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PRWP

Reproducibility package for From Access to Achievement: The Primary-School-Age Impacts of an At-Scale Preschool Construction Program in Highly Deprived Communities

2024
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Reference ID
RR_MOZ_2024_138
DOI
https://doi.org/10.60572/9z7s-jb78
Author(s)
Marina Bassi, Bruno Besbas, Lelys Dinarte-Diaz, Saravana Ravindran, Ana Reynoso
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Jun 11, 2024
Last modified
Mar 27, 2025
  • Project Description
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  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    Using a randomized control trial, this paper studies an at-scale preschool construction program which serves disadvantaged poor communities in rural Mozambique. Complementing the construction of preschools, the program hired local instructors and provided parenting education sessions. We find that the program showed high take up rates, significantly increasing access to preschool education. Relative to a small base of 2% of children in control communities enrolled in preschool, the intervention raised preschool enrollment rates in treated communities by 73 percentage points. The program also had significant positive effects on enrollment in and progression through primary school, with a 6 percentage points increase in enrollment in first grade at age 6, and a 0.16 standard deviation impact on an index of cognitive and social-emotional skills. Using machine learning tools, we estimate substantial heterogeneity by child development skills at baseline. Moreover, the program caused parents in treated communities to invest more time in supporting their primary-school-aged children and showed statistically significant impacts on siblings’ preschool attendance.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/153/download/418/README.pdf
    Reproducibility package (data and code) for From Access to Achievement: The Primary-School-Age Impacts of an At-Scale Preschool Construction Program in Highly Deprived Communities
    Title
    Reproducibility package (data and code) for From Access to Achievement: The Primary-School-Age Impacts of an At-Scale Preschool Construction Program in Highly Deprived Communities
    Date
    2024-05
    Dependencies
    All dependencies are stored in the ado folder in this reproducibility package.
    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 on a computer with the following specifications:
    – OS: Windows 11 Enterprise
    – Processor: Intel(R) Core(TM) i5-1145G7 CPU @ 2.60GHz
    – Memory available: 15.7 GB
    – Software version: Stata version 18

    Technology requirements

    ~8 minutes runtime as currently set up
    ~9 hours runtime when changing the number of iterations as explained in the Main do file.

    Reproduction instructions

    To successfully replicate this package, new users should follow these steps:

    1. Navigate to the links provided in the data section, download the necessary files, and save them in the "data" folder.
    2. Edit the file paths in the main .do file to reflect the locations on your system.
    3. Execute the 00_Main.do script.
    4. If you aim to fully replicate the findings, including the Westfall and Young (1993) p-values, modify the number of iterations specified in lines 47 and 48 of the script. Note that while the current code setup reproduces all the coefficients, adjustments are needed for these p-values in some tables, as detailed in the reproducibility report.

    Data

    Datasets
    Scaled-up Early Childhood Development Activities in Rural Mozambique Impact Evaluation 2016, Baseline Survey
    Name
    Scaled-up Early Childhood Development Activities in Rural Mozambique Impact Evaluation 2016, Baseline Survey
    Note
    Source: World Bank. Users must go to the following link, download the listed files, rename them and put the files in the correct folder. Located at: data/data_BL.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/3418
    Impact Evaluation of Scaled-up Early Childhood Development Activities in Rural Mozambique 2019, Endline Survey
    Name
    Impact Evaluation of Scaled-up Early Childhood Development Activities in Rural Mozambique 2019, Endline Survey
    Note
    Source: World Bank. Users must go to the following link, download the listed files, rename them and put the files in the correct folder. Located at: data/data_EL.dta, data/data_labor_wealth_EL.dta, data/dframe_indices.dta, and data/DICIPE Endline Escolinha.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/4021
    Data statement

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

    Description

    Output
    From Access to Achievement: The Primary-School-Age Impacts of an At-Scale Preschool Construction Program in Highly Deprived Communities
    Type
    Working Paper
    Title
    From Access to Achievement: The Primary-School-Age Impacts of an At-Scale Preschool Construction Program in Highly Deprived Communities
    Authors
    Marina Bassi, Bruno Besbas, Lelys Dinarte-Diaz, Saravana Ravindran, Ana Reynoso
    Description
    Policy Research Working Paper (PRWP) WPS10814
    URL
    http://documents.worldbank.org/curated/en/099344206242420709
    DOI
    https://doi.org/10.1596/1813-9450-10814
    Authors
    Author Affiliation Email
    Marina Bassi World Bank mbassi@worldbank.org
    Bruno Besbas bruno.besbas@protonmail.com
    Lelys Dinarte-Diaz World Bank ldinartediaz@worldbank.org
    Saravana Ravindran Lee Kuan Yew School of Public Policy, National University of Singapore saravana@nus.edu.sg
    Ana Reynoso University of Michigan areynoso@umich.edu
    Date of production

    2024-06

    Scope and coverage

    Geographic locations
    Location Code
    Mozambique MOZ
    Keywords
    Early childhood development public-private partnership Mozambique
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    I24 Education and Inequality I2 Journal of Economic Literature (JEL)
    J13 Fertility • Family Planning • Child Care • Children • Youth J1 Journal of Economic Literature (JEL)
    L32 Public Enterprises • Public-Private Enterprises L3 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
    Lelys Dinarte-Diaz World Bank ldinartediaz@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

    2024-06-10

    Document version

    1

    Citation

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