{"type":"script","doc_desc":{"producers":[{"name":"Reproducibility WBG","abbr":"DIME","affiliation":"World Bank - Development Impact Department","role":"Verification and preparation of metadata"}],"prod_date":"2024-08-22","version":"1"},"project_desc":{"title_statement":{"idno":"FR_WLD_2024_185","title":"Reproducibility package for Equality of Opportunity for Sexual and Gender Minorities 2024"},"authoring_entity":[{"name":"Paola Ballon","email":"pballon@worldbank.org","affiliation":"World Bank"},{"name":"Omar Alburqueque","affiliation":"World Bank","email":"oalburquequechav@worldbank.org"}],"output":[{"type":"World Bank Reports & Flagships","title":"Equality of Opportunity for Sexual and Gender Minorities 2024","uri":"https:\/\/hdl.handle.net\/10986\/42099"}],"software":[{"name":"Stata","version":"18 MP"},{"name":"Excel","version":"Microsoft Excel for Microsoft 365 MSO"}],"scripts":[{"file_name":"FR_WLD_2024_185.zip","zip_package":"FR_WLD_2024_185.zip","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."}],"production_date":"2024-08","geographic_units":[{"name":"World","code":"WLD","type":"Region"}],"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.","language":[{"name":"English","code":"EN"}],"repository_uri":[{"name":"Reproducible Research Repository (World Bank)","uri":"https:\/\/reproducibility.worldbank.org"}],"technology_environment":"Paper exhibits were reproduced on a computer with the following specifications:\n\u2022 OS: Windows 11 Enterprise, version 23H2\n\u2022 11th Gen Intel(R) Core(TM) i5-1145G7 @ 2.60GHz 1.50 GHz\n\u2022 Memory available: 15.7 GB\n\u2022 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. ","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.","license":[{"name":"Modified BSD3","uri":"https:\/\/opensource.org\/license\/bsd-3-clause\/"}],"contacts":[{"name":"Paola Ballon","email":"World Bank","telephone":"pballon@worldbank.org"},{"name":"Reproducibility WBG","email":"World Bank","telephone":"reproducibility@worldbank.org"}],"datasets":[{"name":"Social Sustainability Global Database ","note":"Source: World Bank. Data was accessed in December 2023.\nLocated at: inputs\/ssgd_v_2_0.dta","uri":"https:\/\/datacatalog.worldbank.org\/search\/dataset\/0061880\/social-sustainability-global-database-","access_type":"Published with the package","license":"Creative Commons Attribution 4.0 International License","license_uri":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"},{"name":"Women, Business and the Law ","note":"Source: World Bank. Data was accessed in December 2023.\nLocated at: inputs\/WBL1971-2023.dta","access_type":"Published with the package","uri":"https:\/\/wbl.worldbank.org\/content\/dam\/sites\/wbl\/documents\/2023\/WBL-1971-2023-Dataset.xlsx","license":"Creative Commons Attribution 4.0 International License","license_uri":"https:\/\/datacatalog.worldbank.org\/int\/public-licenses#cc-by"},{"name":"Equality of Opportunity for Sexual and Gender Minorities (EQOSOGI) 2024 Coding sheets","access_type":"Published with the package","note":"Source: World Bank. Coding sheets for the 64 countries present in the Equality of Opportunity for Sexual and Gender Minorities (EQOSOGI) 2024.\nLocated at: coding sheets\/\nProduced by the authors. ","uri":"Forthcoming at https:\/\/datacatalog.worldbank.org\/"},{"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.\nLocated at: inputs\/EQOSOGI 2_List of Countries_FY24 Classification.xslx","access_type":"Published with the package"},{"name":"Allianz Country Risk Rating ","access_type":"Published with the package","note":"Source: Created by the authors with information from the Allianz Country Risk Rating June 2023 review. Data was accessed in December 2023.\nLocated at: inputs\/country_risk_ratings_Allianz_2023.xlsx","uri":"https:\/\/www.allianz.com\/content\/dam\/onemarketing\/azcom\/Allianz_com\/economic-research\/country-risk\/updateq22023\/Q22023countryriskratings-EXT.pdf"},{"name":"World Development Indicators ","license":"Creative Commons Attribution 4.0 International License (CC BY 4.0)","license_uri":"https:\/\/datacatalog.worldbank.org\/int\/public-licenses#cc-by","access_type":"Data is public and the code to load it is included in the reproducibility package","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."},{"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.\n","name":"Worldwide Governance Indicators","access_type":"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_uri":"https:\/\/datacatalog.worldbank.org\/int\/public-licenses#cc-by"},{"note":"Source: World Bank. Consulted through wbopendata. Indicators used: Ease of doing business score (DB17-20 methodology).","access_type":"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_uri":"https:\/\/datacatalog.worldbank.org\/int\/public-licenses#cc-by","name":"Doing Business Indicators"}],"data_statement":"All data sources are publicly available and included in the reproducibility package."},"tags":[{"tag":"DOI"},{"tag":"Open code"},{"tag":"Open data"}],"schematype":"script"}