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PRWP

Reproducibility package for Linking Export Activities to Productivity and Wage Rate Growth

2024
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Reference ID
RR_WLD_2024_121
DOI
https://doi.org/10.60572/f5jq-vb54
Author(s)
Luis Aguilar Luna, Deborah Winkler
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
May 15, 2024
Last modified
May 15, 2024
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    This paper examines the relationship between trade and job quality, using productivity and wage rate data for export and non-export activities in a sample of 60 countries across all income levels and 45 sectors spanning the whole economy over 1995-2019. First, the country-level analysis finds that workers involved in export activities are more productive and better paid than those in non-export activities. While the productivity premium for export activities is confirmed in low- and middle-income countries, there is no wage rate premium. Second, this study finds a positive relationship between exports and labor productivity at the country-sector level. Countries’ specialization in global value chains and sectors matters for the relationship between exports and job quality, with manufacturing, agriculture, and business services showing stronger associations. The link between exports and the wage rate is smaller than for productivity. Finally, productivity and wage rate growth decompositions shed light on underlying drivers of growth. Within export activities, productivity and wage increases were dominated by within-sector growth, although labor movement toward more productive sectors also matters in low- and middle-income countries.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/139/download/376/README.pdf
    Reproducibility package (data and code) for Linking Export Activities to Productivity and Wage Rate Growth
    Title
    Reproducibility package (data and code) for Linking Export Activities to Productivity and Wage Rate Growth
    Date
    2024-05
    Dependencies
    All dependencies are stored in the ado folder contained in the reproducibility package.
    Instructions
    See README in 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

    Reproducibility

    Technology environment

    Paper exhibits were reproduced in a computer with the following specifications:
    • OS: Windows 10 Enterprise, version 21H2
    • Processor: IIntel(R) Xeon(R) Gold 6226R CPU @ 2.90GHz, 2900 Mhz, 4 Core(s), 4 Logical Processor(s)
    • Memory available: 16.7 GB
    • Software version: Stata 18

    Technology requirements

    ~20 minute runtime

    Reproduction instructions

    To successfully replicate this package, new users must change the file paths in the two do files and run them in the order specified in the README file.

    Data

    Datasets
    Trade in Employment
    Name
    Trade in Employment
    Note
    Source: OECD (2021), Trade in Employment. The analysis uses the 2023 release of the database Trade in Employment (TIM 2023). It includes data from 1995-2020. The data can be downloaded from the following link. Each variable has to be downloaded separately by clicking on the Export’s dropdown menu and selecting “Related files” which gives access to the zip files of each available variable. The files to be downloaded (variables of interest) are EMPN, EXGR_ECD, ECGR_CI, EXGR_CER, EXGR_DCE, ECGR_DEM, ECGR_EMD, ECGR_EMI, ECGR_EMR and LABR. The raw files for each of these variables are in “/Data/TIM2023/Raw files
    Access policy
    Published with the package
    Data URL
    https://stats.oecd.org/Index.aspx?DataSetCode=TIM_2021.
    Trade in Value Added
    Name
    Trade in Value Added
    Note
    Source: OECD (2023), Trade in Value Added. The analysis uses the 2023 release of the database Trade in Value Added (TIVA 2023). It includes data from 1995-2020. The data can be downloaded from the link below. Each variable has to be downloaded separately by clicking on the Export’s dropdown menu and selecting “Related files” which gives access to the zip files of each available variable. The files to be downloaded (variables of interest) are: EXGR, EXGR_DDC and VALU. The raw files for each of these variables are in “/Data/TIVA2023/Raw files”.
    Access policy
    Published with the package
    Data URL
    https://stats.oecd.org/Index.aspx?DataSetCode=TIVA_2022_C1
    World Development Indicators
    Name
    World Development Indicators
    Note
    Source: World Bank A detailed list of all the indicators used can be found in the README file. The raw dataset can be found in “\Data\Other Data\Deflators”
    Access policy
    Published with the package
    Data URL
    https://databank.worldbank.org/reports.aspx?source=2&Topic=6#advancedDownloadOptions
    World Bank Country and Lending Groups
    Name
    World Bank Country and Lending Groups
    Note
    The analysis uses the historical country classification by country available in the link below. The relevant sheet is “Country Analytical History”. The dta version of this data can be found in “/Data/Other Data” under the name “Income”.
    Data URL
    https://datacatalogfiles.worldbank.org/ddh-published/0037712/DR0090754/OGHIST.xlsx
    Global value chain (GVC) taxonomy group by World Bank
    Name
    Global value chain (GVC) taxonomy group by World Bank
    Note
    The analysis uses the four basic groups following the GVC taxonomy developed for the World Development Report (World Bank 2020). The classification table can be downloaded from Chapter 2 in the link below.
    Data URL
    https://www.worldbank.org/en/publication/wdr2020/brief/world-development-report-2020-data
    Data statement

    All data is public and contained in the reproducibility package.

    Description

    Output
    Linking Export Activities to Productivity and Wage Rate Growth
    Type
    Working Paper
    Title
    Linking Export Activities to Productivity and Wage Rate Growth
    Authors
    Luis Aguilar Luna and Deborah Winkler
    Description
    Policy Research Working Paper (PRWP) 10737
    URL
    http://documents.worldbank.org/curated/en/099917103262437014/IDU16c0a77731bf9814c961896f14d6f9f32dc9b
    DOI
    https://chooser.crossref.org/?doi=10.1596%2F1813-9450-10737
    Authors
    Author Affiliation Email
    Luis Aguilar Luna World Bank laguilar@colmex.mx
    Deborah Winkler World Bank dwinkler2@worldbank.org
    Date of production

    2024-05

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    Economic development international trade export activity labor productivity wage rate
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    F14 Empirical Studies of Trade F1 Journal of Economic Literature (JEL)
    F16 Trade and Labor Market Interactions F1 Journal of Economic Literature (JEL)
    F66 Labor F6 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
    Deborah Winkler World Bank dwinkler2@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

    2024-05-14

    Document version

    1

    Citation

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