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PRWP

Reproducibility package for COVID-19 Increased Existing Gender Mortality Gaps in High Income More than Middle Income Countries

2024
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Reference ID
RR_WLD_2024_104
DOI
https://doi.org/10.60572/w16j-7088
Author(s)
Kathleen Beegle, Gabriel Demombynes, Damien de Walque, Paul Gubbins, Jeremy Veillard
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Mar 25, 2024
Last modified
Apr 10, 2024
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    To analyze how patterns of excess mortality varied by sex and age groups across countries during the COVID-19 pandemic and their association with country income level.
    We used World Health Organization excess mortality estimates by sex and age groups for 75 countries in 2020 and 62 countries in 2021, restricting the sample to estimates based on recorded all-cause mortality data. We examined patterns across countries using country-specific Poisson regressions with observations consisting of the number of excess deaths by groups defined by sex and age.
    Men die at higher rates in nearly all places and at all ages beyond age 45. In 2020, the pandemic amplified this gender mortality gap for the world, but with variation across countries and by country income level. In high-income countries, rates of excess mortality were much higher for men than women. In contrast, in middle-income countries, the sex ratio of excess mortality was similar to the sex ratio of expected all-cause mortality. The exacerbation of the sex ratio of excess mortality observed in 2020 in high-income countries, however, declined in 2021. The COVID-19 pandemic has killed men at much higher rates than women, as has been well documented, but these gender differences have varied by country income. These differences were the result of some combination of variation in gender patterns of infection rates and infection fatality rates across countries. The gender gap in mortality declined in high-income countries in 2021, likely as a result of the faster rollout of vaccination against COVID-19.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/117/download/308/README.pdf
    Reproducibility package (data and code) for COVID-19 Increased Existing Gender Mortality Gaps in High Income More than Middle Income Countries
    Title
    Reproducibility package (data and code) for COVID-19 Increased Existing Gender Mortality Gaps in High Income More than Middle Income Countries
    Date
    2024-03
    Description
    The code in this folder generates the tables and figures in the paper "COVID-19 Increased Existing Gender Mortality Gaps in High Income More than Middle Income Countries" by Kathleen Beegle, Gabriel Demombynes, Damien de Walque, Paul Gubbins, Jeremy Veillard
    Dependencies
    All dependencies are stored in the renv contained in the reproducibility package.
    Instructions
    See README in reproducibility package.
    Notes
    Computational reproducibility verified by Development Impact (DIME) Analytics team, World Bank.
    Source code repository
    Repository name Type URI
    Reproducible Research Repository (World Bank) https://reproducibility.worldbank.org
    covidmort-who-sexage Github https://github.com/pgubb/covidmort-who-sexage
    Software
    R
    Name
    R
    Version
    4.3

    Reproducibility

    Technology environment

    The code was reproduced on a computer with the following specifications:
    – OS: Windows 11 Enterprise
    – Processor: Intel(R) Core(TM) i5-1145G7 CPU @ 2.60GHz
    – Memory available: 15.7 GB
    – Software version: R version 4.3

    Technology requirements

    ~15 minutes runtime

    Reproduction instructions

    To run the package a new user should download this package, restore the renv environment with renv::restore(), and render the file covidmort-who-sexage-results.qmd

    Data

    Datasets
    Global excess deaths associated with COVID-19
    Name
    Global excess deaths associated with COVID-19
    Note
    Source: World Health Organization. Located at: WHO_COVID_Excess_Deaths_Estimates/WHO_COVID_Excess_Deaths_EstimatesByCountry.xlsx World Health Organization's Technical Advisory Group on COVID-19 mortality assessment. It should be noted that, following a late 2023 update, data categorized by sex is no longer available in the most recent WHO data files. However, this specific data remains included in the study's package, ensuring comprehensive accessibility to all utilized datasets.
    Access policy
    Published with package
    Data URL
    https://www.who.int/data/sets/global-excess-deaths-associated-with-covid-19-modelled-estimates
    Population and Death Data, 2020-2021
    Name
    Population and Death Data, 2020-2021
    Note
    Source: World Health Organization. The list of countries in 2020 and 2021 for which actual deaths by gender and age are available. This .csv file was copied from the table in the TAG's methodology document on pages 22-23 available to download in the following link. Located at: Data/who_data_bysex_2023.csv and
    Access policy
    Published with package
    Data URL
    https://www.who.int/publications/m/item/methods-for-estimating-the-excess-mortality-associatedwith-the-covid-19-pandemic
    World Development Indicators
    Name
    World Development Indicators
    Note
    Source: World Bank This source is consulted through the WDI R package and the code to retrieve this is published in this reproducibility package.
    Access policy
    Published with package
    Data URL
    https://github.com/vincentarelbundock/WDI
    Data statement

    All the data used in this study are available to the public. It's important to point out that, after an update in late 2023, the primary data used in this study from the World Health Organization's Technical Advisory Group on COVID-19 mortality assessment, is no longer available disaggregated by sex. Despite this, such specific data is contained in the package, guaranteeing full access to all the datasets employed in our research.

    Description

    Output
    COVID-19 Increased Existing Gender Mortality Gaps in High Income More than Middle Income Countries
    Type
    Working Paper
    Title
    COVID-19 Increased Existing Gender Mortality Gaps in High Income More than Middle Income Countries
    Description
    Policy Research Working Paper (PRWP) 10750
    URL
    http://documents.worldbank.org/curated/en/099750404092472550/IDU159044c8b1b3ee146b01928c1b9248d269cce
    DOI
    https://doi.org/10.1596/1813-9450-10750
    Authors
    Author Affiliation Email
    Kathleen Beegle World Bank kbeegle@worldbank.org
    Gabriel Demombynes World Bank gdemombynes@worldbank.org
    Damien de Walque World Bank ddewalque@worldbank.org
    Paul Gubbins Independent consultant paul.gubbins@gmail.com
    Jeremy Veillard World Bank jveillard@worldbank.org
    Date of production

    2024-03

    Scope and coverage

    Geographic locations
    Location Code
    World WLD

    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
    Damien de Walque World Bank ddewalque@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

    2024-03-21

    Document version

    1

    Citation

    Citation
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