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PRWP

Reproducibility package for Deep And Shallow Decarbonization In Supply Chains

2026
Get Reproducibility Package
Reference ID
RR_WLD_2025_522
Author(s)
Alvaro Pedraza, Anne Beck
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Jan 13, 2026
Last modified
Jan 13, 2026
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Overview

    Abstract

    This paper examines how suppliers adjust their decarbonization choices when major customers obtain validated emission-reduction targets. Using global supplier--customer links matched to firm-level emissions and project-level data from voluntary carbon registries, the analysis shows that downstream climate pressure elicits both real and symbolic responses, but in systematically different ways across suppliers. On average, treated suppliers become more likely to adopt climate targets of their own. High-emission suppliers subsequently reduce their emission intensity relative to comparable firms, indicating meaningful operational adjustments. Low-emission suppliers, by contrast, do not further reduce emissions; instead, they expand their use of carbon credits, sharply increasing offset intensity as a lower-cost alternative to additional physical abatement. These offsets disproportionately originate from lower-rated projects, suggesting that increased demand does not translate into pressure for higher-quality credits. Overall, downstream climate commitments induce a sorting in decarbonization strategies: high-emission suppliers undertake substantive reductions, while low-emission suppliers rely more heavily on market-based mechanisms to meet customer expectations.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/441/download/1255/README.pdf
    Reproducibility package for Deep And Shallow Decarbonization In Supply Chains
    File name
    RR_WLD_2025_522
    Zip package
    RR_WLD_2025_522.zip
    Title
    Reproducibility package for Deep And Shallow Decarbonization In Supply Chains
    Date
    2026-01
    Dependencies
    Stata dependencies are listed in the ado folder.
    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
    Stata
    Name
    Stata
    Version
    18 MP

    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 (4 processors)
    • Memory available: 32.0 GB

    Technology requirements

    Run time: ~75 minutes

    Reproduction instructions

    All code and data files are temporarily embargoed by the authors and are expected to be made public in this repository in the future.

    1. Secure Access to Data: Access the datasets not included in the package. See subsection Datasets and the README for more details.
    2. Download and Place Data: Once the data is accessed, users should place it in the appropriate folder.
    3. Run the Package: After placing the data in the folder, run the files in the order:
      • Update the global in line 9 of the do-file "main" to your folder's location and run the do-file.

    Since all the data is not included, the package includes the results produced by replicators. These files can be used to review the results presented in the paper.

    Data

    Datasets
    Carbon Offset Issuances and Retirements Database
    Name
    Carbon Offset Issuances and Retirements Database
    Note
    Compiled by the author using the Berkeley Carbon Trading Project – Offset Issuances & Retirements Database (version archive-v2024-12-year-end), downloaded on January 7, 2025. The raw source consists of registry files from major voluntary carbon markets (ACR, CAR, Gold Standard, and Verra), which were harmonized and linked to project-level characteristics following procedures documented in the README. Files: Data/Raw/Proprietary/Retirements_&_ListedFirms.dta
    Access policy
    Data is temporarily embargoed by the authors (expected to be made public in the future).
    License
    Creative Commons Attribution (CC BY 4.0)
    License URL
    https://gspp.berkeley.edu/berkeley-carbon-trading-project/offsets-database
    Data URL
    https://gspp.berkeley.edu/berkeley-carbon-trading-project/offsets-database
    Citation
    Barbara K. Haya, Aline Abayo, Xinyun Rong, Tyler Gail Bernard, Ivy S. So, Micah Elias. (2025, January). Voluntary Registry Offsets Database v2024-12-year-end, Berkeley Carbon Trading Project, University of California, Berkeley. Retrieved from: https://gspp.berkeley.edu/faculty-and-impact/centers/cepp/projects/berkeley-carbon-trading-project/offsets-database
    MSCI Carbon Project Ratings
    Name
    MSCI Carbon Project Ratings
    Note
    Project-level ratings compiled by the authors from the MSCI Carbon Project Ratings web interface (registration required). Ratings were retrieved for each ProjectID in Retirements_&_ListedFirms.dta, harmonized across registry-specific identifiers, and merged back to the retirement-level data. Ratings reflect status as of January 2025. Files: Data/Raw/MSCI_rating.dta
    Access policy
    Data is publicly available but cannot be redistributed.
    License URL
    https://www.msci.com/legal/terms-of-use
    Data URL
    https://www.msci.com/data-and-analytics/carbon-markets/carbon-project-ratings
    Citation
    MSCI Inc. MSCI Carbon Project Ratings. Restricted-access web-based database. Accessed via the “View our Ratings” interface (registration required). Retrieved January 2025. https://www.msci.com/data-and-analytics/carbon-markets/carbon-project-ratings
    SBTi Target Approvals and Commitments
    Name
    SBTi Target Approvals and Commitments
    Note
    Compiled by the author using publicly available information from the Science Based Targets initiative (SBTi) Target Dashboard and archived snapshots of the “Companies Taking Action” page accessed via the Internet Archive’s Wayback Machine. Annual snapshots from 2015–2025 were manually extracted or supplemented with downloadable files when available, harmonized across years, and cleaned to construct a consistent historical panel. Detailed instructions in the REAME. Files: Data/Raw/SBTi Historical Panel.xlsx; SBTitargets.dta
    Access policy
    Data is publicly available but cannot be redistributed.
    License URL
    https://sciencebasedtargets.org/about-us/website-terms-of-use
    Data URL
    https://sciencebasedtargets.org/target-dashboard
    Citation
    Science Based Targets initiative (SBTi). SBTi Target Dashboard and Companies Taking Action Data. Restricted-access web-based database. Downloaded December 9, 2025. https://sciencebasedtargets.org/target-dashboard
    ISS STOXX Climate Core - Impact
    Name
    ISS STOXX Climate Core - Impact
    Note
    This study uses firm-level greenhouse gas emissions, sales, and climate-target disclosure data from the ISS (Institutional Shareholder Services group of companies) STOXX Climate Core – Impact (DataDesk Data Set). Access to these data is restricted to institutional subscription agreements, and licensing terms prohibit redistribution or inclusion of the raw data in this replication package. For this project, licensed data covering the years 2012–2023 were provided directly by ISS STOXX via secure SFTP transfer on March 25, 2025. Additional information on the data product is available from the vendor: https://www.issgovernance.com/sustainability/climate-solutions/climate-analytics/. Files: Data/Raw/ISS/Climate Core_[YEAR].xlsx; FY Climate Core 2023_Issuers_20250411.csv
    Access policy
    Data access was granted directly to the study authors by the data owners/managers. It was obtained with a custom data license that does not allow for redistribution and it is not included in the reproducibility package.
    License URL
    https://www.issgovernance.com/terms-use/
    Citation
    ISS STOXX. Climate Core – Impact (DataDesk Data Set): Firm-Level Greenhouse Gas Emissions, Sales, and Climate Target Disclosures. Proprietary database, ISS STOXX, accessed via institutional subscription. Data for years 2012–2023. Delivered via secure SFTP on March 25, 2025.
    FactSet Revere Supply Chain Data
    Name
    FactSet Revere Supply Chain Data
    Note
    Firm-level supplier–customer relationships are constructed using proprietary FactSet Revere (https://www.factset.com/solutions/data-solutions) supply chain and fundamentals data. Access requires an institutional license, and raw data cannot be redistributed. The analysis is based on a FactSet Loader data pull from August 26, 2025; replication requires independent access to the same FactSet products. More details in the README Files: Proprietary/FS/_ent/ent_v1_ent_entity_coverage.dta; ent_v1_ent_entity_identifiers.dta; ent_v1_ent_entity_naics_rank.dta; ent_v1_ent_scr_coverage.dta; ent_v1_ent_scr_relationships.dta; Proprietary/FS/_ff/ff_v3_ff_sec_entity.dta; Proprietary/FS/_ref/ref_v2_entity_type_map.dta; Proprietary/FS/_sym/sym_v1_sym_isin_hist.dta
    Access policy
    Data access was granted directly to the study authors by the data owners/managers. It was obtained with a custom data license that does not allow for redistribution and it is not included in the reproducibility package.
    License URL
    https://www.factset.com/legal
    Citation
    FactSet Research Systems Inc. FactSet Revere Supply Chain Relationships and Firm Fundamentals. Proprietary database, accessed via institutional subscription. Data retrieved using FactSet Loader on August 26, 2025. https://www.factset.com/data
    Data statement

    Some data is temporarily embargoed by the authors (expected to be made public in the future).

    Description

    Output
    Deep And Shallow Decarbonization In Supply Chains
    Type
    Working Paper
    Title
    Deep And Shallow Decarbonization In Supply Chains
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Alvaro Pedraza World Bank apedrazamorales@worldbank.org
    Anne Beck World Bank abeck2@worldbank.org
    Date of production

    2026-01-08

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    Carbon Offsetting Supply Chain Decarbonization Greenwashing
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    F18 Trade and Environment F1 Journal of Economic Literature (JEL)
    L14 Transactional Relationships • Contracts and Reputation • Networks L1 Journal of Economic Literature (JEL)
    Q54 Climate • Natural Disasters and Their Management • Global Warming Q5 Journal of Economic Literature (JEL)
    Q56 Environment and Development • Environment and Trade • Sustainability • Environmental Accounts and Accounting • Environmental Equity • Population Growth Q5 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
    Modified BSD3 https://opensource.org/license/bsd-3-clause/

    Contacts

    Contacts
    Name Affiliation Email
    Alvaro Pedraza World Bank apedrazamorales@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

    2026-01-08

    Document version

    1

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