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PRWP

Reproducibility package for Global Socio-Economic Resilience To Natural Disasters

2025
Get Reproducibility Package
Reference ID
RR_WLD_2025_376
DOI
https://doi.org/10.60572/zma0-z495
Author(s)
Robin Middelanis, Bramka Arga Jafino, Ruth Hill, Minh Cong Nguyen, Stéphane Hallegatte
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Aug 01, 2025
Last modified
Aug 04, 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

    Most disaster risk assessments use damages to physical assets as their central metric, often neglecting distributional impacts and the coping and recovery capacity of affected people. To address this shortcoming, the concepts of well-being losses and socio-economic resilience—the ability to experience asset losses without a decline in well-being—have been proposed. This paper uses microsimulations to produce a global estimate of well-being losses from, and socio-economic resilience to, natural disasters, covering 132 countries. On average, each $1 in disaster-related asset losses results in well-being losses equivalent to a $2 uniform national drop in consumption, with significant variation within and across countries. The poorest income quintile within each country incurs only 9% of national asset losses but accounts for 33% of well-being losses. Compared to high-income countries, low-income countries experience 67% greater well-being losses per dollar of asset losses and require 56% more time to recover. Socio-economic resilience is uncorrelated with exposure or vulnerability to natural hazards. However, a 10 percent increase in GDP per capita is associated with a 0.9 percentage point gain in resilience, but this benefit arises indirectly—such as through higher rate of formal employment, better financial inclusion, and broader social protection coverage—rather than from higher income itself. This paper assess ten policy options and finds that socio-economic and financial interventions (such as insurance and social protection) can effectively complement asset-focused measures (e.g., construction standards) and that interventions targeting low-income populations usually have higher returns in terms of avoided well-being losses per dollar invested.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/312/download/944/README.pdf
    Reproducibility package for Global Socio-Economic Resilience To Natural Disasters
    File name
    RR_WLD_2025_376
    Zip package
    RR_WLD_2025_376.zip
    Title
    Reproducibility package for Global Socio-Economic Resilience To Natural Disasters
    Date
    2025-07
    Dependencies
    All dependencies are stored in the `environment.yml' file
    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
    Python
    Name
    Python
    Version
    3.12

    Reproducibility

    Technology requirements

    ~1 hour runtime

    Reproduction instructions

    To successfully reproduce the analysis, follow these steps:

    • Install the provided Python environment using the environment.yml file.
    • Open the reproduce_results.py file located in the code folder.
    • Ensure that the force_recompute flag is set to False so that the code uses intermediate data instead of downloading raw data from the API.
    • Run the script reproduce_results.py.

    All outputs—except Appendix Tables 6 and 7—will be saved in the figures folder. Appendix Tables 6 and 7 will be displayed in the command line.
    Please note that since some of the raw data is restricted, users will only be able to replicate the analysis using the intermediate data included in the data/processed folder of the reproducibility package.

    Data

    Datasets
    Global Financial Inclusion (Global Findex) Database
    Name
    Global Financial Inclusion (Global Findex) Database
    Note
    Source: World Bank File names: `WLD_2011_FINDEX_v02_M.csv`, `WLD_2014_FINDEX_v01_M.csv`, `WLD_2017_FINDEX_v02_M.csv`, `WLD_2021_FINDEX_v03_M.csv'
    Access policy
    Data access requires purchase or human approval and is not included in the reproducibility package.
    License
    Public Use Files (PUFs)
    License URL
    https://microdata.worldbank.org/index.php/terms-of-use
    Data URL
    https://microdata.worldbank.org/index.php/catalog/global-findex/?page=1&ps=15&repo=global-findex
    World Social Protection Report data
    Name
    World Social Protection Report data
    Note
    Source: International Labor Organization Filename: ILO_WSPR_SP_exp.csv
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC BY 4.0
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://www.social-protection.org/gimi/ShowWiki.action?id=52
    Penn World Table
    Name
    Penn World Table
    Note
    Source: Feenstra, R. C., Inklaar, R., & Timmer, M. P. (2015). The Next Generation of the Penn World Table. American Economic Review, 105(10), 3150–3182. Filename: pwt1001.xlsx
    Access policy
    Data is publicly available and included in the reproducibility package
    License
    CC BY 4.0
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://www.rug.nl/ggdc/productivity/pwt/
    Global Infrastructure Risk Model and Resilience Index (GIRI)
    Name
    Global Infrastructure Risk Model and Resilience Index (GIRI)
    Note
    Source: Coalition for Disaster Resilient Infrastructure (CDRI) Filename: export_all_metrics.csv.zip
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC BY 3.0 IGO
    License URL
    http://creativecommons.org/licenses/by/3.0/igo
    Data URL
    https://giri.unepgrid.ch
    Flood protection levels data
    Name
    Flood protection levels data
    Note
    Source: Natural Hazards and Earth System Sciences (NHESS) Filename: Scussolini_et_al_FLOPROS_shp_V1/
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC BY 3.0
    License URL
    http://creativecommons.org/licenses/by/3.0/
    Data URL
    https://nhess.copernicus.org/articles/16/1049/2016/nhess-16-1049-2016-supplement.zip
    Modeled coastal flood protection layer
    Name
    Modeled coastal flood protection layer
    Note
    Source: Tiggeloven, T. (2020). Benefit-cost analysis of adaptation objectives to coastal flooding at the global scale V2 Filename:Results_adaptation_objectives.zip
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC BY 4.0
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://doi.org/10.5281/zenodo.4275517
    Global Map shape file
    Name
    Global Map shape file
    Note
    Source: GADM Filename: gadm_410-levels.gpkg
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC BY-SA 2.0
    License URL
    https://creativecommons.org/licenses/by-sa/2.0/
    Data URL
    https://gadm.org/
    Gridded population density data
    Name
    Gridded population density data
    Note
    Source: NASA Socioeconomic Data and Applications Center (SEDAC) Filename: gpw_v4_population_density_adjusted_rev11_2pt5_min.nc
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC BY 4.0
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://doi.org/10.7927/H4F47M65
    Global Exposure Model data
    Name
    Global Exposure Model data
    Note
    Source: Global Earthquake Model (GEM)
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC BY-NC-SA 4.0
    License URL
    https://creativecommons.org/licenses/by-nc-sa/4.0/
    Data URL
    https://github.com/gem/global_exposure_model
    Global Monitoring Database (GMD)
    Name
    Global Monitoring Database (GMD)
    Note
    Source: World Bank The Global Monitoring Database (GMD) contains micro-level survey data, with access restricted to World Bank staff using Bank-managed computers. External access is not available. Filename: Dwelling quintile vul ratio.xlsx
    Access policy
    Restricted and not included in the package.
    Hyogo Framework for Action performance indicators
    Name
    Hyogo Framework for Action performance indicators
    Note
    Source: United Nations Office for Disaster Risk Reduction (UNDRR) Filename: `HFA_all_2009_2011.csv`, `HFA_all_2011_2013.csv`, `HFA_all_2013_2015.csv`
    Access policy
    Data is publicly available but does not allow redistribution.
    License URL
    https://www.undrr.org/terms-and-conditions
    Data URL
    https://www.unisdr.org/we/inform/publications/43291
    World Risk Poll
    Name
    World Risk Poll
    Note
    Source: The Lloyd's Register Foundation Filename: lrf_wrp_2021_full_data.csv.zip
    Access policy
    Data is publicly available but does not allow redistribution.
    License URL
    https://www.lrfoundation.org.uk/terms-of-use
    Data URL
    https://www.lrfoundation.org.uk/wrp
    Estimated exposure by poverty line and hazard
    Name
    Estimated exposure by poverty line and hazard
    Note
    Source: World Bank Filename: exposure bias.dta Data was obtained from the World Bank's Poverty team. Individuals interested in accessing the data for replication purposes can contact Ben James Brunckhorst at bbrunckhorst@worldbank.org.
    Access policy
    Restricted and not included in the package
    Investment and Capital Stock Data
    Name
    Investment and Capital Stock Data
    Note
    Source: International Monetary Fund (IMF) Filename: IMFInvestmentandCapitalStockDataset2021.xlsx
    Access policy
    Data is publicly available but does not allow redistribution.
    License URL
    https://www.imf.org/en/About/copyright-and-terms
    Data URL
    https://infrastructuregovern.imf.org/content/dam/PIMA/Knowledge-Hub/dataset/IMFInvestmentandCapitalStockDataset2021.xlsx
    Household tenure data
    Name
    Household tenure data
    Note
    Source: United Nations Statistics Division Filename: 2025-02_13_value_added_by_industry.csv, 2025-02-18_household_tenure.csv
    Access policy
    Data is publicly available and included in the reproducibility package.
    License URL
    https://data.un.org/Host.aspx?Content=UNdataUse
    Data URL
    https://data.un.org/
    Eurostat database
    Name
    Eurostat database
    Note
    Source: Eurostat FilenameS: eurostat__nama_10_nfa_st__capital_stock.csv, eurostat__nama_10_a64__value_added.csv, home_ownership_rates.xlsx
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC BY 4.0
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://ec.europa.eu/eurostat/web/main/data/database
    Affordable Housing Data
    Name
    Affordable Housing Data
    Note
    Source: The Organisation for Economic Co-operation and Development (OECD) Filename: HM1-3-Housing-tenures.xlsx
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC BY 4.0
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://webfs.oecd.org/Els-com/Affordable_Housing_Database/HM1-3-Housing-tenures.xlsx
    Home Ownership Rates
    Name
    Home Ownership Rates
    Note
    Source: Centre for Affordable Housing Finance in Africa Filename: Home_ownership_rates/home_ownership_rates.xlsx
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC BY 4.0
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://housingfinanceafrica.org/
    World Bank Country and Lending Groups data
    Name
    World Bank Country and Lending Groups data
    Note
    Source: World Bank Filename: CLASS.xlsx
    Access policy
    Data is publicly available and included in the reproducibility package.
    License URL
    https://www.worldbank.org/en/about/legal/terms-and-conditions
    Data URL
    https://datacatalogfiles.worldbank.org/ddh-published/0037712/DR0090755/CLASS.xlsx
    Poverty and Inequality Platform data
    Name
    Poverty and Inequality Platform data
    Note
    Source: World Bank Filename: Files in "poverty_data" folder
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC BY 4.0
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://pip.worldbank.org
    Mapping of the GEM Building Taxonomy
    Name
    Mapping of the GEM Building Taxonomy
    Note
    Source: Global Earthquake Model (GEM) Filename: data from Table D-2 stored as `hazus-gem_mapping.csv`
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC BY-NC-SA 4.0
    License URL
    https://creativecommons.org/licenses/by-nc-sa/4.0/
    Data URL
    https://cloud-storage.globalquakemodel.org/public/wix-new-website/pdf-collections-wix/publications/GEM%20Building%20Taxonomy%20Version%202.0.pdf
    World Bank Databank
    Name
    World Bank Databank
    Note
    Source: World Bank Data is downloaded via the API; please see the README for details on the indicators
    Access policy
    Data is publicly available but not included in the reproducibility package.
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://databank.worldbank.org/
    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 Socio-Economic Resilience To Natural Disasters
    Type
    Working Paper
    Title
    Global Socio-Economic Resilience To Natural Disasters
    Description
    Policy Research Working Papers (PRWP) WPS11129
    URL
    http://documents.worldbank.org/curated/en/099542505212567521
    DOI
    https://www.doi.org/10.1596/1813-9450-11129
    Authors
    Author Affiliation Email
    Robin Middelanis World Bank rmiddelanis@worldbank.org
    Bramka Arga Jafino World Bank bjafino@worldbank.org
    Ruth Hill World Bank rhill@worldbank.org
    Minh Cong Nguyen World Bank mnguyen3@worldbank.org
    Stéphane Hallegatte World Bank shallegatte@worldbank.org
    Date of production

    2025-07-28

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    Natural Disasters Risk Reduction Well-Being Resilience Recovery
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    Q50 General Q5 Journal of Economic Literature (JEL)
    Q54 Climate • Natural Disasters and Their Management • Global Warming Q5 Journal of Economic Literature (JEL)
    I30 General I3 Journal of Economic Literature (JEL)
    I32 Measurement and Analysis of Poverty I3 Journal of Economic Literature (JEL)
    D63 Equity, Justice, Inequality, and Other Normative Criteria and Measurement D6 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
    Robin Middelanis World Bank rmiddelanis@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

    2025-07-28

    Document version

    1

    Citation

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