{"type":"script","doc_desc":{"producers":[{"name":"Reproducibility WBG","abbr":"DIME","affiliation":"World Bank - Development Impact Department","role":"Verification and preparation of metadata"}],"prod_date":"2025-04-11","version":"1"},"project_desc":{"authoring_entity":[{"name":"Thomas Bentze","affiliation":"World Bank","email":"tbentze@worldbank.org","author_id":[[],[]]},{"name":"Philip Wollburg","email":"pwollburg@worldbank.org","affiliation":"World Bank"}],"title_statement":{"title":"Reproducibility package for LSMS-ISA harmonised panel v.1.1","idno":"RR_SSA_2024_242"},"data_statement":"All data sources are publicly publicly accessible through the World Bank's Microdata Library, but they are not included in the reproducibility package.","software":[{"name":"Stata","library":[""],"version":"18.0 MP"}],"scripts":[{"title":"Reproducibility package for LSMS-ISA harmonised panel v.1.1","date":"2025-04","notes":"Computational reproducibility verified by Development Impact (DIME) Analytics team, World Bank.","instructions":"See README file","dependencies":"Stata dependencies are listed in the MASTER do file."}],"repository_uri":[{"name":"Reproducible Research Repository (World Bank)","uri":"https:\/\/reproducibility.worldbank.org"}],"production_date":"2025-04-11","abstract":"This reproducibility package covers the computational steps required to reproduce the LSMS harmonized panel dataset, which consists of four datasets with different levels of observation: plot and crop, plot, household and individual levels. A description of the process applied to create the datasets can be found in the accompanying working paper: https:\/\/documents.worldbank.org\/en\/publication\/documents-reports\/documentdetail\/099422411182437399\/idu199b0eff41783d144c71bf48140c83ca123a0","geographic_units":[{"name":"Sub-Saharan Africa","code":"SSA","type":"Region"}],"keywords":[{"name":"Agricultural Productivity"},{"name":"Household Welfare"},{"name":"Panel Data"},{"name":"Household Surveys"},{"name":"Economic Development"}],"topics":[{"id":"O12","uri":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel","vocabulary":"Journal of Economic Literature (JEL)","name":"Microeconomic Analyses of Economic Development","parent_id":"O1"},{"id":"I32","uri":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel","vocabulary":"Journal of Economic Literature (JEL)","name":"Measurement and Analysis of Poverty","parent_id":"I3"},{"id":"P36","uri":"https:\/\/www.aeaweb.org\/econlit\/jelCodes.php?view=jel","vocabulary":"Journal of Economic Literature (JEL)","name":"Consumer Economics \u2022 Health \u2022 Education and Training \u2022 Welfare, Income, Wealth, and Poverty","parent_id":"P3"}],"output":[{"type":"Data Product","description":"LSMS harmonized panel dataset, consisting of four datasets with different levels of observation: plot and crop, plot, household and individual levels.","title":"LSMS-ISA harmonised panel v.1.1","uri":"https:\/\/github.com\/lsms-worldbank\/LSMS-ISA-harmonised-dataset-on-agricultural-productivity-and-welfare\/releases\/tag\/v1.1"}],"datasets":[{"name":"Ethiopia - Rural Socioeconomic Survey 2011-2012","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/2053\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Ethiopia - Socioeconomic Survey 2013-2014","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/2247\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Ethiopia - Socioeconomic Survey 2015-2016","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/2783\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Ethiopia - Socioeconomic Survey 2018-2019","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/3823\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Ethiopia - Socio-Economic Panel Survey 2021-2022","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/6161\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Malawi - Integrated Household Panel Survey 2010-2013","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/2248\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Malawi - Integrated Household Panel Survey 2010-2013-2016-2019","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/3819\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Mali - Enqu\u00eate Agricole de Conjoncture Int\u00e9gr\u00e9e 2014","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/2583\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Mali - Enqu\u00eate Agricole de Conjoncture Int\u00e9gr\u00e9e aux Conditions de Vie des M\u00e9nages 2017","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/3409\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Niger - National Survey on Household Living Conditions and Agriculture 2011","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/2050\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Niger - National Survey on Household Living Conditions and Agriculture 2014","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/2676\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Nigeria - General Household Survey, Panel 2010-2011","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/1002\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Nigeria - General Household Survey, Panel 2012-2013","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/1952\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Nigeria - General Household Survey, Panel 2015-2016","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/2734\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Nigeria - General Household Survey, Panel 2018-2019","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/3557\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Tanzania - National Panel Survey 2008-2009","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/76\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Tanzania - National Panel Survey 2010-2011","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/1050\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Tanzania - National Panel Survey 2012-2013","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/2252\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Tanzania - National Panel Survey 2014-2015 (Extended Panel)","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/3455\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Tanzania - National Panel Survey 2014-2015","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/2862\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Tanzania - National Panel Survey 2019-2020 (Extended Panel)","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/3885\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Tanzania - National Panel Survey 2020-2021","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/5639\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Uganda - National Panel Survey 2005-2009","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/1001\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Uganda - National Panel Survey 2010-2011","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/2166\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Uganda - National Panel Survey 2011-2012","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/2059\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Uganda - National Panel Survey 2013-2014","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/2663\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Uganda - National Panel Survey 2015-2016","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/3460\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Uganda - National Panel Survey 2018-2019","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/3795\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"},{"name":"Uganda - National Panel Survey 2019-2020","uri":"https:\/\/microdata.worldbank.org\/index.php\/catalog\/3902\/data-dictionary","access_type":"Data is publicly accessible through the World Bank's Microdata Library","note":"Source: World Bank. All datasets should be extracted to root folder and placed in the corresponding directory in Folder_structures\/Input data.","license":"Public Use"}],"language":[{"name":"English","code":"EN"}],"technology_requirements":"The code takes approximately 2 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":"Thomas Bentze","affiliation":"World Bank","email":"tbentze@worldbank.org"},{"name":"Reproducibility WBG","affiliation":"World Bank","email":"reproducibility@worldbank.org"}],"reproduction_instructions":"To successfully reproduce this package:\n1. Acquire the data from the Microdata Library\n2. Extract all datasets to root folder of each data source and placed in the corresponding directory in Folder_structures\/Input data.\n3. Change the directory paths in the Master do file and run the script.","technology_environment":"\u2013 OS: Windows 10 Enterprise 22H2\n\u2013 Processor: Intel(R) Xeon(R) CPU E7- 4860 @ 2.27GHz 2.26 GHz (2 processors)\n\u2013 Memory available: 32 GB\n\u2013 Software version: Stata 18.0 MP"},"tags":[{"tag":"Accessible data"},{"tag":"DOI"},{"tag":"Open code"}],"schematype":"script"}