Reproducible Research Repository
Reproducible Research Repository
  • Home
  • Repository
  • Collections
  • About
    Home / Repository / FR / FR_IND_2025_377
fr

Reproducibility package for Informing Net Zero Industrial Pathways

2025
Get Reproducibility Package
Reference ID
FR_IND_2025_377
Author(s)
Meriem Ait Ali Slimane, Rishabh Choudhary
Collections
Flagships and Reports
Metadata
JSON
Created on
Oct 27, 2025
Last modified
Oct 27, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Overview

    Abstract

    Designing effective Net Zero industrial pathways requires a comprehensive understanding of the key drivers of emissions. To gain such an understanding, this study proposes a novel approach to estimating and monitoring industrial CO2 emissions, an appoach designed to enable policy makers to focus Net Zero industrial pathways on industrial activities with the highest emissions while safeguarding export competitiveness. The study mines data from India’s Annual Survey of Industry for 2022/23 and 209/20 and proposes a bottom-up methodology to estimate scope 1 and scope 2 CO2 emissions as well as process emissions from industrial firms at a granular level. It also identifies the share of micro, small, and medium-sized enterprises (MSMEs), high-mission sectors, emission sources, and highly emitting states. The new methodology is more precise than top-down estimates and is replicable in other countries where similar data is available. Initial work on the report led to a follow-up analysis otechnological and financing solutions for selected industrial clusters of MSMEs. The study also provides recommendations on how to improve the scope and quality of data collection in the Annual Survey of Industry.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/385/download/1092/README.pdf
    Reproducibility package for Informing Net Zero Industrial Pathways
    File name
    RR_IND_2025_377
    Zip package
    RR_IND_2025_377.zip
    Title
    Reproducibility package for Informing Net Zero Industrial Pathways
    Date
    2025-10
    Dependencies
    R dependencies are listed in the file renv.lock.
    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
    R
    Name
    R
    Version
    4.5.1
    Excel
    Name
    Excel
    Version
    Microsoft Excel for Microsoft 365 MSO

    Reproducibility

    Technology requirements

    Run time: ~ 10 minutes

    Reproduction instructions
    1. Access the data: Data must be downloaded. See subsection Datasets and the README for more details.
    2. Download and place the data: Once all data are obtained, copy them to the corresponding folder as noted in the README file.
    3. Run the R code: Open the R project called Replication_code_final.Rproj and run the R scripts msme_emissions_analysis2019V2.R and msme_emissions_analysis2022V2.R.
    4. Run the Stata code: Update the paths in line 18 of do file Figure3_4_5.do and run the do-file to generate the underlying data for figures 3, 4 and 5..
    5. Generate exhibits: The code produces the data, which are then copy-pasted into the Excel file Charts.xlsx, where all tables and figures are created.

    Data

    Datasets
    Annual Survey of Industries 2022-23
    Name
    Annual Survey of Industries 2022-23
    Note
    Source: Ministry of Statistics and Programme Implementation, Government of India. Users must download the data from the URL provided below. See instructions in the README.
    Access policy
    Data access requires purchase or human approval and is not included in the reproducibility package.
    License
    Public Use Dataset
    License URL
    https://microdata.gov.in/NADA/index.php/catalog/205/get-microdata
    Data URL
    https://microdata.gov.in/NADA/index.php/catalog/205/
    Citation
    Ministry of Statistics and Programme Implementation. 2024. "Annual Survey of Industries 2022-23 [dataset]," https://microdata.gov.in/NADA/index.php/catalog/205/, 2024-12-01.
    Annual Survey of Unincorporated Sector Enterprises (ASUSE) 2022-2023
    Name
    Annual Survey of Unincorporated Sector Enterprises (ASUSE) 2022-2023
    Note
    Source: Ministry of Statistics and Programme Implementation, Government of India. Users must download the data from the URL provided below. See instructions in the README.
    Access policy
    Data access requires purchase or human approval and is not included in the reproducibility package.
    License
    Public Use Dataset
    License URL
    https://microdata.gov.in/NADA/index.php/catalog/222/get-microdata
    Data URL
    https://microdata.gov.in/NADA/index.php/catalog/222
    Citation
    Ministry of Statistics and Programme Implementation. 2024. "Annual Survey of Unincorporated Sector Enterprises (ASUSE) [dataset]," https://microdata.gov.in/NADA/index.php/catalog/222, 2024-12-01.
    Data statement

    All data sources are publicly available but not included in the reproducibility package.

    Description

    Output
    Informing Net Zero Industrial Pathways
    Type
    World Bank Reports & Flagships
    Title
    Informing Net Zero Industrial Pathways
    Description
    Prosperity Note
    URL
    http://documents.worldbank.org/curated/en/099102525143041665
    Authors
    Author Affiliation Email
    Meriem Ait Ali Slimane World Bank maitalislimane@worldbank.org
    Rishabh Choudhary Wordl Bank rchoudhary@worldbank.org
    Date of production

    2025-10-22

    Scope and coverage

    Geographic locations
    Location Code
    India IND
    Keywords
    Net Zero Carbon Emissions Carbon Accounting Industrial Decarbonization Smes Textile
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    Q56 Environment and Development • Environment and Trade • Sustainability • Environmental Accounts and Accounting • Environmental Equity • Population Growth Q5 Journal of Economic Literature (JEL)
    Q41 Demand and Supply • Prices Q4 Journal of Economic Literature (JEL)
    L52 Industrial Policy • Sectoral Planning Methods L5 Journal of Economic Literature (JEL)
    L53 Enterprise Policy L5 Journal of Economic Literature (JEL)
    L61 Metals and Metal Products • Cement • Glass • Ceramics L6 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
    Meriem Ait Ali Slimane World Bank maitalislimane@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

    2025-10-22

    Document version

    1

    Back to Catalog
    The World Bank Working for a World Free of Poverty
    • IBRD IDA IFC MIGA ICSID

    © The World Bank Group, All Rights Reserved.