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PRWP

Reproducibility package for Direct and Indirect Effects of Subsidized Dual Apprenticeships

2024
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Reference ID
RR_CIV_2024_107
DOI
https://doi.org/10.60572/hn8v-8x69
Author(s)
Bruno Crépon, Patrick Premand, Daniel Corredor Vallejo
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
May 31, 2024
Last modified
Aug 01, 2024
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    Public interventions in the apprenticeship market often aim to increase demand or returns. We set up a double-sided experiment with youth and firms to analyze subsidized dual apprenticeships that combine on-the-job and theoretical training. The intervention has the potential to relax financial constraints and make apprenticeship more attractive for youth by providing general skill training. We document a large increase in youth participation in apprenticeship, yet the inflow of apprentices induces little crowding-out of traditional apprentices in firms. The intervention leads to an increase in youth demand for apprenticeship, making it possible for firms to fill open apprenticeship positions. The subsidy compensates apprentices for low wages but does not alleviate financial constraints. Consistent with the dual training contributing to an increase in youth demand for apprenticeship, youth perform more complex tasks and have higher earnings four years after the start of the experiment.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/148/download/402/README.pdf
    Reproducibility package (data and code) for Direct and Indirect Effects of Subsidized Dual Apprenticeships
    Title
    Reproducibility package (data and code) for Direct and Indirect Effects of Subsidized Dual Apprenticeships
    Date
    2024-08
    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

    Reproducibility

    Technology environment

    Paper exhibits were reproduced in a computer with the following specifications:
    • OS: Windows 10 Enterprise, version 21H2
    • Processor: Intel(R) Xeon(R) Gold 6226R CPU @ 2.90GHz, 16 Core(s)
    • Memory available: 32 GB
    • Software version: Stata 18

    Technology requirements

    ~5 hours runtime

    Reproduction instructions

    Download all the data files listed below from the World Bank's Microdata Library.
    Edit the Master Do-file Code (line 37) to adjust the default path.
    Run the dofile to run all steps in sequence.

    Data

    Datasets
    Enterprise National Surveys in Côte d’Ivoire (2016)
    Name
    Enterprise National Surveys in Côte d’Ivoire (2016)
    Note
    Source: World Bank Enterprise Surveys. Located at: /Raw datasets/Enterprise survey/C-te-d-Ivoire-2016-full-data.dta Users must go to the following link, go to the "get microdata" tab and log in to the World Bank Enterprise Surveys and download the "C-te-d-Ivoire-2016-full-data.dta" file and save it in the "/Raw datasets/Enterprise survey" folder
    Access policy
    Public but does not allow republication. Publicly accessible through the World Bank's Microdata Library.
    Data URL
    https://microdata.worldbank.org/index.php/catalog/2830
    Firm Surveys: baseline and midline datasets
    Name
    Firm Surveys: baseline and midline datasets
    Note
    Firm baseline midline, and apprentice midline datasets for firms. Located at: /Raw datasets/Firms Users must go to the following link, go to the "get microdata" tab and log in and download the "Data in STATA14 Format" zip folder and save the following files in the "/Raw datasets/Firms" folder "f1_firm_baseline_raw_data.dta" "f2_firm_midline_raw_data.dta" "f3_apprentice_midline_raw_data.dta" "f4_trade_of_firms.dta"
    Access policy
    Public but does not allow republication. Publicly accessible through the World Bank's Microdata Library.
    Data URL
    https://microdata.worldbank.org/index.php/catalog/6268
    Youth surveys: baseline, midline, and endline datasets
    Name
    Youth surveys: baseline, midline, and endline datasets
    Note
    Firm baseline midline, and apprentice midline datasets for firms. Located at: /Raw datasets/Youth Users must go to the following link, go to the "get microdata" tab and log in and download the "Data in STATA14 Format" zip folder and save the following files in the "/Raw datasets/Youth" folder "y1_raw_youth_baseline.dta" "y2_raw_youth_midline.dta" "y3_raw_youth_endline.dta" "y4_employment_survey.dta" "y5_youth_starting_apprship.dta" "y6_program_costs.dta"
    Access policy
    Public but does not allow republication. Publicly accessible through the World Bank's Microdata Library.
    Data URL
    https://microdata.worldbank.org/index.php/catalog/6267
    Firm listing datasets (2021)
    Name
    Firm listing datasets (2021)
    Note
    Firm baseline midline, and apprentice midline datasets for firms. Located at: /Raw datasets/Listing Users must go to the following link, go to the "get microdata" tab and log in and download the "Data in STATA14 Format" zip folder and save the following files in the "/Raw datasets/Listing" folder "l1_listing_firm_data.dta" "l2_grid_visited_areas.dta"
    Access policy
    Public but does not allow republication. Publicly accessible through the World Bank's Microdata Library.
    Data URL
    https://microdata.worldbank.org/index.php/catalog/6269
    Data statement

    All the data used in this study is public but must be obtained through the World Bank's Microdata library.

    Description

    Output
    Direct and Indirect Effects of Subsidized Dual Apprenticeships
    Type
    Working Paper
    Title
    Direct and Indirect Effects of Subsidized Dual Apprenticeships
    Authors
    Patrick Premand, Bruno Crépon
    Description
    Policy Research Working Paper (PRWP)
    Authors
    Author Affiliation Email
    Bruno Crépon ENSAE Paris bruno.crepon@ensae.fr
    Patrick Premand World Bank ppremand@worldbank.org
    Daniel Corredor Vallejo World Bank dcorredorvallejo@worldbank.org
    Date of production

    2024-08

    Scope and coverage

    Geographic locations
    Location Code
    Côte d'Ivoire CIV
    Keywords
    Employment Apprenticeship Wage Subsidy Training Dual Training Demand for Training Direct and Indirect Effects Equilibrium Effects Micro and Small Enterprises Field experiment Africa
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    D22 Firm Behavior: Empirical Analysis D2 Journal of Economic Literature (JEL)
    J23 Labor Demand J2 Journal of Economic Literature (JEL)
    J24 Human Capital • Skills • Occupational Choice • Labor Productivity O2 Journal of Economic Literature (JEL)
    O12 Microeconomic Analyses of Economic Development O1 Journal of Economic Literature (JEL)
    C93 Field Experiments C9 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
    Patrick Premand World Bank ppremand@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

    2024-08-01

    Document version

    2

    Citation

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