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.
| Repository name | URI |
|---|---|
| Reproducible Research Repository (World Bank) | https://reproducibility.worldbank.org |
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
Runtime: 30 minutes
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.
Some data is restricted and has not been included in the reproducibility package.
| Author | Affiliation | |
|---|---|---|
| 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 |
2026-02-19
| Location | Code |
|---|---|
| World | WLD |
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.
| Name | URI |
|---|---|
| Modified BSD3 | https://opensource.org/license/bsd-3-clause/ |
| Name | Affiliation | |
|---|---|---|
| Thomas Romano | World Bank | tromano@worldbank.org |
| Reproducibility WBG | World Bank | reproducibility@worldbank.org |
| Name | Abbreviation | Affiliation | Role |
|---|---|---|---|
| Reproducibility WBG | DECDI | World Bank - Development Impact Department | Verification and preparation of metadata |
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