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Reproducibility package for Equality of Opportunity for Sexual and Gender Minorities 2024

2024
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Reference ID
FR_WLD_2024_185
DOI
https://doi.org/10.60572/6tm1-cm51
Author(s)
Paola Ballon, Omar Alburqueque
Collections
Flagships and Reports
Metadata
JSON
Created on
Sep 05, 2024
Last modified
Sep 12, 2024
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    By assessing discrimination in laws, regulations, and policies, the Equality of Opportunity for Sexual and Gender Minorities (EQOSOGI) initiative examines institutionalized challenges encountered by sexual and gender minorities. This second edition of the EQOSOGI report expands its coverage from 16 to 64 countries representing different geographic areas, income levels, legal traditions, and inclusiveness of sexual and gender minorities, ensuring a diverse and holistic representation of the issues. EQOSOGI presents indicators to identify differences in the legal and policy environment for sexual and gender minorities in six areas: Decriminalization, Access to Education, Access to Labor Markets, Access to Services and Social Protection, Civil and Political Inclusion, and Protection from Hate Crimes. The indicators are also disaggregated into the three dimensions of sexual orientation, gender identity and expression, and sex characteristics. Building a global knowledge base on laws and policies affecting sexual and gender minorities is at the foundation of advocacy and policy change, especially because sexual and gender minorities are largely excluded from development efforts. By collecting and sharing data on national frameworks, the EQOSOGI study aims to promote a dialogue on equality of opportunity and to encourage law and policy reforms that enable sexual and gender minorities to fully participate in the economy and share in the benefits of development. It also aims to promote a deeper understanding of the legal hurdles hindering inclusive job creation and private sector development and, ultimately, to encourage reforms that are conducive to poverty reduction and shared prosperity on a liveable planet. The report also offers a deep dive into discriminatory legal practices in these areas and how they relate to socioeconomic outcomes for sexual and gender minorities. It provides areas of policy engagement to prevent discrimination based on sexual orientation, gender identity and expression, and sex characteristics, and to promote increased social and economic inclusion.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/182/download/513/README.pdf
    Reproducibility package (data and code) for Equality of Opportunity for Sexual and Gender Minorities 2024
    Title
    Reproducibility package (data and code) for Equality of Opportunity for Sexual and Gender Minorities 2024
    Date
    2024-08
    Dependencies
    All dependencies are stored in the ado folder contained in the 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
    Excel
    Name
    Excel
    Version
    Microsoft Excel for Microsoft 365 MSO

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 11 Enterprise, version 23H2
    • 11th Gen Intel(R) Core(TM) i5-1145G7 @ 2.60GHz 1.50 GHz
    • Memory available: 15.7 GB
    • Software version: Stata 18.0 MP

    Technology requirements

    ~20 minutes runtime

    Reproduction instructions

    To successfully replicate this package, users must first change the file path in the f1_user_profile.do file and then run the f1_user_profile.do, f2_inputs.do, and f3_outputs.do files sequentially. The values needed to create the tables and figures in the paper will be displayed in the Stata console or will be shown using the browse command, already specified in the do files. Users must then manually copy and paste these values into the appropriate Excel sheets in the "Reproducibility in Excel" folder, following the instructions provided in the relevant sections of the do files.

    Data

    Datasets
    Social Sustainability Global Database
    Name
    Social Sustainability Global Database
    Note
    Source: World Bank. Data was accessed in December 2023. Located at: inputs/ssgd_v_2_0.dta
    Access policy
    Published with the package
    License
    Creative Commons Attribution 4.0 International License
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://datacatalog.worldbank.org/search/dataset/0061880/social-sustainability-global-database-
    Women, Business and the Law
    Name
    Women, Business and the Law
    Note
    Source: World Bank. Data was accessed in December 2023. Located at: inputs/WBL1971-2023.dta
    Access policy
    Published with the package
    License
    Creative Commons Attribution 4.0 International License
    License URL
    https://datacatalog.worldbank.org/int/public-licenses#cc-by
    Data URL
    https://wbl.worldbank.org/content/dam/sites/wbl/documents/2023/WBL-1971-2023-Dataset.xlsx
    Equality of Opportunity for Sexual and Gender Minorities (EQOSOGI) 2024 Coding sheets
    Name
    Equality of Opportunity for Sexual and Gender Minorities (EQOSOGI) 2024 Coding sheets
    Note
    Source: World Bank. Coding sheets for the 64 countries present in the Equality of Opportunity for Sexual and Gender Minorities (EQOSOGI) 2024. Located at: coding sheets/ Produced by the authors.
    Access policy
    Published with the package
    Data URL
    Forthcoming at https://datacatalog.worldbank.org/
    Equality of Opportunity for Sexual and Gender Minorities (EQOSOGI) 2024 Country Classification
    Name
    Equality of Opportunity for Sexual and Gender Minorities (EQOSOGI) 2024 Country Classification
    Note
    Source: Created by the authors. List of countries and classifications used for EQOSOGI 2024. Located at: inputs/EQOSOGI 2_List of Countries_FY24 Classification.xslx
    Access policy
    Published with the package
    Allianz Country Risk Rating
    Name
    Allianz Country Risk Rating
    Note
    Source: Created by the authors with information from the Allianz Country Risk Rating June 2023 review. Data was accessed in December 2023. Located at: inputs/country_risk_ratings_Allianz_2023.xlsx
    Access policy
    Published with the package
    Data URL
    https://www.allianz.com/content/dam/onemarketing/azcom/Allianz_com/economic-research/country-risk/updateq22023/Q22023countryriskratings-EXT.pdf
    World Development Indicators
    Name
    World Development Indicators
    Note
    Source: World Bank. Consulted through wbopendata. Indicators used: GDP (constant 2015 USD), GDP per capita (constant 2015 USD), GDP PPP (constant 2017 international USD), GDP per capita PPP (constant 2017 international USD), GDP growth (annual), GDP per capita growth (annual), Human Capital Index (HCI) (scale 0-1), Labor force participation rate, total (% of total population ages 15+), GDP per person employed (constant 2017 PPP USD), Patent applications, residents, Patent applications, nonresidents, Trade (% of GDP), Gross capital formation (% of GDP), Population ages 0-14, total, Population ages 15-64, total, Population ages 65 and above, total, Research and development expenditure (% of GDP), Gini coefficient.
    Access policy
    Data is public and the code to load it is included in the reproducibility package
    License
    Creative Commons Attribution 4.0 International License (CC BY 4.0)
    License URL
    https://datacatalog.worldbank.org/int/public-licenses#cc-by
    Worldwide Governance Indicators
    Name
    Worldwide Governance Indicators
    Note
    Source: World Bank. Consulted through wbopendata. Indicators used: Control of Corruption: Estimate, Government Effectiveness: Estimate, Political Stability and Absence of Violence/Terrorism: Estimate, Regulatory Quality: Estimate, Rule of Law: Estimate, Voice and Accountability: Estimate.
    Access policy
    Data is public and the code to load it is included in the reproducibility package
    License
    Creative Commons Attribution 4.0 International License (CC BY 4.0)
    License URL
    https://datacatalog.worldbank.org/int/public-licenses#cc-by
    Doing Business Indicators
    Name
    Doing Business Indicators
    Note
    Source: World Bank. Consulted through wbopendata. Indicators used: Ease of doing business score (DB17-20 methodology).
    Access policy
    Data is public and the code to load it is included in the reproducibility package
    License
    Creative Commons Attribution 4.0 International License (CC BY 4.0)
    License URL
    https://datacatalog.worldbank.org/int/public-licenses#cc-by
    Data statement

    All data sources are publicly available and included in the reproducibility package.

    Description

    Output
    Equality of Opportunity for Sexual and Gender Minorities 2024
    Type
    World Bank Reports & Flagships
    Title
    Equality of Opportunity for Sexual and Gender Minorities 2024
    URL
    https://hdl.handle.net/10986/42099
    Authors
    Author Affiliation Email
    Paola Ballon World Bank pballon@worldbank.org
    Omar Alburqueque World Bank oalburquequechav@worldbank.org
    Date of production

    2024-08

    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 Email Phone
    Paola Ballon World Bank pballon@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

    2024-08-22

    Document version

    1

    Citation

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