{"type":"script","doc_desc":{"producers":[{"name":"Reproducibility WBG","abbr":"DIME","affiliation":"World Bank - Development Impact Department","role":"Verification and preparation of metadata\n"}],"prod_date":"2025-03-31","version":"1"},"project_desc":{"authoring_entity":[{"name":"Tanay Balantrapu","affiliation":"World Bank","email":"tbalantrapu@worldbank.org"},{"name":"Paul Christian","email":"pchristian@worldbank.org","affiliation":"World Bank"},{"name":"Lelys Dinarte-Diaz","email":" ldinartediaz@worldbank.org","affiliation":"World Bank"},{"name":"Felipe Dunsch","affiliation":"World Food Programme","email":"felipe.dunsch@wfp.org"},{"name":"Jonas Heirman","affiliation":"World Food Programme","email":"jonas.heirman@wfp.org"},{"name":"Dahyeon Jeong","email":"dahyeonjeong@worldbank.org","affiliation":"World Bank"},{"name":"Erin Kelley","affiliation":"University of Chicago","email":"erinmkelly@uchicago.edu"},{"name":"Florence Kondylis","email":"fkondylis@worldbank.org","affiliation":"World Bank"},{"name":" Gregory Lane","email":"laneg@uchicago.edu","affiliation":"University of Chicago"},{"name":"John Loeser","email":"jloeser@worldbank.org","affiliation":"World Bank"}],"title_statement":{"idno":"PP_WLD_2025_290","title":"Reproducibility package for Does Gender Tagging Public Works Increase Women\u2019s Participation? Experimental Evidence from Haiti, Kenya and Rwanda "},"production_date":"2025-04-4","geographic_units":[{"name":"World","code":"WLD","type":"Country"}],"datasets":[{"name":"Does Gender Tagging Public Works Increase Women\u2019s Participation? Experimental Evidence from Haiti, Kenya, and Rwanda","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/6666","note":"Source: World Bank. The data were collected for the study and will be made available through the World Bank Microdata Library.\nHaiti\nFilenames: haiti_data.csv, haiti_edu_labor_data.csv, haiti_female_dm_long.csv, haiti_female_tu_week.csv, haiti_male_tu_week.csv, haiti_roster_data.csv\n\nKenya\nFilenames: kenya_data.csv, kenya_edu_labor_data.csv, kenya_female_dm_long.csv, kenya_female_tu_week.csv, kenya_male_tu_week.csv, kenya_roster_data.csv\n\nRwanda\nFilenames: rwanda_data.csv, rwanda_edu_labor_data.csv, rwanda_female_dm_long.csv, rwanda_female_tu_week.csv, rwanda_male_tu_week.csv, rwanda_roster_data.csv\n\nUsers must download the files from the World Bank Microdata Library URL below and place them in the appropriate folders as described in the README.","access_type":"Data is publicly available but does not allow redistribution."}],"software":[{"name":"R","version":"4.4.0"}],"scripts":[{"file_name":"RR_WLD_2025_290","zip_package":"RR_WLD_2025_290.zip","title":"Reproducibility Package for Does Gender Tagging Public Works Increase Women\u2019s Participation? Experimental Evidence from Haiti, Kenya, and Rwanda","dependencies":"All dependencies are included in \"renv.lock\"","notes":"Computational reproducibility verified by Development Impact (DIME) Analytics team, World Bank.","date":"2025-04"}],"data_statement":"All data sources are publicly available but not all are included in the reproducibility package.","repository_uri":[{"name":"Reproducible Research Repository (World Bank)","uri":"https:\/\/reproducibility.worldbank.org"}],"reproduction_instructions":"To reproduce the results in this paper, please follow these steps:\n\n1. **Download** the reproducibility package.\n2. **Download** the required data files from the [Microdata Library](https:\/\/microdata.worldbank.org\/index.php\/catalog\/6666\/) and place them in the appropriate folder as specified in the `README`.\n3. **Open** the script `main.R` and update the directory paths on **lines 42, 44, and 48**.\n4. **Run** the script.\n5. The outputs generated by the code will be saved in the `outputs` folder.\n","technology_requirements":"~6 hours","technology_environment":"Paper exhibits were reproduced on a computer with the following specifications:\n\u2022 OS: Windows 10 Enterprise, version 22H2\n\u2022 Processor: Intel(R) Xeon(R) Gold 6132 CPU @ 2.60GHz 2.60 GHz (2 processors)\n\u2022 Memory available: 128 GB\n\u2022 Software version: R 4.3.0","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":"John Loeser","email":"jloeser@worldbank.org","role":"World Bank"},{"name":"Reproducibility WBG","role":"World Bank","email":"reproducibility@worldbank.org"}],"output":[{"type":"Journal Article","title":"Does Gender Tagging Public Works Increase Women\u2019s Participation? Experimental Evidence from Haiti, Kenya, and Rwanda","authors":"Tanay Balantrapu; Paul Christian; Lelys Dinarte-Diaz; Felipe Dunsch; Jonas Heirman; Dahyeon Jeong; Erin Kelley; Florence Kondylis; Gregory Lane; John Loeser"}],"language":[{"name":"English","code":"EN"}],"abstract":"Public works programs often fail to induce participation by women in dual-headed households, with potential implications for closing gender gaps in autonomy. We randomize \"Gender Tagging\", labeling programs as \"for women\", in cash-for-work programs that target poor households in three countries (Haiti, Kenya, and Rwanda). Gender Tagging increases women's participation by 11-to-27 percentage points (29-190%) in contexts where women have low labor market attachment. We apply recent econometric methods to test effect heterogeneity across households, to show that Gender Tagging generates catch up: women least likely to participate under the status quo program experience the largest increase in participation from Gender Tagging.\n"},"tags":[{"tag":"Accessible data"},{"tag":"DOI"},{"tag":"Open code"},{"tag":"Open Data"},{"tag":"Restricted Data"}],"schematype":"script"}