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PRWP

Reproducibility package for Disaggregated Impacts of Growth on Multidimensional Poverty: Does the Source of Growth Matter?

2024
Get Reproducibility Package
Reference ID
RR_WLD_2024_205
DOI
https://doi.org/10.60572/y30h-qv31
Author(s)
Francis Mulangu, Mokhtar Benlamine, Michael Keller, Jean-Pascal Nganou
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Oct 08, 2024
Last modified
Oct 08, 2024
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    This paper presents comprehensive findings on the relationship between economic growth and poverty. Using a first-difference model applied to data from more than 80 countries spanning over 20 years, the paper investigates how changes in gross domestic product affect the Multidimensional Poverty Index and its subcomponents, considering variations in income level, region, and resource dependency. The analysis confirms that economic growth generally reduces the Multidimensional Poverty Index, although the magnitude of the effect varies significantly. It is less pronounced in low-income countries, Sub-Saharan Africa, Latin America and the Caribbean, and resource-dependent countries. The paper disaggregates gross domestic product growth by its dimensions, revealing that growth driven by total factor productivity, consumption, and sustainable growth significantly decreases the Multidimensional Poverty Index. In contrast, factors such as human capital development, capital deepening, investment, government spending, exports, and imports show ambiguous effects on the Multidimensional Poverty Index. These findings suggest that the effectiveness of these factors depends on country-level conditions. Given the clearer positive impact of total factor productivity, consumption, and sustainable growth on reducing multidimensional poverty, policy makers should prioritize strategies that promote these types of growth to fight poverty, especially in contexts where the effects of other growth contributors are uncertain or not well understood.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/193/download/545/README.pdf
    Reproducibility package (data and code) for Disaggregated Impacts of Growth on Multidimensional Poverty: Does the Source of Growth Matter?
    Title
    Reproducibility package (data and code) for Disaggregated Impacts of Growth on Multidimensional Poverty: Does the Source of Growth Matter?
    Date
    2024-10
    Dependencies
    All dependencies are stored in the ado folder
    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

    ~5 minutes runtime

    Reproduction instructions

    To run the package, a new user must follow these steps:

    1. Download the public dataset that is not included in the package, and place it in the appropriate folder 1 data/1 raw/.
    2. Change the path in the main do-file to reflect the location of the package on your system.
    3. Run the main do-file to execute the code.

    Data

    Datasets
    Global Multidimensional Poverty Index 2022
    Name
    Global Multidimensional Poverty Index 2022
    Note
    Source: OPHI (Oxford Poverty and Human Development Initiative) and UNDP (United Nations Development Programme) (2022). Located at: 1 data/1 raw/Table_6_Trends_Over_Time_MPI_2023_2.xlsx. Users need to follow the link below, download "Data Table 6: Trends Over Time 2022" and place it in the appropriate folder. Please see the README file for more details.
    Access policy
    Public but does not allow republication
    License
    Oxford Academic licence
    Data URL
    https://ophi.org.uk/global-mpi/2022#paragraph--3083
    Word Development Indicators
    Name
    Word Development Indicators
    Note
    Source: World Bank. All indicators are located at 1 data/1 raw. - Filename: c.xlsx, Indicator: Final consumption expenditure (constant 2015 US$), URL: https://data.worldbank.org/indicator/NE.CON.TOTL.KD; - Filename: i.xlsx, Indicator: Gross capital formation (constant 2015 US$), URL: https://data.worldbank.org/indicator/NE.GDI.TOTL.KD); - Filename: g.xls, Indicator: General government final consumption expenditure (constant 2015 US$), URL: https://data.worldbank.org/indicator/NE.CON.GOVT.KD; - Filename: x.xls, Indicator: Exports of goods and services (constant 2015 US$), URL: https://data.worldbank.org/indicator/NE.EXP.GNFS.KD; - Filename: m.xls, Indicator: Imports of goods and services (constant 2015 US$), URL: https://data.worldbank.org/indicator/NE.IMP.GNFS.KD; - Filename: pop.xls, Indicator: Population, total, URL: https://data.worldbank.org/indicator/SP.POP.TOTL; - Filename: cons_fc.xls, Indicator: Adjusted savings: consumption of fixed capital (% of GNI), URL: https://data.worldbank.org/indicator/NY.ADJ.DKAP.GN.ZS; - Filename: co2_damage.xls, Indicator: Adjusted savings: carbon dioxide damage (% of GNI), URL: https://data.worldbank.org/indicator/NY.ADJ.DCO2.GN.ZS; - Filename: emission_damage.xls, Indicator: Adjusted savings: particulate emission damage (% of GNI), URL: https://data.worldbank.org/indicator/NY.ADJ.DPEM.GN.ZS; - Filename: nr_depletion.xls, Indicator: Adjusted savings: natural resources depletion (% of GNI), URL: https://data.worldbank.org/indicator/NY.ADJ.DRES.GN.ZS; - Filename: gni.xls, Indicator: GNI (constant 2015 US$), URL: https://data.worldbank.org/indicator/NY.GNP.MKTP.KD; - Filename: API_NY.GDP.TOTL.RT.ZS_DS2_en_excel_v2_1537790.xls, Indicator: Total natural resources rents (% of GDP), URL: https://data.worldbank.org/indicator/NY.GDP.TOTL.RT.ZS?view=chart; - Filename: API_NY.GDP.PCAP.KD_DS2_en_excel_v2_6526226.xls, Indicator: GDP per capita (constant 2015 US$), URL: https://data.worldbank.org/indicator/NY.GDP.PCAP.KD
    Access policy
    Published with the package
    License
    Creative Commons Attribution 4.0 (CC-BY 4.0)
    License URL
    https://datacatalog.worldbank.org/public-licenses#cc-by
    Data URL
    https://datatopics.worldbank.org/world-development-indicators/
    World Income Inequality Database
    Name
    World Income Inequality Database
    Note
    Source: UNU-WIDER, World Income Inequality Database (WIID) Companion dataset (wiidcountry and/or wiidglobal). Version 28 November 2023. https://doi.org/10.35188/UNU-WIDER/WIIDcomp-281123 Located at: 1 data/1 raw/wiid-data.xlsx.
    Access policy
    Published with the package
    License
    Creative Commons Attribution-NonCommercial-ShareAlike 3.0 IGO (CC BY-NC-SA 3.0 IGO)
    License URL
    https://www.wider.unu.edu/about/copyright
    Data URL
    https://www4.wider.unu.edu/?ind=1&type=ChoroplethSeq&year=70&byCountry=false&slider=buttons
    World Bank Country and Lending Groups
    Name
    World Bank Country and Lending Groups
    Note
    Source: World Bank. Located at: 1 data/1 raw/Historical income groups.xlsx.
    Access policy
    Published with the package
    License
    Creative Commons Attribution 4.0 (CC-BY 4.0)
    License URL
    https://datacatalog.worldbank.org/public-licenses#cc-by
    Data URL
    https://datahelpdesk.worldbank.org/knowledgebase/articles/906519-world-bank-country-and-lending-groups
    Global Productivity Data
    Name
    Global Productivity Data
    Note
    Source: Dieppe, A. (2021). Global Productivity: Trends, Drivers, and Policies (A. Dieppe (ed.); 2021st ed.). World Bank. https://doi.org/doi:10.1596/978-1-4648-1608-6. Located at: 1 data/1 raw/global_productivity.dta
    Access policy
    Published with the package
    License
    Creative Commons Attribution 4.0 (CC-BY 4.0)
    License URL
    https://www.worldbank.org/en/about/legal/terms-of-use-for-datasets
    Data URL
    https://www.worldbank.org/en/research/publication/global-productivity
    Data statement

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

    Description

    Output
    Disaggregated Impacts of Growth on Multidimensional Poverty: Does the Source of Growth Matter?
    Type
    Working Paper
    Title
    Disaggregated Impacts of Growth on Multidimensional Poverty: Does the Source of Growth Matter?
    Authors
    Francis Mulangu, Mokhtar Benlamine, Michael Keller, and Jean-Pascal Nganou
    Description
    Policy Research Working Paper (PRWP)
    Authors
    Author Affiliation Email
    Francis Mulangu World Bank fmulangu@worldbank.org
    Mokhtar Benlamine International Monetary Fund mbenlamine@imf.org
    Michael Keller World Bank mkeller2@worldbank.org
    Jean-Pascal Nganou World Bank jnganou@worldbank.org
    Date of production

    2024-10

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    Multidimensional Poverty Economic Growth Sustainability Productivity
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    I30 Welfare, Well-Being, and Poverty: General I3 JEL Classifications
    O10 Economic Development: General O1 JEL Classifications
    Q54 Climate; Natural Disasters and Their Management; Global Warming Q5 JEL Classifications

    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
    Francis Mulangu World Bank fmulangu@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

    2024-10-07

    Document version

    1

    Citation

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