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PRWP

Reproducibility package for Growth, Structural Transformation And Carbon Emissions

2025
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Reference ID
RR_WLD_2025_395
DOI
https://doi.org/10.60572/2ct9-1b02
Author(s)
Alen Mulabdic, Gaurav Nayyar, Katherine Stapleton
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Jul 28, 2025
Last modified
Jul 28, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    The environmental Kuznets curve postulates an inverted-U relationship between environmental degradation and economic growth. And economic growth has been synonymous with structural transformation. How do patterns of growth and structural transformation relate to carbon emissions? Based on data across almost 100 countries between 1960 and 2017, we find that the movement of workers into the manufacturing and modern, knowledge-intensive services is associated with a higher carbon emissions intensity of GDP, but this positive association diminishes at higher shares of employment in both sectors. Further, the diminishing positive association between emissions intensity and structural transformation towards these sectors is more discernible for developing economies compared with advanced economies. Further, based on sector-specific carbon emissions across 66 countries between 1995 and 2018, we find evidence of convergence in the carbon emissions intensity of production across countries in all sectors, with the potential for further reductions in developing economies, especially given relatively high indirect carbon emissions through inter-sectoral linkages.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/310/download/931/README.pdf
    Reproducibility package for Growth, Structural Transformation And Carbon Emissions
    File name
    RR_WLD_2025_395
    Zip package
    RR_WLD_2025_395.zip
    Title
    Reproducibility package for Growth, Structural Transformation And Carbon Emissions
    Date
    2025-07
    Dependencies
    Stata dependencies are listed in the ado folder.
    Instructions
    See README in reproducibility package.
    Notes
    Computational reproducibility verified by Development Impact (DIME) 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
    • Software version: Stata 18.0 MP

    Technology requirements

    ~ 30 minutes

    Reproduction instructions

    To reproduce the findings in this study, a new user needs to:

    1. Change the path in the main do file.
    2. Run the do file.

    Data

    Datasets
    Trade in employment (TiM) database
    Name
    Trade in employment (TiM) database
    Note
    Source: The Organisation for Economic Co-operation and Development (OECD). Trade in employment (TiM) 2021 edition. File name: TIM_2021_28102022203824270.xlsx
    Access policy
    Included in the package.
    Data URL
    https://data-explorer.oecd.org/vis?pg=0&bp=true&snb=15&tm=TIVA&fc=Topic&df[ds]=dsDisseminateFinalDMZ&df[id]=DSD_TIM_2021%40DF_TIM_2021&df[ag]=OECD.STI.PIE&df[vs]=1.0&dq=.....A&pd=%2C&to[TIME_PERIOD]=false
    Trade in Value Added (TiVA) database
    Name
    Trade in Value Added (TiVA) database
    Note
    Source: The Organisation for Economic Co-operation and Development (OECD). Trade in Value Added (TiVA) database. File name: TIVA_2021_C1_28102022204502319.xlsx
    Access policy
    Included in the package.
    Data URL
    https://data-explorer.oecd.org/vis?pg=0&snb=2&tm=TIVA&fc=Measure&fs[0]=Measure%2C0%7CGross%20exports%23EXGR%23&df[ds]=dsDisseminateFinalDMZ&df[id]=DSD_TIVA_MAINLV%40DF_MAINLV&df[ag]=OECD.STI.PIE&df[vs]=1.0&dq=.....A&pd=%2C&to[TIME_PERIOD]=false
    CO₂ Emissions, Emissions Intensities, and Emissions Multipliers
    Name
    CO₂ Emissions, Emissions Intensities, and Emissions Multipliers
    Note
    Sources: OECD (2021), OECD Inter-Country Input-Output Database, https://oe.cd/icio; OECD (2021), Trade in embodied CO₂ (TeCO2) Database, https://www.oecd.org/sti/ind/carbondioxideemissionsembodiedininternationaltrade.htm; Organisation for Economic Co-operation and Development (OECD). 2021. Input-Output Tables (IOTs) (https://oe.cd/i-o). File name: _CO2_Emissions_Emission_Intensities_and_Emission_Multipliers.xlsx
    Access policy
    Included in the package.
    Data URL
    https://climatedata.imf.org/datasets/7cec1228bfbe4a5e876ca5a5abedd64f_0/about
    Gross Domestic Product (GDP) per capita (current US$) data
    Name
    Gross Domestic Product (GDP) per capita (current US$) data
    Note
    Source: Country official statistics, National Statistical Organizations and/or Central Banks; National Accounts data files, Organisation for Economic Co-operation and Development ( OECD ); Staff estimates, World Bank ( WB ). File name: gdp.dta
    Access policy
    Included in the package.
    Data URL
    https://data.worldbank.org/indicator/NY.GDP.PCAP.CD
    Sectoral Productivity Data
    Name
    Sectoral Productivity Data
    Note
    Source: The World Bank’s Global Productivity Database File name: Prospects_database.dta:
    Access policy
    Included in the package.
    Data URL
    https://www.worldbank.org/en/research/publication/global-productivity
    Carbon intensity: CO₂ emissions per dollar of GDP databse
    Name
    Carbon intensity: CO₂ emissions per dollar of GDP databse
    Note
    Sources: Global Carbon Budget (2024)Bolt and van Zanden - Maddison Project Database 2023 – with major processing by Our World in Data. File name: co2-intensity.zip:
    Access policy
    Included in the package.
    Data URL
    https://ourworldindata.org/grapher/co2-intensity
    Statistical Review of World Energy Data
    Name
    Statistical Review of World Energy Data
    Note
    Source: Energy Institute (2025), Statistical Review of World Energy 2025, Energy Institute, London. File name: Statistical Review of World Energy Data.xlsx.
    Access policy
    Included in the package.
    Data URL
    https://www.energyinst.org/statistical-review/resources-and-data-downloads
    Historical country income-level classifications
    Name
    Historical country income-level classifications
    Note
    Source: The World Bank. File name: OGHIST.xlsx
    Access policy
    Included in the package.
    Data URL
    https://datahelpdesk.worldbank.org/knowledgebase/articles/906519-world-bank-country-and-lending-groups
    Contains Prospects Group (GEP) country classifications
    Name
    Contains Prospects Group (GEP) country classifications
    Note
    Source: The World Bank Prospects group. Complied by the authors. File name: PG_classifications.xlsx
    Access policy
    Included in the package.
    Industry codes database
    Name
    Industry codes database
    Note
    Source: Manually created by the authors, used only for aggregating TiVA and TiM sectoral data. File name: Aggregate_sectors.xlsx.
    Access policy
    Included in the package
    Data statement

    All data sources are publicly available and included in the reproducibility package.

    Description

    Output
    Growth, Structural Transformation And Carbon Emissions
    Type
    Working Paper
    Title
    Growth, Structural Transformation And Carbon Emissions
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Alen Mulabdic World Bank amulabdic@worldbank.org
    Gaurav Nayyar World Bank gnayyar@worldbank.org
    Katherine Stapleton World Bank kstapleton@worldbank.org
    Date of production

    2025-07-25

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    Structural Transformation Economic Growth Carbon Emissions
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    O14 Industrialization • Manufacturing and Service Industries • Choice of Technology O1 Journal of Economic Literature (JEL)
    O44 Environment and Growth O4 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
    Alen Mulabdic World Bank amulabdic@worldbank.org
    Reproducibility WBG World Bank reproducibility@worldbank.org

    Information on metadata

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

    2025-07-25

    Document version

    1

    Citation

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