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Reproducibility Package for The Worldwide Governance Indicators: Revised Methodology For Measuring Governance Using Perception Data

2026
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Reference ID
RR_WLD_2026_558
DOI
https://doi.org/10.60572/xw15-k486
Author(s)
Thomas Romano, Norman Loayza, Charlotte Nan Jiang, Arvind Jain, Taylor Boyce
Collections
Flagships and Reports
Metadata
JSON
Created on
Feb 27, 2026
Last modified
Feb 27, 2026
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    The Worldwide Governance Indicators (WGI) provide composite measures of six dimensions of governance—Voice and Accountability, Political Stability, Government Effectiveness, Regulatory Quality, Rule of Law, and Control of Corruption. The indicators draw on 35 data sources, including household and firm surveys and expert assessments from multilateral organizations, nongovernmental organizations, academic institutions, and commercial data providers. They cover over 200 economies annually from 1996 to 2024 and are publicly available on the WGI website.
    This paper summarizes the data sources and aggregation methodology underlying the WGI and documents a set of changes introduced as part of the 2025 revision. The changes include a stricter protocol for screening data sources; the addition of new qualified sources; a closer alignment of indicators with an institutional-functions framework; targeted refinements to the mapping of indicators across the six governance dimensions; revisions to the aggregation model that allow the global average of governance to vary over time; and the introduction of an absolute 0–100 scale anchored by fixed benchmark countries. Taken together, these changes form the basis of the revised WGI. Historical estimates have been recalculated back to 1996 to maintain a fully consistent series.
    Sensitivity analysis shows that the updated estimates are robust to reasonable variations in source inclusion, weighting choices, and source data imputation. The WGI continues to offer a coherent, comparable overview of governance patterns worldwide, while assessments of specific institutional reforms are more effectively supported by purpose-built, country-level governance diagnostics.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/490/download/1401/README.pdf
    Reproducibility package for The Worldwide Governance Indicators: Revised Methodology For Measuring Governance Using Perception Data
    File name
    RR_WLD_2026_558
    Zip package
    RR_WLD_2026_558.zip
    Title
    Reproducibility package for The Worldwide Governance Indicators: Revised Methodology For Measuring Governance Using Perception Data
    Date
    2026-02
    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
    18.5 MP

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 11 Enterprise, version 25H2
    • Processor: Intel(R) Core(TM) Ultra 7 165U (2.10 GHz)
    • Memory available: 31.5 GB

    Technology requirements

    Runtime: 30 minutes

    Reproduction instructions

    1. Access the data: One dataset required to run the code is not included in the reproducibility package. Users need to access it to reproduce the results. See section Datasets for more information.
    2. Run the code: Open the do-file "0. WGI methodology paper - master", change the folder path global in line 42, and run it.
    Since not all the data are publicly available, the results created by the replicators are included in the folder "2. output" so that interested users can verify these against the results in the paper.

    Data

    Datasets
    Worldwide Governance Indicators
    Name
    Worldwide Governance Indicators
    Note
    Data files: "wgidataset_with_sourcedata.dta", "wgidataset_with_sourcedata_2024.dta", "countrycodes.dta", "data source screening.dta". Data were accessed in December 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC-BY 4.0 with additional terms specified in the license URL
    License URL
    https://www.worldbank.org/en/about/legal/terms-of-use-for-datasets
    Data URL
    https://www.worldbank.org/en/publication/worldwide-governance-indicators
    Citation
    World Bank. 2025. "Worldwide Governance Indicators" [dataset]. 2024 and 2025 Revisions. https://www.worldbank.org/en/publication/worldwide-governance-indicators. Accessed December 2025.
    Worldwide Governance Indicators Source Data - Non-commercial Sources
    Name
    Worldwide Governance Indicators Source Data - Non-commercial Sources
    Note
    Data file: "01. input/non-commercial.dta". This file includes the appended data from each source. Data was accessed in December 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    Data URL
    https://www.worldbank.org/en/publication/worldwide-governance-indicators/documentation#2
    Citation
    World Bank. 2025. "Worldwide Governance Indicators Source Data - Non-commercial Sources" [dataset]. https://www.worldbank.org/en/publication/worldwide-governance-indicators/documentation#2 Accessed December 2025.
    Worldwide Governance Indicators Source Data - Commercial Sources
    Name
    Worldwide Governance Indicators Source Data - Commercial Sources
    Note
    Data file: "01. input/commercial.dta". This file includes the appended data from each source. The data from the sources are accessible but require purchase. Data was accessed in December 2025.
    Access policy
    Data access requires purchase and is not included in the reproducibility package.
    Data URL
    https://www.worldbank.org/en/publication/worldwide-governance-indicators/documentation#2
    Citation
    World Bank. 2025. "Worldwide Governance Indicators Source Data - Commercial Sources" [dataset]. https://www.worldbank.org/en/publication/worldwide-governance-indicators/documentation#2 Accessed December 2025.
    Data statement

    Some data is restricted and has not been included in the reproducibility package.

    Description

    Output
    The Worldwide Governance Indicators: Revised Methodology For Measuring Governance Using Perception Data
    Type
    World Bank Reports & Flagships
    Title
    The Worldwide Governance Indicators: Revised Methodology For Measuring Governance Using Perception Data
    URL
    https://www.worldbank.org/content/dam/sites/govindicators/doc/The%20Worldwide%20Governance%20Indicators%202025%20Methodology%20Revision.pdf
    Authors
    Author Affiliation Email
    Thomas Romano World Bank tromano@worldbank.org
    Norman Loayza World Bank nloayza@worldbank.org
    Charlotte Nan Jiang World Bank njiang1@worldbank.org
    Arvind Jain World Bank ajain7@worldbank.org
    Taylor Boyce World Bank tboyce@worldbank.org
    Date of production

    2026-02-19

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    Governance Public Sector Management Institutions And Growth
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    C43 Index Numbers and Aggregation C4 Journal of Economic Literature (JEL)
    D73 Bureaucracy • Administrative Processes in Public Organizations • Corruption D7 Journal of Economic Literature (JEL)
    D02 Institutions: Design, Formation, Operations, and Impact D0 Journal of Economic Literature (JEL)
    C18 Methodological Issues: General C1 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
    Thomas Romano World Bank tromano@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

    2026-02-19

    Document version

    1

    Citation

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