{"type":"script","doc_desc":{"producers":[{"name":"Reproducibility WBG","abbr":"DIME","affiliation":"World Bank - Development Impact Department","role":"Verification and preparation of metadata"}],"prod_date":"2025-03-11","version":"1"},"project_desc":{"authoring_entity":[{"name":"Harry Moroz","affiliation":"World Bank","email":"hmoroz@worldbank.org"},{"name":"Evelyn Vezza","affiliation":"World Bank","email":"evezza@worldbank.org"},{"name":"Gonzalo Zunino","affiliation":"Centro de Investigaciones Economicas","email":"gzunino@cinve.org.uy"},{"name":"Ignacio Apella","affiliation":"World Bank","email":"iapella@worldbank.org"},{"name":"Luis Laguinge","affiliation":"National University of La Plata","email":"luislaguinge4@gmail.com"},{"name":"Marla Spivack","affiliation":"World Bank","email":"mspivack@worldbank.org"}],"title_statement":{"title":"Reproducibility package for Understanding Labor Market Demand In Real Time In Argentina And Uruguay","idno":"RR_LAC_2025_269"},"data_statement":"Some data is restricted and has not been included in the reproducibility package. For more details, please refer to the README file. (Limited-access\/Restricted Data)","software":[{"name":"R","version":"4.4.2"},{"name":"Stata","version":"Stata 18 MP"}],"scripts":[{"title":"Reproducibility package for Understanding Labor Market Demand In Real Time In Argentina And Uruguay","date":"2025-03","notes":"Computational reproducibility verified by Development Impact (DIME) Analytics team, World Bank.","instructions":"See README in reproducibility package.","zip_package":"RR_LAC_2025_269.zip","dependencies":"R dependencies are listed in the file renv.lock. Stata dependencies are listed in the ado folder."}],"repository_uri":[{"name":"Reproducible Research Repository (World Bank)","uri":"https:\/\/reproducibility.worldbank.org"}],"production_date":"2025-03-11","geographic_units":[{"name":"Latin America","code":"LAC"}],"keywords":[{"name":"Argentina"},{"name":" Employment"},{"name":" Labor Market Information Systems"},{"name":" Machine Learning Skills"},{"name":" Uruguay"}],"topics":[{"id":"J21","uri":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel","vocabulary":"Journal of Economic Literature (JEL)","name":"Labor Force and Employment, Size, and Structure","parent_id":"J2"},{"id":" J23","uri":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel","vocabulary":"Journal of Economic Literature (JEL)","name":"Labor Demand","parent_id":"J2"},{"id":" J24","uri":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel","vocabulary":"Journal of Economic Literature (JEL)","name":"Human Capital \u2022 Skills \u2022 Occupational Choice \u2022 Labor Productivity","parent_id":"J2"},{"id":" J63","uri":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel","vocabulary":"Journal of Economic Literature (JEL)","name":"Turnover \u2022 Vacancies \u2022 Layoffs","parent_id":"J6"},{"id":" O15","uri":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel","vocabulary":"Journal of Economic Literature (JEL)","name":"Human Resources \u2022 Human Development \u2022 Income Distribution \u2022 Migration","parent_id":"O1"}],"output":[{"type":"Working Paper","description":"Policy Research Working Papers (PRWP) WPS11086","title":"Understanding Labor Market Demand In Real Time In Argentina And Uruguay","doi":"https:\/\/doi.org\/10.1596\/1813-9450-11086","uri":"http:\/\/documents.worldbank.org\/curated\/en\/099753203172540083"}],"language":[{"name":"English","code":"EN"}],"technology_requirements":"The code takes approximately 3 hours to run.","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":"Harry Moroz","affiliation":"World Bank","email":"hmoroz@worldbank.org"},{"name":"Reproducibility WBG","affiliation":"World Bank","email":"reproducibility@worldbank.org"}],"datasets":[{"uri":"https:\/\/lightcast.io\/","name":"Lightcast Market Analytics dataset","note":"Data acquired from the Labor Market analytics company Lightcast. Datasets: ARG_postings.csv,\nCHL_postings.csv,\nURY_postings.csv,\nUS_postings.csv,  \nUS_postings_isco.dta,\nARG_skills.csv,\nCHL_skills.csv,\nURY_skills.csv,\nUS_skills.csv.","access_type":"Data requires purchase or human approval and is not included in the reproducibility package."},{"name":"Encuesta Continua de Hogares (ECH) - Mercado Laboral","note":"Source: Instituto Nacional de Estad\u00edstica (Uruguay). Datasets: serie_empleo_ury.xlsx, serie_desempleo_ury.xlsx.","uri":"https:\/\/www7.ine.gub.uy\/Dashboard-%20ML-ECH\/MercadoLaboral\/","access_type":"Data is publicly available and included in the reproducibility package."},{"name":"Encuesta Permanente de Hogares (EPH) - Microdatos y documentos 2016-2024 ","note":"Source: Instituto Nacional de Estad\u00edstica y Censos (Argentina). Datasets: usu_individual_T422.txt, usu_individual_T322.txt, usu_individual_T423.txt. ","uri":"https:\/\/www.indec.gob.ar\/indec\/web\/Institucional-Indec-BasesDeDatos","license_uri":"https:\/\/www.indec.gob.ar\/ftp\/cuadros\/publicaciones\/politica_difusion_indec_ingles.pdf","access_type":"Data is publicly available and included in the reproducibility package."},{"uri":"https:\/\/www4.ine.gub.uy\/Anda5\/index.php\/catalog\/730\/get-microdata ","name":"Encuesta Continua de Hogares, A\u00f1o 2022,  Rep\u00fablica Oriental del Uruguay","note":"Source: Instituto Nacional de Estad\u00edstica., Divisi\u00f3n Estad\u00edsticas Sociodemogr\u00e1ficas, Departamento Encuesta Continua de Hogares.\nDataset: ECH_2022.csv","access_type":"Data is publicly available but does not allow redistribution.","license_uri":"https:\/\/www4.ine.gub.uy\/Anda5\/index.php\/catalog\/730\/study-description#metadata-data_access"},{"name":"The Human Capital Index 2020 Update - Data appendix","uri":"https:\/\/datacatalogfiles.worldbank.org\/ddh-published\/0038030\/DR0046212\/uhci_dataappendix_sep2020.xlsx","access_type":"Data is publicly available and included in the reproducibility package.","note":"Source: World Bank. 2021. The Human Capital Index 2020 Update:\nHuman Capital in the Time of COVID-19. Washington, DC: World Bank. doi:10.1596\/978-1-4648-1552-2.\nDataset: uhci_dataappendix_sep2020.xlsx","license_uri":"https:\/\/creativecommons.org\/licenses\/by\/3.0\/igo\/","license":"Creative Commons Attribution CC BY 3.0 IGO"},{"name":"Oxford Covid-19 Government Response Tracker - Covid Policy Dataset","uri":"https:\/\/github.com\/OxCGRT\/covid-policy-dataset\/blob\/main\/data\/OxCGRT_compact_national_v1.csv ","note":"Source: Thomas Hale, Noam Angrist, Rafael Goldszmidt, Beatriz Kira, Anna Petherick, Toby Phillips, Samuel Webster, Emily Cameron-Blake, Laura Hallas, Saptarshi Majumdar, and Helen Tatlow. (2021). \u201cA global panel database of pandemic policies (Oxford COVID-19 Government Response Tracker).\u201d Nature Human Behaviour. https:\/\/doi.org\/10.1038\/s41562-021-01079-8. Dataset: OxCGRT_compact_national_v1.csv ","license_uri":"https:\/\/github.com.mcas.ms\/OxCGRT\/covid-policy-dataset\/blob\/main\/LICENSE.txt","access_type":"Data is publicly available and included in the reproducibility package.","license":"Creative Commons Attribution 4.0 International License (CC BY 4.0)"},{"uri":"https:\/\/www.argentina.gob.ar\/sites\/default\/files\/eil_2411_estadisticas_0.xlsx ","license_uri":"https:\/\/www.argentina.gob.ar\/terminos-y-condiciones#5","license":"Creative Commons Attribution 4.0 International License (CC BY 4.0)","access_type":"Data is publicly available and included in the reproducibility package","name":"Encuesta de Indicadores Laborales","note":"Source: Secretar\u00eda de Trabajo, Empleo y Seguridad Social - Argentina. Dataset:  eil_2307_estadisticas_0.xlsx"}],"reproduction_instructions":"To run the code:\n1. Acquire the data and place in the data\/raw folder\n2. Change directory paths in the main_dofile.do\n3. 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