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PRWP

Reproducibility package for Does Climbing the Jobs Ladder Promote Poverty Reduction?

2024
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Reference ID
RR_WLD_2024_170
DOI
https://doi.org/10.60572/j9d1-zd91
Author(s)
Yunji Choi, Mario Gronert, Maddalena Honorati, Joshua D. Merfeld, David Newhouse
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Jul 30, 2024
Last modified
Oct 30, 2024
  • Project Description
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  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    This paper explores trends in and the potential determinants of the types of jobs held by workers, and their relationship with poverty reduction, in an unbalanced panel of 89 countries over the past 30 years. Jobs are classified into five categories according to formality, occupation or level of skills required, and wage work versus self-employment. Net shifts into "upper tier" or skilled informal wage jobs, defined as professionals, managers, technicians, or clerks, from "lower tier" or lower skilled informal jobs were strongly associated with poverty reduction at the $1.90 and $3.20 lines. In contrast, net shifts into formal wage jobs from lower tier informal jobs were associated with modest poverty reductions at the $5.50 poverty line. The share of workers in informal upper tier jobs represents less than 2 percent of the workforce and has increased little over the past 30 years in low- and middle-income countries. The findings show that increases in upper tier informal wage jobs are associated with shifts of the workforce from microenterprises to small firms in lower- and upper-middle-income countries, but they are not discernibly associated with higher educational attainment or urbanization. In contrast, increases in the share of formal wage jobs are strongly associated with increases in the share of workers with post-secondary education, driven by high-income countries. The results suggest that upper tier informal wage jobs and the skills they require play a potentially important role in poverty reduction but are not automatically generated by increased educational attainment, urbanization, or firm size. 

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/169/download/471/README.pdf
    Reproducibility package (partial data and code) for Does Climbing the Jobs Ladder Promote Poverty Reduction?
    Title
    Reproducibility package (partial data and code) for Does Climbing the Jobs Ladder Promote Poverty Reduction?
    Date
    2024-07
    Dependencies
    All dependencies are stored in the ado folder.
    Instructions
    See README in the reproducibility package.
    Notes
    Computational reproducibility verified by 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 on a computer with the following specifications:
    • OS: Windows 11 Enterprise, version 21H2
    • Processor: Intel(R) Xeon(R) Gold 6226R CPU @ 2.90GHz, 16 Core(s)
    • Memory available: 15.7 GB
    • Software version: Stata 18MP

    Technology requirements

    ~20 minutes runtime

    Reproduction instructions

    To successfully use this package with the provided intermediate dataset, follow these two steps:

    1. Update the file path: Open the main file " 00-Reproducibility_master.do" and update the file path to match the location on your computer.
    2. Run the file: Once the file path is updated, run the main do file.

    Important Notes:

    • The package does not include surveys from Vietnam, which may slightly affect some results.
    • These instructions are specifically for running the package with the provided intermediate data.
    • The package will be fully functional with the provided intermediate dataset, allowing you to reproduce the results.

    Data

    Datasets
    Aggregated Data from Harmonized Household Surveys
    Name
    Aggregated Data from Harmonized Household Surveys
    Note
    File Name: ladder_cross_country.dta. Location: data/input/ladder_cross_country.dta. This is an intermediate dataset created and used by the authors as the main input for the research paper. The file "ladder_cross_country.dta" serves as the primary input for the research paper, allowing for full replication. This intermediate dataset was created by aggregating data from harmonized household surveys, but note that the version included in the package excludes surveys from Vietnam, which slightly affects some exhibits. The replicators verified this paper using this intermediate dataset. In addition, the authors provided the necessary codes to produce this dataset, but not the underlying data, which was shared by other teams without redistribution permissions. For more information on data creation and sources, refer to the README file "Data/Input/Making Ladder Cross Country/README- Creation of the ladder_cross_country.pdf". This intermediate data is drawn from GLD, GMD, I2D2, and IMF World Economic Outlook Database, described in the entries below. For further details or questions, contact Mario Gronert at mgronert@worldbank.org.
    Access policy
    Published with the package
    Global Labor Database (GLD)
    Name
    Global Labor Database (GLD)
    Note
    Source: World Bank. The Global Labor Database (GLD) includes various harmonized household surveys, accessible and shareable by World Bank staff, except for surveys from Morocco, Egypt, and Vietnam, which cannot be shared due to restrictions. The harmonization codes and survey documentation for all GLD surveys, both restricted and unrestricted access, are available online at the GLD GitHub Repository. The code to extract the data is located at "Data/Input/Making Ladder Cross Country/02 Download or transfer files - 02 - Transfer GLD" and was last extracted in May 2023.
    Access policy
    Confidential and not included in the package
    Data URL
    https://github.com/worldbank/gld
    Global Monitoring Database (GMD)
    Name
    Global Monitoring Database (GMD)
    Note
    Source: World Bank. The GMD is a collection of harmonized micro-level surveys managed by different World Bank units. For World Bank staff GMD harmonized micro-level surveys can be downloaded from Datalibweb, and the code is provided at "Data/Input/Making Ladder Cross Country/02 Download or transfer files - 01 - Download GMD surveys"
    Access policy
    Confidential and not included in the package
    International Income Distribution Database (I2D2)
    Name
    International Income Distribution Database (I2D2)
    Note
    Source: World Bank. The I2D2 is a collection of harmonized household surveys managed by different GPs/Bank Units within the World Bank. Access to I2D2 datasets is managed by different GPs/Bank Units within the World Bank. The code used to extract these data is located at "Data/Input/Making Ladder Cross Country/02 Download or transfer files - 03 - Transfer I2D2 add surveys"
    Access policy
    Confidential and not included in the package
    IMF's World Economic Outlook 2023
    Name
    IMF's World Economic Outlook 2023
    Note
    Source: International Monetary Fund. The file was downloaded as an Excel file on the 22nd of March 2024. It was manually converted into a CSV file. Data file: "WEOOct2023all.csv".
    Access policy
    Published with the package
    Data URL
    https://www.imf.org/en/Publications/WEO/weo-database/2023/October/download-entire-database
    Data statement

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

    Description

    Output
    Does Climbing the Jobs Ladder Promote Poverty Reduction?
    Type
    Working Paper
    Title
    Does Climbing the Jobs Ladder Promote Poverty Reduction?
    Authors
    Yunji Choi, Mario Gronert, Maddalena Honorati, Joshua D. Merfeld, David Newhouse
    Description
    Policy Research Working Paper (PRWP) 10856
    URL
    http://documents.worldbank.org/curated/en/099315107182441044/IDU1e65938be1c7fb14ea81984a13cb7de6fc3e6
    DOI
    https://doi.org/10.1596/1813-9450-10856
    Authors
    Author Affiliation Email
    Yunji Choi Seoul National University yunjichoi@snu.ac.kr
    Mario Gronert World Bank mgronert@worldbank.org
    Maddalena Honorati World Bank mhonorati@worldbank.org
    Joshua D. Merfeld World Bank jmerfeld@worldbank.org
    David Newhouse World Bank dnewhouse@worldbank.org
    Date of production

    2024-07

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    jobs growth employment poverty education skills informality
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    I31 General Welfare, Well-Being I3 Journal of Economic Literature (JEL)
    J21 Labor Force and Employment, Size, and Structure J2 Journal of Economic Literature (JEL)
    J46 Informal Labor Markets J4 Journal of Economic Literature (JEL)
    L16 Industrial Organization and Macroeconomics: Industrial Structure and Structural Change • Industrial Price Indices L1 Journal of Economic Literature (JEL)
    O10 Economic Development - General O1 Journal of Economic Literature (JEL)
    O50 Economywide Country Studies -General O5 Journal of Economic Literature (JEL)

    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
    Mario Gronert World Bank mgronert@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

    2024-07-26

    Document version

    1

    Citation

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