Reproducible Research Repository
Reproducible Research Repository
  • Home
  • Repository
  • Collections
  • About
    Home / Repository / FR / FR_BRA_2026_612
fr

Reproducibility package for the Economic Cost of Exclusion Based On Sexual Orientation, Gender Identity and Expression, and Sex Characteristics in the Labor Market in Brazil

2026
Get Reproducibility Package
Reference ID
FR_BRA_2026_612
DOI
https://doi.org/10.60572/5pwt-4722
Author(s)
Dominik Kohler, Mariah Rafaela Cordeiro Gonzaga da Silva, Andrew Flores, Fernanda Fortes de Lena, Samuel Araújo Gomes da Silva, Ana Maria Hermeto Camilo de Oliveira, Lucas Bulgarelli
Collections
Flagships and Reports
Metadata
JSON
Created on
May 21, 2026
Last modified
May 26, 2026
Page views
6
Downloads
2
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    The Economic Cost of Exclusion Based on Sexual Orientation, Gender Identity and Expression, and Sex Characteristics in the Labor Market in Brazil estimates the economic and fiscal impacts of SOGIESC-based exclusion in Brazil through a mixed-methods approach. Combining a large-scale purposive survey of over 11,000 LGBTI+ individuals with qualitative focus groups across multiple regions, the study develops two complementary models to quantify losses associated with wage penalties, higher unemployment, and labor force inactivity, as well as corresponding fiscal impacts. The findings reveal that LGBTI+ individuals face significantly higher unemployment (15.2% vs. 7.7%) and labor market exclusion, particularly among transgender, non-binary, and intersex populations. These disparities translate into substantial economic losses estimated at R$94.4 billion annually (approximately 0.8% of GDP), alongside fiscal losses of R$14.6 billion per year. The results demonstrate that discrimination not only undermines individual wellbeing but also reduces productivity, human capital accumulation, and overall economic performance. The study contributes new empirical evidence to inform policy, emphasizing that reducing exclusion is not only a matter of rights but also a critical pathway to enhancing inclusive growth and labor market efficiency in Brazil.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/566/download/1659/README.pdf
    Reproducibility package for The Economic Cost Of Exclusion Based On Sexual Orientation, Gender Identity And Expression, And Sex Characteristics In The Labor Market In Brazil
    File name
    FR_BRA_2026_612
    Zip package
    FR_BRA_2026_612.zip
    Title
    Reproducibility package for The Economic Cost Of Exclusion Based On Sexual Orientation, Gender Identity And Expression, And Sex Characteristics In The Labor Market In Brazil
    Date
    2026-05
    Dependencies
    The package does not have external dependencies.
    Instructions
    See README in reproducibility package.
    Notes
    Computational reproducibility verified by Development Impact (DECDI) Analytics team, World Bank.
    Source code repository
    Repository name URI
    Reproducible Research Repository (World Bank) https://reproducibility.worldbank.org
    Software
    Stata
    Name
    Stata
    Version
    19.0 MP

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: MacOS
    • Chip: Apple M4 Pro
    • Memory available: 24 GB

    Technology requirements

    Run time: ~2 minutes

    Reproduction instructions

    To reproduce the findings in this paper, follow these steps:

    1. Download the data and place each file in the appropriate folder. See the Data section for details on sources, access instructions, and required file locations.
    2. Set the working path in the 00_master do-file and run the code.
      Since the data cannot be included in the reproducibility package, the package provides the outputs generated by the replicators in the Outputs/ folder. These can be used to verify results against the published report.

    Data

    Datasets
    Pesquisa Nacional por Amostra de Domicílios Contínua (PNAD Contínua) – Microdados, Visita 1, 2024
    Name
    Pesquisa Nacional por Amostra de Domicílios Contínua (PNAD Contínua) – Microdados, Visita 1, 2024
    Note
    Source: Instituto Brasileiro de Geografia e Estatística (IBGE). To access: navigate to "visita_1" → Dados and download PNADC_2024_visita1_20251119.zip. Extract pnadc_2024_1.txt and place it in Data/raw/. File location: Data/raw/PNADC_2024_visita1.txt.
    Access policy
    Data is publicly available but does not allow redistribution and is not included in the reproducibility package.
    License
    Custom License
    License URL
    https://www.ibge.gov.br/acesso-informacao/institucional/termos-de-uso.html
    Data URL
    https://www.ibge.gov.br/estatisticas/downloads-estatisticas.html?caminho=Trabalho_e_Rendimento/Pesquisa_Nacional_por_Amostra_de_Domicilios_continua/Anual/Microdados/Visita
    Citation
    Instituto Brasileiro de Geografia e Estatística (IBGE). 2024. Pesquisa Nacional por Amostra de Domicílios Contínua (PNAD Contínua) – Microdados, Visita 1 [dataset]. Rio de Janeiro: IBGE. https://www.ibge.gov.br/estatisticas/downloads-estatisticas.html?caminho=Trabalho_e_Rendimento/Pesquisa_Nacional_por_Amostra_de_Domicilios_continua/Anual/Microdados/Visita
    Economic Cost of Exclusion (ECoE) Survey – Brazil
    Name
    Economic Cost of Exclusion (ECoE) Survey – Brazil
    Note
    Source: World Bank – Economic Cost of Exclusion (ECoE) Survey, Brazil. This dataset is not yet publicly available. It will be deposited in the World Bank Microdata Library. File location: Data/raw/ecoebr_final_decodificado.dta.
    Access policy
    Data is forthcoming in the World Bank Microdata Library.
    Data URL
    Forthcoming at: https://microdata.worldbank.org/
    Citation
    World Bank. (Forthcoming). Economic Cost of Exclusion (ECoE) Survey – Brazil [dataset]. Forthcoming at: https://microdata.worldbank.org/
    Data statement

    Some data is not yet publicly available, but is expected to be made available through the World Bank Microdata Library in the future.

    Description

    Output
    The Economic Cost Of Exclusion Based On Sexual Orientation, Gender Identity And Expression, And Sex Characteristics In The Labor Market In Brazil
    Title
    The Economic Cost Of Exclusion Based On Sexual Orientation, Gender Identity And Expression, And Sex Characteristics In The Labor Market In Brazil
    Authors
    Author Affiliation Email
    Dominik Kohler World Bank dkoehler1@worldbank.org
    Mariah Rafaela Cordeiro Gonzaga da Silva World Bank mcordeirogonzaga@worldbank.org
    Andrew Flores American University aflores@american.edu
    Fernanda Fortes de Lena Universitat Autònoma de Barcelona ffortes@ced.uab.es
    Samuel Araújo Gomes da Silva Fundação Oswaldo Cruz samuel@institutomatizes.com.br
    Ana Maria Hermeto Camilo de Oliveira Universidade Federal de Minas Gerais ahermeto@cedeplar.ufmg.br
    Lucas Bulgarelli Instituto Matizes lucas@institutomatizes.com.br
    Date of production

    2026-05-21

    Scope and coverage

    Geographic locations
    Location Code
    Brazil BRA
    Keywords
    Sogiesc Labor Market Discrimination Economic Cost Of Exclusion
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    J15 Economics of Minorities, Races, Indigenous Peoples, and Immigrants • Non-labor Discrimination J1 Journal of Economic Literature (JEL)
    J71 Discrimination J7 Journal of Economic Literature (JEL)
    J21 Labor Force and Employment, Size, and Structure J2 Journal of Economic Literature (JEL)
    J31 Wage Level and Structure • Wage Differentials J3 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
    MIT License https://opensource.org/license/mit
    World Bank IGO Rider https://github.com/worldbank/metadata-editor/blob/main/WB-IGO-RIDER.md

    Contacts

    Contacts
    Name Affiliation Email
    Dominik Kohler World Bank dkoehler1@worldbank.org
    Reproducibility WBG World Bank reproducibility@worldbank.org

    Information on metadata

    Producers
    Name Abbreviation Affiliation Role
    Reproducibility WBG DECDI World Bank - Development Impact Department Verification and preparation of metadata
    Date of Production

    2026-05-21

    Document version

    1

    Citation

    Citation
    loading, please wait...
    Citation format
    Export citation: RIS | BibTeX | Plain text
    Back to Catalog
    The World Bank Working for a World Free of Poverty
    • IBRD IDA IFC MIGA ICSID

    © The World Bank Group, All Rights Reserved.