{"type":"script","doc_desc":{"producers":[{"name":"Reproducibility WBG","abbr":"DIME","affiliation":"World Bank - Development Impact Department","role":"Verification and preparation of metadata"}],"prod_date":"2024-12-09","version":"1"},"project_desc":{"authoring_entity":[{"name":"Christian Posso","affiliation":"Banco de la Rep\u00fablica de Colombia","email":"cpossosu@banrep.gov.co"},{"name":"Jorge Tamayo","affiliation":"Harvard University, Harvard Business School, Digital Reskilling Lab","email":"jtamayo@hbs.edu"},{"name":"Arlen Guarin","affiliation":"World Bank","email":"aguarin@worldbank.org"},{"name":"Estefania Saravia","affiliation":"University of California, Los Angeles","email":"esaravia@ucla.edu"}],"output":[{"type":"Published paper","title":"Luck of the Draw: The Causal Effect of Physicians on Birth Outcomes"}],"datasets":[{"name":"Reports with local health center physician random assignments for Colombia","note":"Source: Colombia Ministry of Health. The team was provided with in-place data access for this research. Anonymized information in this dataset is available in the data URL, though this code can only run on the full data that the authors had access to. Data was accessed in June 2018.","access_type":"Data is restricted and not included in the reproducibility package.","uri":"https:\/\/www.minsalud.gov.co\/Paginas\/Videoconferencia-asignacion-plazas-servicio-social-obligatorio-2013.aspx"},{"name":"SABER PRO - Physicians' medical test scores and demographic information for Colombia","note":"Source: Colombian Institute for Educational Evaluation (ICFES). The team was provided with in-place data access for this research. Test scores contained in this dataset are available in the data URL for Colombian nationals, though this code can only run on the full data that the authors had access to. Data was accessed in May 2019.","access_type":"Data is restricted and not included in the reproducibility package.","uri":"https:\/\/www.icfes.gov.co\/evaluaciones-icfes\/resultados\/"},{"name":"Colombia Vital Statistics Records (VSR)","note":"Source: Colombia Administrative Department of Statistics (DANE). The team was provided with in-place data access for this research. An anonymized and reduced version of the data is available in the data URL (see the datasets named \"Estadisticas Vitales\" from 1998 to 2018), though this code can only run on the full data that the authors had access to. Data was accessed in July 2020.","access_type":"Data is restricted and not included in the reproducibility package.","uri":"https:\/\/microdatos.dane.gov.co\/index.php\/catalog\/DEM-Microdatos"},{"name":"Colombia National Census of 2005","note":"Source: Colombia Administrative Department of Statistics (DANE). An identified version of the public dataset was used. The team was provided with in-place data access for this research. An anonymized and reduced version of the data is available in the data URL, though this code can only run on the full data that the authors had access to. Data was accessed in October 2020.","access_type":"Data is restricted and not included in the reproducibility package.","uri":"https:\/\/microdatos.dane.gov.co\/index.php\/catalog\/421"},{"name":"Colombia National Registry of Human Resources in Health (ReTHUS)","note":"Source: Colombia Ministry of Health. The team was provided with in-place data access for this research. Data is available for access by contacting the Directorate of Human Talent at the Ministry of Health of Colombia. Information of this dataset is available for individual queries in this URL: https:\/\/www.sispro.gov.co\/central-prestadores-de-servicios\/Pages\/ReTHUS-Registro-de-Talento-Humano-en-Salud.aspx. Data was accessed in July 2022.","access_type":"Data is restricted and not included in the reproducibility package."},{"note":"Source: Colombia Administrative Department of Statistics (DANE).","name":"Colombia Municipalities","uri":"https:\/\/geoportal.dane.gov.co\/servicios\/descarga-y-metadatos\/datos-geoestadisticos\/","license_uri":"https:\/\/www.dane.gov.co\/index.php\/servicios-al-ciudadano\/tramites\/transparencia-y-acceso-a-la-informacion-publica\/terminos-y-condiciones","access_type":"Data is publicly available and included in the reproducibility package. Data was accessed in XXXX."},{"name":"Colombia Universities Accreditation Information","access_type":"Data is publicly available and included in the reproducibility package. Data was accessed in XXXX.","uri":"https:\/\/hecaa.mineducacion.gov.co\/consultaspublicas\/programas","license_uri":"https:\/\/www.mineducacion.gov.co\/portal\/secciones\/Terminos-y-condiciones\/","note":"Source: Colombia Administrative Department of Statistics (DANE)."}],"software":[{"name":"Stata","version":"17 MP"}],"scripts":[{"file_name":"PP_COL_2024_183","zip_package":"PP_COL_2024_183.zip","title":"Reproducibility package (code) for Luck of the Draw: The Causal Effect of Physicians on Birth Outcomes","date":"2024-12","dependencies":"All dependencies are included in the folder \"Code\/Data\/ado\".","notes":"Computational reproducibility verified by Development Impact (DIME) Analytics team, World Bank."}],"title_statement":{"idno":"PP_COL_2024_183","title":"Reproducibility package for Luck of the Draw: The Causal Effect of Physicians on Birth Outcomes"},"production_date":"2024-12","abstract":"We estimate the effect on birth outcomes of a mother\u2019s being treated by more-skilled versus less-skilled physicians by exploiting a Colombian government program that randomly assigned newly graduated physicians to local health centers (LHCs). We estimate the impact on 255,089 children whose mothers received care in those LHCs using administrative data from the program, LHCs\u2019 vital statistics records, and records from physicians\u2019 mandatory graduation exams. We find that mothers treated at an LHC with more-skilled physicians were 9.14 percent less likely to give birth to an unhealthy baby, potentially because more-skilled physicians better target care toward more-vulnerable mothers.","geographic_units":[{"name":"Colombia","code":"COL"}],"keywords":[{"name":"Physicians\u2019 skills"},{"name":"birth outcomes"},{"name":"experimental evidence"}],"topics":[{"id":"H51","name":"Government Expenditures and Health","parent_id":"H5","vocabulary":"Journal of Economic Literature","uri":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel"},{"id":"I14","name":"Health and Inequality","parent_id":"I1","vocabulary":"Journal of Economic Literature","uri":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel"},{"id":"I15","name":"Health and Economic Development","parent_id":"I1","vocabulary":"Journal of Economic Literature","uri":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel"},{"id":"I18","name":"Government Policy \u2022 Regulation \u2022 Public Health","parent_id":"I1","vocabulary":"Journal of Economic Literature","uri":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel"}],"data_statement":"All data is restricted and has not been included in the reproducibility package. For more details, please refer to the README file.","repository_uri":[{"name":"Reproducible Research Repository (World Bank)","uri":"https:\/\/reproducibility.worldbank.org"}],"reproduction_instructions":"Users need to gain access to the data, add the global root in line 4 of the the do-file \"Do_master\", run it, and run the R script \"Figure A.2 Heatmap.R\" to reproduce the results.","technology_requirements":"Runtime: 30 hours","technology_environment":"Paper exhibits were reproduced on a computer with the following specifications:\n\u2013 OS: Windows 10 Enterprise\n\u2013 Processor: Intel(R) Xeon(R) Silver 4208 CPU @ 2.10GHz\n\u2013 Memory available: 128 GB\n\u2013 Software version: Stata 17 MP-Parallel edition","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":"Arlen Guarin","affiliation":"World Bank","email":"aguarin@worldbank.org"},{"name":"Reproducibility WBG","affiliation":"World Bank","email":"reproducibility@worldbank.org"}]},"tags":[{"tag":"Code access"},{"tag":"Data access"},{"tag":"DOI"},{"tag":"Open code"},{"tag":"Restricted data"}],"schematype":"script"}