{"type":"script","doc_desc":{"producers":[{"name":"Reproducibility WBG","abbr":"DIME","affiliation":"World Bank - Development Impact Department","role":"Verification and preparation of metadata"}],"prod_date":"2024-01-23","version":"1"},"project_desc":{"authoring_entity":[{"name":"Megan Lang","affiliation":"World Bank","email":"mlang@worldbank.org"},{"name":"Julia Seither","affiliation":"Universidad del Rosario","email":"julia.seither@urosario.edu.co"},{"name":"Maria Sofia Casabianca Gonzalez","affiliation":"Trinity College Dublin","email":" casabiam@tcd.ie"}],"title_statement":{"idno":"RR_UGA_2025_262","title":"Reproducibility package for Building Women\u2019s Skills for Economic Inclusion and Resilience"},"production_date":"2025-01","abstract":"Can skills-based programs promote women\u2019s economic inclusion? This study randomizes access to a program teaching entrepreneurship skills in rural Uganda. The program covers record-keeping, identifying business opportunities, raising capital, and soft skills like perseverance and confidence, but it provides no access to cash or capital. Treated women are 17 percent more likely to generate income from their own businesses 18 months post-program. They heavily re-invest in their businesses. High-frequency data show that treated women also fare significantly better during the COVID-19 lockdown than women in the control group. Exploiting social network data, this paper detects positive network-based spillovers to the control group and provides novel tools to adjust estimates accordingly. Although the program is not transformative, the results indicate an important role for skills-based programming in efforts for economic inclusion among rural, low-income women.","geographic_units":[{"name":"Uganda","code":"UGA","type":"Country"}],"keywords":[{"name":"Female Empowerment"},{"name":"Rural Development"},{"name":"Poverty Alleviation"},{"name":"Uganda"}],"topics":[{"id":"D13","vocabulary":"JEL Classifications","name":" Household Production and Intrahousehold Allocation ","url":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel","parent_id":"D1","uri":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel"},{"id":"D23","vocabulary":"JEL Classifications","name":" Organizational Behavior; Transaction Costs; Property Rights ","url":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel","parent_id":"D2","uri":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel"},{"id":"D91","vocabulary":"JEL Classifications","name":" Micro-Based Behavioral Economics: Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making ","url":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel","parent_id":"D9","uri":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel"},{"id":"J16","vocabulary":"JEL Classifications","name":" Economics of Gender; Non-labor Discrimination ","url":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel","parent_id":"J1","uri":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel"},{"id":"O12","vocabulary":"JEL Classifications","name":" Microeconomic Analyses of Economic Development ","url":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel","parent_id":"O1","uri":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel"}],"output":[{"type":"World Bank Policy Research Working Papers","description":"Policy Research Working Paper (PRWP) 10980","title":"Building Women\u2019s Skills for Economic Inclusion and Resilience","authors":"Megan Lang, Julia Seither","uri":"http:\/\/documents.worldbank.org\/curated\/en\/099554411192426986\/IDU17451e8d9125d7142691ae7b13b003d1e77c6","doi":"https:\/\/doi.org\/10.1596\/1813-9450-10980"}],"language":[{"name":"English","code":"EN"}],"data_statement":"All data sources are publicly available and included in the reproducibility package.","datasets":[{"note":"This study collected in-person survey data at baseline, midline, and endline to track changes in women\u2019s businesses over time, high-frequency SMS data on revenues to assess resilience to economic shocks, and social and business network data to quantify network-based spillovers.\nLocated at the data folder. ","access_type":"Included with the package","name":"Skills Survey Data","uri":"https:\/\/doi.org\/10.7910\/DVN\/9D7Z0W","license_uri":"https:\/\/creativecommons.org\/publicdomain\/zero\/1.0\/","license":"Creative Commons 1.0 Universal (CC0 1.0) License"}],"software":[{"name":"Stata","version":"18.0 MP"}],"scripts":[{"file_name":"RR_UGA_2025_262.zip","zip_package":"RR_UGA_2025_262.zip","title":"Reproducibility package for Building Women\u2019s Skills for Economic Inclusion and Resilience","date":"2025-01","dependencies":"All dependencies are included in the ado folder included in the reproducibility package. ","notes":"Computational reproducibility verified by the Development Impact (DIME) Analytics team, World Bank."}],"repository_uri":[{"name":"Reproducible Research Repository (World Bank)","uri":"https:\/\/reproducibility.worldbank.org"}],"reproduction_instructions":"To successfully run this package, update the file path in the main .do file to match your local directory structure, and then execute the script.","technology_environment":"~ 15 minutes","technology_requirements":"Paper exhibits were reproduced in a computer with the following specifications:\n\u2013 OS: Windows 11 Enterprise\n\u2013 Processor: Intel(R) Core(TM) i5-1145G7 CPU @ 2.60GHz\n\u2013 Memory available: 15.7 GB\n\u2013 Software version: Stata 18.0 MP","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":"Megan Lang","affiliation":"World Bank","email":"mlang@worldbank.org"},{"name":"Reproducibility WBG","affiliation":"World Bank","email":"reproducibility@worldbank.org"}]},"tags":[{"tag":"DOI"},{"tag":"Open code"},{"tag":"Open data"}],"schematype":"script"}