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PRWP

Reproducibility package for Border Carbon Adjustments Revisited

2026
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Reference ID
RR_WLD_2026_710
Author(s)
Christoph Boehringer, Isha Dube, Carolyn Fischer, Thomas F. Rutherford
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Sep 09, 2026
Last modified
Sep 15, 2026
Page views
5
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Overview

    Abstract

    To address concerns about competitiveness and carbon leakage, countries with ambitious climate policies are increasingly looking to combine unilateral carbon pricing with border carbon adjustments (BCA). BCA aim to create a level playing field between domestically regulated energy-intensive and trade-exposed industries and their competitors abroad by imposing charges on the (unpriced) carbon embodied in imports and (potentially) rebating carbon costs on exports. At the same time, BCA are seen as measures that may have protectionist motivation and shift the burden of climate policy onto poorer developing economies that bear less historical responsibility for climate change, have limited financial and technological capacity for decarbonization, and may depend on CO₂-intensive exports. For an informed policy debate, understanding how BCA alter the economic burden of unilateral emissions pricing across all countries is essential. However, quantitative impact estimates derived from ex-ante simulation analyses vary considerably in the applied economic literature due to divergent assumptions on key drivers whose relative importance is difficult to distinguish from the outset. Based on controlled simulations with a large-scale computable general equilibrium model of global trade and carbon use, this paper provides a systematic sensitivity analysis of three fundamental dimensions that determine the impacts of BCA: (i) the policy design of BCA; (ii) the price responsiveness of supply and demand; and (iii) the input-output data characterizing initial heterogeneities of production, consumption, and trade patterns across countries.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/651/download/1959/README.pdf
    Reproducibility package for Border Carbon Adjustments Revisited
    File name
    RR_WLD_2026_710
    Zip package
    RR_WLD_2026_710.zip
    Title
    Reproducibility package for Border Carbon Adjustments Revisited
    Date
    2026-09
    Instructions
    See README in reproducibility package.
    Notes
    Computational reproducibility verified by Development Impact (DECDI) Analytics team, World Bank.
    Source code repository
    Repository name URI
    Reproducible Research Repository (World Bank) https://reproducibility.worldbank.org
    Software
    GAMS
    Name
    GAMS
    Version
    52.5.0

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 11 Enterprise
    • Processor: INTEL(R) XEON(R) PLATINUM 8562Y+ 2.80 GHz (2 processors)
    • Memory available: 32.0 GB

    Technology requirements

    Run time: ~ 20 minutes

    Reproduction instructions

    To reproduce the findings in this paper, execute the batch file: run.bat.

    Data

    Datasets
    Global Trade Analysis Project Data Base Version 11 (Aggregated Extract for Border Carbon Adjustments Analysis)
    Name
    Global Trade Analysis Project Data Base Version 11 (Aggregated Extract for Border Carbon Adjustments Analysis)
    Note
    Files: wb62_12_3.gdx (input for the MRIO analysis and central case CGE analysis), wb12_12_3_2011.gdx, wb12_12_3_2014.gdx, wb12_12_3_2017.gdx. Reference year 2017; GTAP 11 released 2023. Original data accessed via the GTAP Data Base portal (Center for Global Trade Analysis, Purdue University); a full GTAP11 license must be purchased to download the underlying database. The files listed here are aggregated extracts, processed by the authors down to the regions and sectors listed in Tables 1 and 2 of the paper, using the mappings to the full GTAP11 region/sector set given in Appendix Tables A1 and A2. Per GTAP's terms, data extracted and aggregated for a specific publication can be shared and released publicly; two of the paper's authors (Böhringer and Rutherford) hold a valid GTAP11 license and thereby have legitimate access and permission to redistribute these composite extracts as input data for this analysis.
    Access policy
    Aggregated data is included in the package.
    Citation
    Aguiar, A., Chepeliev, M., Corong, E. & van der Mensbrugghe, D. (2022). The GTAP Data Base: Version 11. Journal of Global Economic Analysis, 7(2), 1-37. Retrieved from https://www.jgea.org/ojs/index.php/jgea/article/view/181
    Data statement

    Some data is limited-access and has not been included in the reproducibility package. For more details, please refer to the README file.

    Description

    Output
    Border Carbon Adjustments Revisited
    Type
    Working Paper
    Title
    Border Carbon Adjustments Revisited
    Description
    Policy Research Working Paper (PRWP)
    Authors
    Author Affiliation Email
    Christoph Boehringer Carl von Ossietzky University of Oldenburg christoph.boehringer@uni-oldenburg.de
    Isha Dube Carl von Ossietzky University of Oldenburg isha.dube@uni-oldenburg.de
    Carolyn Fischer World Bank cfischer2@worldbank.org
    Thomas F. Rutherford University of Wisconsin-Madison rutherford@aae.wisc.edu
    Date of production

    2026-09-09

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    Border Carbon Adjustments Multi-Region Input-Output Analysis Computable General Equilibrium Analysis
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    Q58 Government Policy Q5 Journal of Economic Literature (JEL)
    D57 Input–Output Tables and Analysis D5 Journal of Economic Literature (JEL)
    D58 Computable and Other Applied General Equilibrium Models D5 Journal of Economic Literature (JEL)

    Disclaimer

    Disclaimer

    The materials in the reproducibility packages are distributed as they were prepared by the staff of the International Bank for Reconstruction and Development/The World Bank. The findings, interpretations, and conclusions expressed in this event do not necessarily reflect the views of the World Bank, the Executive Directors of the World Bank, or the governments they represent. The World Bank does not guarantee the accuracy of the materials included in the reproducibility package.

    Access and rights

    License
    Name URI
    MIT License https://opensource.org/license/mit
    World Bank IGO Rider https://github.com/worldbank/metadata-editor/blob/main/WB-IGO-RIDER.md

    Contacts

    Contacts
    Name Affiliation Email
    Carolyn Fischer World Bank cfischer2@worldbank.org
    Reproducibility WBG World Bank reproducibility@worldbank.org

    Information on metadata

    Producers
    Name Abbreviation Affiliation Role
    Reproducibility WBG DECDI World Bank - Development Impact Department Verification and preparation of metadata
    Date of Production

    2026-09-09

    Document version

    1

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