Reproducible Research Repository
Reproducible Research Repository
  • Home
  • Repository
  • Collections
  • About
    Home / Repository / FR / FR_SLV_2025_267
fr

Reproducibility package for Improving lives and livelihoods: Poverty and Equity Assessment for El Salvador 2024

2025
Get Reproducibility Package
Reference ID
FR_SLV_2025_267
DOI
https://doi.org/10.60572/v50d-6q38
Author(s)
Hugo Ñopo Aguilar, Sofia Hidalgo Berrios, Gonzalo Aguilar Riva
Collections
Flagships and Reports
Metadata
JSON
Created on
Feb 06, 2025
Last modified
Feb 10, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    El Salvador faces an important opportunity for improving lives and livelihoods. The recent commendable gains in reducing violence and some improvements in the macroeconomic outlook that made the country reach the mark for being classified by the World Bank as an upper-middle-income country signal a new opportunity. Building on the success story of poverty reduction during the past two decades, El Salvador can improve livelihoods, reversing the recent poverty trends that appeared after the pandemic. For this, it is necessary to strengthen the macro and business environment policy framework to attract larger investments that would allow firms to create more and better jobs. Along with this, it is essential to enhance the functioning of the labor markets and enable the poor to access quality jobs. Well-articulated policies to foster rural development and increase agricultural productivity will also be key. Bearing in mind existing fiscal capacity considerations, poverty alleviation also requires setting up fiscal space for scaling up a well-targeted social protection program and enhancing key services for the urban and rural poor, such as housing, water, sanitation, and food security. Beginning now, but with a medium to long term outlook, it is fundamental to continue working to improve education outcomes for all. Moreover, it will be key to focus on skills development along the life cycle, beyond attendance and graduation targets.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/241/download/700/README.pdf
    Reproducibility package for Data for Improving lives and livelihoods: Poverty and Equity Assessment for El Salvador 2024
    Title
    Reproducibility package for Data for Improving lives and livelihoods: Poverty and Equity Assessment for El Salvador 2024
    Date
    2025-01
    Dependencies
    All dependency files are stored in the ado folder.
    Notes
    Computational reproducibility verified by the Development Impact (DIME) Analytics team, World Bank.
    Source code repository
    Repository name URI
    Reproducible Research Repository (World Bank) https://reproducibility.worldbank.org
    Software
    Stata
    Name
    Stata
    Version
    18 MP

    Reproducibility

    Technology environment

    Paper exhibits were reproduced in a computer with the following specifications:
    • OS: Windows 10 Enterprise, version 21H2
    • Processor: Intel(R) Xeon(R) Gold 6226R CPU @ 2.90GHz, 2900 Mhz, 16 Core(s), 16 Logical Processor(s)
    • Memory available: 128 GB
    • Software version: Stata 18.0 MP

    Technology requirements

    ~15 minutes runtime

    Reproduction instructions

    To reproduce the results in this paper a new user should do the following.

    1. Request Dataset Access: Check the README for the list of required datasets. Request access and place them in the correct folders.
    2. Update File Paths & Run Code: Modify dataset paths in MASTER do file and run the code.
    3. Generate Figures: Most figures require manually adding Stata-generated tables to the Excel master file: Figures_Tables_PEA_SLV.
    4. Verify Results Without Access to the Data: As getting access to the data might be challenging the master Excel file and resulting tables are included for validation. Users can go to the individual tables in the results folder and compare them with the Excel master file.

    Data

    Datasets
    Socio-Economic Database for Latin America and the Caribbean (SEDLAC)
    Name
    Socio-Economic Database for Latin America and the Caribbean (SEDLAC)
    Note
    Location: Data/SEDLAC and Data/IPC SEDLAC/ipc_sedlac_wb.dta This dataset includes all raw SEDLAC databases for El Salvador's EHPM from 2000 to 2023, along with PPP conversion factors and Consumer Price Indexes (CPIs) for each Latin American and Caribbean (LAC) country. These components enable the estimation of international poverty in the SEDLAC database using the World Bank poverty lines. The original data source is the World Bank Stata API (datalibweb), which is for internal use only. Access to this data is restricted to World Bank Group employees. If you are an employee, please refer to the instructions in the README file for access procedures and detailed list of databases needed.
    Access policy
    Restricted and not included in the package.
    Latin America Public Opinion Project (LAPOP)
    Name
    Latin America Public Opinion Project (LAPOP)
    Note
    Source: 2017 Vanderbilt LAPOP and Dr. Adrian P. Lauf. Location: Data/LAPOP/SLV_2023_LAPOP_AmericasBarometer_v1.0_w.dta. Accessed on: April 2023. To obtain the data, follow these steps: 1. Click on the link provided below. 2. Navigate to the year 2023 section. 3. Select El Salvador from the list. 4. Click on El Salvador 2023 Stata to download the correct file. 5. Once downloaded, place the file in the Data/LAPOP/ folder.
    Access policy
    Public but does not allow redistribution.
    Data URL
    http://datasets.americasbarometer.org/database/index.php#
    Latinobarómetro
    Name
    Latinobarómetro
    Note
    Source: Latinobarómetro. Located at: Data/Latinobarometro/Latinobarometro_2023_Esp_Stata_v1_0.dta. Accessed on: April 2023.
    Access policy
    Published with the package
    Data URL
    https://www.latinobarometro.org/latContents.jsp
    World Bank DataBank
    Name
    World Bank DataBank
    Note
    Source: World Bank. Located at: P_Data_Extract_From_Population_estimates_and_projections.xlsx. Variable name: Population, total; Country: El Salvador; Time period: 2000-2023. Accessed on May 2024.
    Access policy
    Published with the package
    License
    Creative Commons Attribution 4.0 International License (CC BY 4.0)
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://databank.worldbank.org/source/population-estimates-and-projections#
    LAC Equity Lab Data
    Name
    LAC Equity Lab Data
    Note
    Source: LAC Equity Lab and World Bank. Located at: Data/Desigualdad_Datos Accessed on: May 2024.
    Access policy
    Published with the package
    License
    Creative Commons Attribution 4.0 International License (CC BY 4.0)
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://www.bancomundial.org/es/topic/poverty/lac-equity-lab1/income-inequality/inequality-trends
    CEPALSTAT
    Name
    CEPALSTAT
    Note
    Source: United Nations, CEPAL. Located at: data_1718379487_Public_expenditure Accessed on: June 2024.
    Access policy
    Published with the package
    Data URL
    https://statistics.cepal.org/portal/cepalstat/dashboard.html?indicator_id=3127&area_id=411&lang=es
    World Development Indicators
    Name
    World Development Indicators
    Note
    Source: World Bank. Located at: API_NY.GDP.PCAP.PP.KD_DS2_en_excel_v2_442491.xls, direct download here: https://databank.worldbank.org/metadataglossary/world-development-indicators/series/NY.GDP.PCAP.PP.KD; and API_SI.POV.UMIC_DS2_en_excel_v2_443853.xls; direct download here: https://databank.worldbank.org/metadataglossary/world-development-indicators/series/SI.POV.UMIC Accessed on: June 2024. Variables included: GDP per capita PPP (constant 2021, international $), Poverty headcount ratio at $6.85 a day (2017 PPP) (% of population).
    Access policy
    Published with the package
    License
    Creative Commons Attribution 4.0 International License (CC BY 4.0)
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://databank.worldbank.org/metadataglossary/world-development-indicators
    Data statement

    Some data is restricted and has not been included in the reproducibility package. For more details, please refer to the README file.

    Description

    Output
    Improving lives and livelihoods: Poverty and Equity Assessment for El Salvador 2024
    Type
    World Bank Reports & Flagships
    Title
    Improving lives and livelihoods: Poverty and Equity Assessment for El Salvador 2024
    Authors
    World Bank Group
    URL
    http://documents.worldbank.org/curated/en/099120924111523990/P500656146605102a1a3d41a577d289eac6
    Authors
    Author Affiliation Email
    Hugo Ñopo Aguilar World Bank hnopoaguilar@worldbank.org
    Sofia Hidalgo Berrios World Bank shidalgoberrios@worldbank.org
    Gonzalo Aguilar Riva World Bank gaguilarriva@worldbank.org
    Date of production

    2025-01

    Scope and coverage

    Geographic locations
    Location Code
    El Salvador SLV

    Disclaimer

    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.

    Access and rights

    License
    Name URI
    Modified BSD3 https://opensource.org/license/bsd-3-clause/

    Contacts

    Contacts
    Name Affiliation Email
    Hugo Ñopo World Bank hnopoaguilar@worldbank.org
    Reproducibility WBG World Bank reproducibility@worldbank.org

    Information on metadata

    Producers
    Name Abbreviation Affiliation Role
    Reproducibility WBG DIME World Bank - Development Impact Department Verification and preparation of metadata
    Date of Production

    2025-01-24

    Document version

    1

    Citation

    Citation
    loading, please wait...
    Citation format
    Export citation: RIS | BibTeX | Plain text
    Back to Catalog
    The World Bank Working for a World Free of Poverty
    • IBRD IDA IFC MIGA ICSID

    © The World Bank Group, All Rights Reserved.