodologies, assumptions and first results 

                Published in 2015
                Rosenbaum E, Vasta A, Ciuffo B. Model-based Development of Scenarios for a Sustainable Europe - Methodologies, assumptions and first results. EUR 27727. Luxembourg (Luxembourg): Publications Office of the European Union; 2015. JRC96495

                Peer review for model validation

                Environmental impact assessment for climate change policy with the simulation-based integrated assessment model E3ME-FTT-GENIE 

                Published in 2018
                Mercure, J.-F., Pollitt, H., Edwards, N. R., Holden, P. B., Chewpreecha, U., Salas, P., … Vinuales, J. E. (2018). Environmental impact assessment for climate change policy with the simulation-based integrated assessment model E3ME-FTT-GENIE. Energy Strategy Reviews, 20, 195–208. doi:10.1016/j.esr.2018.03.003

                Model documentation

                No references in this category

                Other related documents

                No references in this category