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PRWP

Reproducibility package for Global Poverty Revisited Using 2021 PPPs And New Data On Consumption

2025
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Reference ID
RR_WLD_2025_346
DOI
https://doi.org/10.60572/qmda-qt67
Author(s)
Christoph Lakner, Elizabeth Mary Foster, Dean Jolliffe, Gabriel Lara Ibarra, Samuel Kofi Tetteh Baah
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Jun 04, 2025
Last modified
Jun 05, 2025
  • Project Description
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  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
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  • Contacts
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  • Citation
  • Overview

    Abstract

    Recent improvements in survey methodologies have increased measured consumption in many low- and lower-middle income countries which now collect a more comprehensive measure of household consumption. Faced with such methodological changes, countries have frequently revised up their national poverty lines to make them appropriate for the new measures of consumption. This in turn affects the global poverty lines by the World Bank when they are periodically revised. The international poverty line, which is based on the typical poverty line in low-income countries, increases by around 40% to $3.00 when the more recent national poverty lines as well as the 2021 Purchasing Power Parities are incorporated. The net impact of the changes in international prices, the poverty line and new survey data (including new data for India) is an increase in global extreme poverty by some 125 million people in 2022, and a significant shift away from South Asia and towards Sub-Saharan Africa. The changes at higher poverty lines more relevant to middle-income countries are mixed.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/285/download/854/README.pdf
    Reproducibility package for Global Poverty Revisited Using 2021 Ppps And New Data On Consumption
    Title
    Reproducibility package for Global Poverty Revisited Using 2021 Ppps And New Data On Consumption
    Date
    2025-06
    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 in a computer with the following specifications:
    • OS: Windows 10 Enterprise
    • Processor: Intel(R) Xeon(R) Gold 6226R CPU @ 2.90GHz 2.90 GHz (2 processors)
    • Memory available: 32 GB
    • Software version: Stata version 18 MP

    Technology requirements

    ~ 1 hour runtime

    Reproduction instructions
    1. Secure Access to Data: Download 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 downloaded, users should place it in the appropriate folder.
    3. Run the Package: After placing the data in the folder:
      • Open the do-file "master"
      • Update the globals in line 34 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 in the Results folder. These files can be used to review the results presented in the paper.

    Data

    Datasets
    Azerbaijan Poverty Line and Poverty Level
    Name
    Azerbaijan Poverty Line and Poverty Level
    Note
    Source: Department of Information Technologies of the State Statistical Committee of the Republic of Azerbaijan. File name: : data/01_raw/Azerbaijan/Azerbaijan_poverty.xlsx
    Access policy
    Included in the package.
    Data URL
    https://www.stat.gov.az/source/budget_households/?lang=en
    Multi-dimensional Poverty Headcount Ratio
    Name
    Multi-dimensional Poverty Headcount Ratio
    Note
    Source: Human Development Report Office (HDRO) and the Oxford Poverty and Human Development Initiative (OPHI) calculations based on data on household deprivations in health, education, and standard of living from various surveys listed in column 1 using the methodology described in Technical Note (https://hdr.undp.org/system/files/documents/mpi2024technicalnotes.pdf) and OPHI Methodological Note 58 at https://ophi.org.uk/publications/MN-58. Column 4 and 5 also uses population data from the United Nations Department of Economic and Social Affairs. 2024. World Population Prospects: The 2024 Revision. New York. https://population.un.org/wpp/. Accessed 14 June 2024. Filename: data/01_raw/2024_gMPI_Tables1and2.xlsx
    Access policy
    Included in the package.
    Data URL
    https://hdr.undp.org/sites/default/files/publications/additional-files/2024-10/2024_gMPI_Table1and2.xlsx
    World Bank Classification of Countries
    Name
    World Bank Classification of Countries
    Note
    Source: World Bank. Global Poverty & Inequality Data team (GPID). Filename: data/01_raw/CLASS.dta
    Access policy
    Included in the package.
    Data URL
    https://github.com/GPID-WB/Class/tree/master/OutputData
    Poverty Estimates with 2017 PPPs (1990-2050)
    Name
    Poverty Estimates with 2017 PPPs (1990-2050)
    Note
    Source: Lakner, C., Genoni, M. E., Stemmler, H., Yonzan, N., & Tetteh Baah, S. K. (2025). Reproducibility package for Poverty, Prosperity and Planet Report 2024. World Bank. https://doi.org/10.60572/01JA-MK74. Filename: data/01_raw/FGTcountry_1990_2050_3pr24.dta
    Access policy
    Included in the package.
    Data URL
    https://reproducibility.worldbank.org/index.php/catalog/250
    Binned Global Distribution in 2021 PPPs (June 2025 PIP vintage)
    Name
    Binned Global Distribution in 2021 PPPs (June 2025 PIP vintage)
    Note
    Source: World Bank Poverty and Inequality Platform (PIP). Filename: data/01_raw/GlobalDist1000bins_1990_2030_20250401_2021_01_02_PROD.dta
    Access policy
    Forthcoming on Development Data Hub and included in the package.
    Binned Global Distribution in 2017 PPPs (June 2025 PIP vintage)
    Name
    Binned Global Distribution in 2017 PPPs (June 2025 PIP vintage)
    Note
    Source: World Bank Poverty and Inequality Platform (PIP). Filename: data/01_raw/ GlobalDist1000bins_1990_2030_20250401_2017_01_02_PROD.dta
    Access policy
    Forthcoming on Development Data Hub and included in the package.
    Binned Global Distribution in 2017 PPPs (September 2024 PIP vintage)
    Name
    Binned Global Distribution in 2017 PPPs (September 2024 PIP vintage)
    Note
    Source: Mahler, Daniel Gerszon; Yonzan, Nishant; Lakner, Christoph. 2022. The Impact of COVID-19 on Global Inequality and Poverty. Policy Research Working Papers;10198. © World Bank, Washington, DC. https://openknowledge.worldbank.org/entities/publication/54fae299-8800-585f-9f18-a42514f8d83b License: CC BY 3.0 IGO. Filename: data/01_raw/GlobalDist1000bins_1990_2024_3pr24.dta
    Access policy
    Included in the package.
    Data URL
    https://datacatalog.worldbank.org/int/search/dataset/0064304/1000_binned_global_distribution
    Harmonized national poverty lines in 2017 PPPs
    Name
    Harmonized national poverty lines in 2017 PPPs
    Note
    Source: Jolliffe ⓡ, D., Mahler ⓡ, D.G., Lakner ⓡ, C., Atamanov ⓡ, A., Tetteh-Baah, S.K., 2024. Poverty and Prices: Assessing the Impact of the 2017 PPPs on the International Poverty Line and Global Poverty. The World Bank Economic Review lhae035. https://doi.org/10.1093/wber/lhae035. Filename: data/01_raw/harm_npl_all_2017ppp.dta
    Access policy
    Included in the package.
    Data URL
    https://datacatalog.worldbank.org/int/data/dataset/0066850/harmonized_national_poverty_lines_2017_ppp_dollars
    World Development Indicators
    Name
    World Development Indicators
    Note
    Source1: World Bank, Poverty and Inequality Platform. Data are compiled from official government sources or are computed by World Bank staff using national (i.e. country–specific) poverty lines. Indicator 1: Poverty headcount ratio at national poverty lines (% of population). Filename1 : data/01_raw/National Poverty Rates WDI 202407.xlsx. Source 2: World Bank staff estimates based on age distributions of United Nations Population Division's World Population Prospects: 2024 Revision. Indicator 2: Age dependency ratio, young (% of working-age population). Filename 2: data/01_raw/P_Data_Extract_WDI_Age_Dependency_Ratio_202501.xlsx. Source 3: International Monetary Fund, International Financial Statistics and data files. Indicator 3: Consumer price index (2010 = 100). Filename 3: data/01_raw/P_Data_Extract_World_Development_Indicators_CPI_202501.xlsx.
    Access policy
    Included in the package.
    Data URL
    https://databank.worldbank.org/source/wdi-database-archives
    National poverty rates including non-comparable series
    Name
    National poverty rates including non-comparable series
    Note
    Source: World Bank Poverty and Equity Global Practice (GP) and Poverty and Inequality Platform (PIP). Filename: data/01_raw/npl.dta
    Access policy
    Included in the package.
    Data URL
    https://datacatalog.worldbank.org/int/data/dataset/0066852/national_poverty_rates_including_noncomparable_series
    Organisation for Economic Co-operation and Development (OECD) Income Distribution Database (IDD)
    Name
    Organisation for Economic Co-operation and Development (OECD) Income Distribution Database (IDD)
    Note
    Source: Organisation for Economic Co-operation and Development (OECD). Filename: data/01_raw/OECD poverty data.xlsx
    Access policy
    Included in the package.
    License URL
    https://www.oecd.org/en/about/terms-conditions.html
    Data URL
    https://data-explorer.oecd.org/vis?fs[0]=Topic%2C0%7CSociety%23SOC%23&fs[1]=Topic%2C1%7CSociety%23SOC%23%7CInequality%23SOC_INE%23&fs[2]=Measure%2C0%7CPoverty%20rate%20based%20on%20disposable%20income%23PR_INC_DISP%23&pg=0&fc=Measure&snb=1&df[ds]=dsDisseminateFinalDMZ&df[id]=DSD_WISE_IDD%40DF_IDD&df[ag]=OECD.WISE.INE&df[vs]=1.0&pd=2010%2C&dq=.A.PR_INC_DISP..._T.METH2012.D_CUR.&ly[rw]=REF_AREA%2CUNIT_MEASURE&ly[cl]=TIME_PERIOD&to[TIME_PERIOD]=false
    Poverty Measurement Database (PMD)
    Name
    Poverty Measurement Database (PMD)
    Note
    Source: World Bank. Internal link for more information: https://worldbankgroup.sharepoint.com/sites/WBPoverty/SitePages/PublishingPages/Poverty%20Measurement%20-1727802814368.aspx?CT=1742224342260&OR=OWA-NT-Mail&CID=5ca9a552-1879-c466-a06d-29a087a77416. Filename: data/01_raw/PMD v3.xlsx.
    Access policy
    The dataset will be made accessible to World Bank staff via PRIMUS (the Bank’s internal data system). For access or further information, please contact Elizabeth Mary Foster at efoster1@worldbank.org. The dataset is also included in the package for reference.
    Price indices used for global poverty monitoring
    Name
    Price indices used for global poverty monitoring
    Note
    Source: World Bank. Filename: data/01_raw/Price indices for global poverty monitoring.xlsx
    Access policy
    Included in the package.
    Data URL
    https://datacatalog.worldbank.org/int/data/dataset/0066851/Price-indices-used-for-global-poverty-monitoring
    Taiwan Official Poverty Rates
    Name
    Taiwan Official Poverty Rates
    Note
    Source: Taiwan health and welfare reports (mainly from Tables 10-1 and Figures 2-11) Ministry of Health and Welfare. File name: data/01_raw/Taiwan’s official poverty.xlsx.
    Access policy
    Included in the package.
    License URL
    https://www.mohw.gov.tw/cp-185-9466-2.html
    Data URL
    https://www.mohw.gov.tw/lp-137-2.html
    Eurostat National Poverty Rates
    Name
    Eurostat National Poverty Rates
    Note
    Source: Eurostat At-risk-of-poverty rate after social transfers by sex. Filename: data/01_raw/Eurostat_poverty_rates.xlsx
    Access policy
    Included in the package.
    License URL
    https://european-union.europa.eu/legal-notice_en
    Data URL
    https://ec.europa.eu/eurostat/databrowser/view/tps00184/default/table?lang=en
    The Status of Price Statistics Compilation Practices in 196 Economies and the Relevance for Policy Analysis
    Name
    The Status of Price Statistics Compilation Practices in 196 Economies and the Relevance for Policy Analysis
    Note
    Source: Francien Berry & Brian Graf & Mr. Michael Stanger & Mari Ylä-Jarkko, 2019. "Price Statistics Compilation in 196 Economies: The Relevance for Policy Analysis," IMF Working Papers 2019/163, International Monetary Fund. Filename: data/01_raw/cpi_quality_indicators.dta
    Access policy
    Included in the package.
    Data URL
    https://www.imf.org/en/Publications/WP/Issues/2019/07/26/Price-Statistics-Compilation-in-196-Economies-The-Relevance-for-Policy-Analysis-48517
    Consumer Price Index (CPI) and Purchasing Power Parity (PPP) Data
    Name
    Consumer Price Index (CPI) and Purchasing Power Parity (PPP) Data
    Note
    Source: World Bank Datalibweb Version 12. Filename: data/01_raw/Final_CPI_PPP_to_be_used.dta.
    Access policy
    The dataset is included in the package. Bank staff may directly download the dataset using the Stata command provided in data/01_raw/02_input_data_aux.do.
    Consumer Price Indices (CPIs)
    Name
    Consumer Price Indices (CPIs)
    Note
    Source: World Bank Datalibweb Version 12. Filename: data/01_raw/Yearly_CPI_Final.dta
    Access policy
    Internal users can download the dataset using the Stata command provided in data/01_raw/02_input_data_aux.do. The dataset is also included in the package for reference.
    National Poverty Rates data
    Name
    National Poverty Rates data
    Note
    Source: World Bank, Poverty and Equity Global Practice. These datasets were complied by the authors. Refer to the README for more details. Filename1: data/01_raw/Missing national poverty rates.xlsx. Filename2: data/01_raw/National Poverty Rates Poverty Economists.xlsx
    Access policy
    Included in the package.
    National Poverty Rates in Poverty and Equity Briefs (October 2024)
    Name
    National Poverty Rates in Poverty and Equity Briefs (October 2024)
    Note
    Source: World Bank, Poverty and Equity Global Practice. The dataset was compiled using information from the Poverty and Equity Briefs available at: https://www.worldbank.org/en/topic/poverty/publication/poverty-and-equity-briefs. Refer to the README for more details. Filename: data/01_raw/npl-AM24.xlsx
    Access policy
    The dataset is included in the package.
    Survey-to-Survey Consumer Price Index (CPI) Imputation
    Name
    Survey-to-Survey Consumer Price Index (CPI) Imputation
    Note
    Source: Author's calculations using data from Poverty and Inequality Platform (PIP) and Datalibweb. Refer to the README and the Excel file for detailed sources. Filename: data/01_raw/Survey to survey CPI imputation.xlsx
    Access policy
    Included in the package.
    Poverty Metadata
    Name
    Poverty Metadata
    Note
    Source: Poverty and Equity Briefs (PEBs), World Bank. The dataset was complied by the authors. Refer to the README and the Excel file for detailed sources. Filename: data/01_raw/Poverty line type missing.xlsx.
    Access policy
    Included in the package.
    Share of International Comparison Program (ICP) List of Items Priced
    Name
    Share of International Comparison Program (ICP) List of Items Priced
    Note
    Source: International Comparison Program (ICP). Description: The dataset includes the share of items from the ICP item list that were priced in the price data surveys conducted in 2017 and 2021. Filename: data/01_raw/ICP 2021 Priced Items_GCL_2025-02-07.xlsx
    Access policy
    This dataset cannot be redistributed. Bank staff can contact Mizuki Yamanaka at myamanaka@worldbank.org to request the data.
    Rural and Urban Consumer Price Index (CPI) and Purchasing Power Parity (PPP) Data
    Name
    Rural and Urban Consumer Price Index (CPI) and Purchasing Power Parity (PPP) Data
    Note
    Source 1: Labour Bureau, Government of India. Source 2: International Comparison Program (ICP). Source 3: China Statistical Yearbooks 2021, 2017, 2011, 2006, 2001. The dataset was complied using the sources above. Refer to the README and the Excel file for detailed sources and calculations. Filename: data/01_raw/Summary calculations Rural Urban PPPs and CPIs.xlsx
    Access policy
    Included in the package
    Input Data for Estimating Non-benchmark Purchasing Power Parities (PPPs)
    Name
    Input Data for Estimating Non-benchmark Purchasing Power Parities (PPPs)
    Note
    Source: International Comparison Program (ICP). The dataset was obtained by the authors from the ICP team. Filename: data/01_raw/ icp2021-nbm-ppp-data-2021.xlsx.
    Access policy
    Included in the package
    Poverty and Inequality Platform (PIP) Data
    Name
    Poverty and Inequality Platform (PIP) Data
    Note
    Source: World Bank. This entry includes multiple indicators obtained from the World Bank’s Poverty and Inequality Platform (PIP). Most of the data was accessed via the PIP API, as referenced in the do-files 01_input_data_pip and 02_input_data_aux. These sections of code are currently commented out, as the API cannot be executed by external users until PIP is publicly launched. The resulting datasets are included in the folder data/02_processed.
    Access policy
    Included in the package.
    Data statement

    Some data is restricted and has not been included in the reproducibility package. For more details, please refer to the README file.

    Description

    Output
    Global Poverty Revisited Using 2021 PPPs And New Data On Consumption
    Type
    World Bank Policy Research Working Papers
    Title
    Global Poverty Revisited Using 2021 PPPs And New Data On Consumption
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Christoph Lakner World Bank clakner@worldbank.org
    Elizabeth Mary Foster World Bank efoster1@worldbank.org
    Dean Jolliffe World Bank djolliffe@worldbank.org
    Gabriel Lara Ibarra World Bank glaraibarra@worldbank.org
    Samuel Kofi Tetteh Baah World Bank stettehbaah@worldbank.org
    Date of production

    2025-06

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    Global Poverty Purchasing Power Parities Poverty Lines Consumption Surveys

    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
    Christoph Lakner World Bank clakner@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

    2025-06-03

    Document version

    1

    Citation

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