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PRWP

Reproducibility package for Structural Shift In Job Creation: Evidence From Bangladesh

2026
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Reference ID
RR_BGD_2026_580
Author(s)
Nazmus Sadat Khan
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Jul 27, 2026
Last modified
Jul 27, 2026
Page views
8
Downloads
1
  • Project Description
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  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Overview

    Abstract

    This paper examines the relationship between economic growth and employment in Bangladesh, with a comparative perspective involving six other Asian countries. It first tests the validity of Okun’s law for Bangladesh and the selected countries using three distinct Autoregressive Distributed Lag (ARDL) model specifications: a dynamic difference model, a gap model based on the Hodrick-Prescott (HP) filter, and a gap model based on the Baxter-King (BK) filter. The analysis then estimates the employment elasticity of economic growth (EEEG) for Bangladesh across three periods—2003-2010, 2010-2017, and 2017-2024—while also exploring sectoral variations in employment elasticity within these sub-periods. The results reveal that the evidence supporting Okun’s law in Bangladesh weaker than the other countries. Furthermore, the sectoral analysis shows substantial shifts in EEEG over time: the agriculture sector experienced an increase in EEEG from 0.29 in 2003-2010 to 0.98 in 2016-2024, while the industry sector’s EEEG declined from 0.84 to -0.04 over the same period. The service sector also saw a reduction. A more granular examination of sub-categories within the industry and service sectors highlights that accommodation and food services, and transportation and storage have demonstrated the strongest employment elasticity, whereas the employment elasticity for the manufacturing sector turned negative, performing the worst among the sectors analyzed. These findings carry significant policy implications, underscoring the importance of prioritizing employment-enhancing growth strategies, identifying and promoting sectors with high job creation potential, and focusing on improving job quality rather than pursuing growth-driven employment policies.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/615/download/1832/README.pdf
    Reproducibility package for Structural Shift In Job Creation: Evidence From Bangladesh
    File name
    RR_BGD_2026_580
    Zip package
    RR_BGD_2026_580.zip
    Title
    Reproducibility package for Structural Shift In Job Creation: Evidence From Bangladesh
    Date
    2026-07
    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
    Excel
    Name
    Excel
    Version
    Microsoft Excel for Microsoft 365 MSO
    EViews
    Name
    EViews
    Version
    14

    Reproducibility

    Technology environment

    Paper exhibits were reproduced in a computer with the following specifications:
    • OS: Windows 10 Enterprise
    • Processor: Intel(R) Xeon(R) Gold 6226R CPU @ 2.90GHz 2.90 GHz (2 processors)
    • Memory available: 32 GB
    • Software version: EViews 14, Microsoft Excel for Microsoft 365 MSO

    Technology requirements

    No other technology requirements

    Reproduction instructions

    To successfully reproduce the analysis provided in this package, users should follow the instructions in the README file and replicate the analysis using the EViews workfile and Excel spreadsheets. Since no code is provided, all results were verified manually following the instructions in the README. Some of the data are restricted, so users will not be able to verify certain values reported in Table 1 using the EViews workfile.

    Data

    Datasets
    World Development Indicators
    Name
    World Development Indicators
    Note
    Source: World Bank See details on indicators used in the README.
    Access policy
    Data is publicly available and included in the reproducibility package
    License
    Creative Commons Attribution 4.0 (CC-BY 4.0)
    License URL
    https://www.worldbank.org/en/about/legal/terms-of-use-for-datasets
    Data URL
    https://databank.worldbank.org/source/world-development-indicators
    Citation
    World Bank. 2024. "World Development Indicators [dataset]," https://databank.worldbank.org/source/world-development-indicators
    Bangladesh Gross Domestic Product data
    Name
    Bangladesh Gross Domestic Product data
    Note
    Source: Bangladesh Bureau of Statistics (BBS)
    Access policy
    Data is publicly available and included in the reproducibility package
    Data URL
    https://bbs.gov.bd/pages/static-pages/6922df6e933eb65569e21f3f
    Citation
    Bangladesh Bureau of Statistics (BBS). 2025. "Bangladesh Gross Domestic Product data [dataset]," https://bbs.gov.bd/pages/static-pages/6922df6e933eb65569e21f3f
    MFMod-Growth and Jobs (MFMod-GJ)
    Name
    MFMod-Growth and Jobs (MFMod-GJ)
    Note
    Source: World Bank Users may contact Unnada Chewpreecha (uchewpreecha@worldbank.org) from the Global Macro Modelling team for access details. More information here: https://www.worldbank.org/en/publication/macro-poverty-outlook#sec4
    Access policy
    Data access was granted directly to the study authors by the data owners/managers. It was obtained with a custom data license that does not allow for redistribution and it is not included in the reproducibility package.
    Data URL
    https://www.worldbank.org/en/publication/macro-poverty-outlook#sec4
    Citation
    World Bank. 2024. "MFMod-Growth and Jobs (MFMod-GJ) [dataset]"
    Bangladesh Labour Force Survey data
    Name
    Bangladesh Labour Force Survey data
    Note
    Source: Bangladesh Bureau of Statistics (BBS)
    Access policy
    Data is publicly available and included in the reproducibility package
    Data URL
    https://bbs.gov.bd/pages/static-pages/6922ddd1933eb65569e166e7
    Citation
    Bangladesh Bureau of Statistics (BBS). 2025. "Bangladesh Labour Force Survey data [dataset]," https://bbs.gov.bd/pages/static-pages/6922ddd1933eb65569e166e7
    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
    Structural Shift In Job Creation: Evidence From Bangladesh
    Type
    Working Paper
    Title
    Structural Shift In Job Creation: Evidence From Bangladesh
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Nazmus Sadat Khan Senior Economist nkhan12@worldbank.org
    Date of production

    2026-07-14

    Scope and coverage

    Geographic locations
    Location Code
    Bangladesh BGD
    Keywords
    Okun’s Law Autoregressive Distributed Lag (Ardl) Employment Elasticity Of Economic Growth Bangladesh

    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
    MIT License https://opensource.org/license/mit
    World Bank IGO Rider https://github.com/worldbank/metadata-editor/blob/main/WB-IGO-RIDER.md

    Contacts

    Contacts
    Name Affiliation Email
    Nazmus Sadat Khan Senior Economist nkhan12@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

    2026-07-14

    Document version

    1

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