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PRWP

Reproducibility package for The Welfare Effects of Structural Change and Internal Migration in Tanzania

2023
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Reference ID
RR_TZA_2023_PRWP-10530_v01
DOI
https://doi.org/10.60572/sqd5-g906
Author(s)
Akuffo Amankwah, Richmond Attah-Ankomah, Goodiel Charles Moshi, Rob Swinkels
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Sep 11, 2023
Last modified
Sep 11, 2023
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    Structural change has implications for various dimensions of development, including poverty reduction. However, the existing empirical literature on Sub-Saharan African economies, including Tanzania, has mainly focused on trends and patterns in macroeconomic or aggregate welfare indicators, largely providing a descriptive analysis of the nature of structural change and its potential welfare implications. This paper provides micro insights on structural change in Tanzania and its effect on welfare, using a recent household panel dataset, which was collected between 2015 and 2021. The results show that cross-sector labor movements are dominated by movements between agriculture and services, although most individuals studied within the two periods continue to remain in agriculture, with industry’s share in employment declining marginally. The paper shows that among the individuals studied, the number of people who slid into poverty was nearly twice the number who escaped poverty, and this is significantly influenced by the pattern of sectoral transitions experienced by the individuals. The findings show that in addition to sectoral transitions and migration being important to each other, they are both driven by similar micro factors. The paper highlights the importance of education (particularly secondary or higher education) to increasing the chances of an individual embarking on welfare-enhancing sectoral movement and associated migration across districts in Tanzania.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/59/download/127/README.pdf
    Reproducibility package (code) for The Welfare Effects of Structural Change and Internal Migration in Tanzania
    Title
    Reproducibility package (code) for The Welfare Effects of Structural Change and Internal Migration in Tanzania
    Date
    2023-07
    Software
    Stata
    Dependencies
    mmerge, winsor, outreg2, ivreg2, ranktest
    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
    17

    Reproducibility

    Technology environment

    OS: Windows 10 Enterprise, version 21H2
    Processor: Intel(R) Xeon(R) Gold 6226R CPU @ 2.90GHz
    Memory available: 128 GB
    Software version: Stata 17

    Technology requirements

    Approximate runtime: 10 minutes

    Reproduction instructions

    A README file with detailed instructions is part of the reproducibility package.

    Data

    Datasets
    Tanzania National Panel Survey - Wave 4
    Name
    Tanzania National Panel Survey - Wave 4
    Access policy
    Data is publicly accessible through the World Bank's Microdata Library
    Data URL
    https://microdata.worldbank.org/index.php/catalog/2862
    Tanzania National Panel Survey - Wave 5
    Name
    Tanzania National Panel Survey - Wave 5
    Access policy
    Data is publicly accessible through the World Bank's Microdata Library
    Data URL
    https://microdata.worldbank.org/index.php/catalog/5639
    Data statement

    The data used for this reproducibility package must be obtained through the World Bank's Microdata library

    Description

    Output
    The Welfare Effects of Structural Change and Internal Migration in Tanzania
    Type
    Working Paper
    Title
    The Welfare Effects of Structural Change and Internal Migration in Tanzania
    Authors
    Akuffo Amankwah, Richmond Attah-Ankomah, Goodiel Charles Moshi, Rob Swinkels
    Description
    Policy Research Working Paper (PRWP) 10530
    DOI
    https://doi.org/10.1596/1813-9450-10530
    Authors
    Author Role Affiliation Email
    Akuffo Amankwah Corresponding author World Bank aamankwah@worldbank.org
    Richmond Attah-Ankomah Author University of Ghana
    Goodiel Charles Moshi Author University of Dodoma
    Rob Swinkels World Bank rswinkels@worldbank.org
    Date of production

    2023-07

    Scope and coverage

    Geographic locations
    Location Code
    Tanzania TZA
    Keywords
    structural change internal migration welfare cross-sector labor movement panel data Tanzania
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    I31 General Welfare, Well-Being I3 JEL Classifications
    O12 Microeconomic Analyses of Economic Development O1 JEL Classifications
    O55 Africa O5 JEL Classifications
    J21 Labor Force and Employment, Size, and Structure J2 JEL Classifications
    J61 Geographic Labor Mobility; Immigrant Workers J6 JEL Classifications
    4713 Labor Mobility WBG Topical Taxonomy
    477 Inclusive Growth WBG Topical Taxonomy

    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 Role Affiliation Email
    Akuffo Amankwah Corresponding author World Bank aamankwah@worldbank.org
    Reproducibility WBG World Bank reproducibility@worldbank.org

    Information on metadata

    Producers
    Name Abbreviation Affiliation Role
    San Martin LESM World Bank Junior Data Scientist
    Date of Production

    2023-09-06

    Document version

    1

    Citation

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