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Reproducibility package for Inequality, Education, And Occupational Change In The Philippines

2025
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Reference ID
RR_PHL_2025_416
DOI
https://doi.org/10.60572/eqxw-2y08
Author(s)
Nadia Belhaj Hassine Belghith, Francine Claire Fernandez, Benjamin Aaron Lavin
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Oct 17, 2025
Last modified
Oct 17, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    Despite significant progress in reducing poverty, the Philippines continues to face high inequality, which remained elevated in the early 2000s as the economy grew. Although inequality has gradually declined since 2012, it remains among the highest in Southeast Asia. This paper examines how changes in education levels and occupational structure have shaped the wage distribution over the past two decades, particularly how changes in the relative supply of skills and the structure of employment have influenced wage gaps in recent years.
    Using two decades of labor force survey data, the paper examines the wage premium and the supply of skilled workers in the Philippines, finding that the slow growth in college-educated workers has sustained a high wage premium for skilled workers. Unconditional quantile regressions reveal that returns to both college education and high-skill occupations increase monotonically over the wage distribution, contributing to the persistence of inequality. Changes in occupational structure have also influenced income distribution. Low- and middle-skilled jobs saw relative wage gains from 2002 to 2012, but middle-skilled occupations experienced the highest growth from 2012 to 2016—a key driver behind falling wage inequality. Employment trends followed a similar pattern, with middle-skilled job growth peaking in 2012-2016. Recent trends suggest a shift away from middle-skilled jobs, though it remains uncertain whether this reflects structural changes in the labor market or temporary disruptions.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/373/download/1059/README.pdf
    Reproducibility package for Inequality, Education, And Occupational Change In The Philippines
    File name
    RR_PHL_2025_416
    Zip package
    RR_PHL_2025_416.zip
    Title
    Reproducibility package for Inequality, Education, And Occupational Change In The Philippines
    Date
    2025-10
    Dependencies
    Stata dependencies are listed in the ado folder.
    Instructions
    See README in reproducibility package.
    Notes
    Computational reproducibility verified by Development Impact (DECDI) 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
    • Processor: INTEL(R) XEON(R) PLATINUM 8562Y+ 2.80 GHz (2 processors)
    • Memory available: 32.0 GB

    Technology requirements

    Run time: ~ 1 hour

    Reproduction instructions
    1. Secure Access to Data: Access the datasets not included in the package. See subsection Datasets and the README for more details.
    2. Download and Place Data: Once the data is accessed, users should place it in the appropriate folder.
    3. Run the Package: After placing the data in the folder, run the files in the order:
      • Update the global in line 11 of the do-file "main1" to your folder's location and run the harmonization code.
      • Update the global in line 15 of the do-file "main2" to your folder's location and run the analysis code.

    Since all the data is not included, the package includes the results produced by replicators. These files can be used to review the results presented in the paper.

    Data

    Datasets
    Philippines Labor Force Survey
    Name
    Philippines Labor Force Survey
    Note
    Source: Labor Force Survey, National Statistics Office, Manila, Philippines. Users can register on the website and download the raw data files for each year from “LFS_PUF_October_2002” to LFS_PUF_October_2022”, LFS_PUF_July_2023”, and “LFS PUF January 2024”.
    Access policy
    Data is publicly available but does not allow redistribution.
    License URL
    https://psada.psa.gov.ph/access-conditions
    Data URL
    https://psada.psa.gov.ph/catalog/LFS/about
    Harmonized Education, Industry, and Occupation Labels
    Name
    Harmonized Education, Industry, and Occupation Labels
    Note
    Source: Custom data files created by the authors to harmonize education, industry, and occupation variables across years. The dataset includes seven Stata files (EducLabel_2019.dta, IndLabel_2012_2013.dta, IndLabel_2016_2019.dta, OccLabel_2020.dta, PSIC_2_to_1_digit.dta, PSOC_1992to2012.dta, PSOC_2012balancedocc.dta). These files are forthcoming on Development Data Hub. File location: 0-Harmonization/Do Files Harmonization LFS
    Access policy
    Data is forthcoming on World Bank Development Data Hub.
    Data statement

    Some data is not yet publicly available but is expected to be made available through the World Bank Development Data Hub in the future.

    Description

    Output
    Inequality, Education, And Occupational Change In The Philippines
    Type
    Working Paper
    Title
    Inequality, Education, And Occupational Change In The Philippines
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Nadia Belhaj Hassine Belghith World Bank Poverty and Equity Global Department nbelghith@worldbank.org
    Francine Claire Fernandez World Bank ffernandez@worldbank.org
    Benjamin Aaron Lavin World Bank benjaminlavin17@gmail.com
    Date of production

    2025-10-16

    Scope and coverage

    Geographic locations
    Location Code
    Philippines PHL
    Keywords
    Wage Inequality Skills Occupational Choice Polarization Rif-Regressions
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    J31 Wage Level and Structure • Wage Differentials J3 Journal of Economic Literature (JEL)
    J24 Human Capital • Skills • Occupational Choice • Labor Productivity J2 Journal of Economic Literature (JEL)
    C31 Cross-Sectional Models • Spatial Models • Treatment Effect Models • Quantile Regressions • Social Interaction Models C3 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
    Nadia Belhaj Hassine Belghith World Bank Poverty and Equity Global Department nbelghith@worldbank.org
    Reproducibility WBG World Bank reproducibility@worldbank.org

    Information on metadata

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

    2025-10-16

    Document version

    1

    Citation

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