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PRWP

Reproducibility package for Early Learning in South Punjab, Pakistan: Investigating Child Development and Classroom Quality

2024
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Reference ID
RR_PAK_2024_120
DOI
https://doi.org/10.60572/349t-1f57
Author(s)
Jonathan Seiden, Amer Hasan, Diego Luna Bazaldua
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
May 06, 2024
Last modified
May 15, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    Learning Poverty in Pakistan for primary-school aged children is estimated to be as high as 78% but little data exists on early learning experiences. This paper describes the state of classroom quality in 1,395 classrooms and the child development status of 8,249 children in a representative sample of 894 public schools in South Punjab using two measurement tools. The Teach ECE classroom observation tool describes the structural and process quality features of classrooms and the Anchor Items for the Measurement of Early Childhood Development Direct Assessment (AIM-ECD DA) report on early learning and developmental outcomes of children aged 4-6 years old. The paper finds key gaps in the foundational skills of young children and areas for improvement both in the physical classroom and teaching practices. In examining relationships between teaching practices and ECD outcomes, we find a strong positive relationship across areas of process quality and domains of child development. Children studying in a high-quality classroom have outcomes that are equivalent to having been in school 9 months longer than similarly-aged children in an average quality classroom, suggesting that a sharper focus on teaching quality may improve child development outcomes and school readiness. We also find that, after accounting for teaching quality, degrees and certification are not associated with ECD outcomes, but that classes taught by female teachers have better ECD outcomes.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/134/download/359/README.pdf
    Reproducibility package (code only) for Early Learning in South Punjab, Pakistan: Investigating Child Development and Classroom Quality
    Title
    Reproducibility package (code only) for Early Learning in South Punjab, Pakistan: Investigating Child Development and Classroom Quality
    Date
    2024-04
    Dependencies
    R: pacman, psych, readxl, writexl, lavaan, tidyverse, readstata13. Stata: estout. Instructions to reproduce the reviewers' R environment using "renv" and RStudio are included in the README. Dependency files for Stata are included in the folder "dofiles/ado".
    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
    R
    Name
    R
    Version
    4.2.1
    Stata
    Name
    Stata
    Version
    17

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on two computers:
    • Computer 1:
    – OS: Windows 11 Enterprise
    – Processor: Intel(R) Core(TM) i5-1145G7 CPU @ 2.60GHz
    – Memory available: 15.7 GB
    – Software version: R 4.3.2; Stata 17
    • Computer 2:
    – OS: Windows 10 Enterprise
    – Processor:Intel(R) Core(TM) i7-8665U CPU @ 1.90GHz 2.11 GHz
    – Memory available: 15.8 GB
    – Software version: R 4.2.1; Stata 18

    Technology requirements

    Runtime: 8 minutes

    Data

    Datasets
    Punjab Multiple Indicator Cluster Survey (MICS) data merged with household data for the report "Fostering Early Childhood Development" by Tomlinson et al.
    Name
    Punjab Multiple Indicator Cluster Survey (MICS) data merged with household data for the report "Fostering Early Childhood Development" by Tomlinson et al.
    Note
    MICS contains data for monitoring social indicators related to the well-being of women and children. The dataset used is from the MICS 2017-2018 conducted in Punjab. MICS data is publicly available on the MICS website after registration (https://www.unicef.org/pakistan/reports/multiple-indicator-cluster-survey-2017-18-punjab). The dataset used is a modified version of the raw Punjab 2017-2018 MICS data that merged child-level indicators with household-level data. This data was used for the report "Fostering Early Childhood Development" by Tomlinson et al. (2023) and was provided by the authors of that report. File name: "ch_hl_hh.dta".
    Access policy
    Dataset is private. Replicators may contact the authors of "Fostering Early Childhood Development" (https://policycommons.net/artifacts/3742149/fostering-early-childhood-development-english/4548056/) by Tomlinson et al. (2023) for access.
    Punjab Human Capital Investment Project (PHCIP) school data
    Name
    Punjab Human Capital Investment Project (PHCIP) school data
    Note
    The dataset contains the full list of 3,400 schools part of the PCHIP and 900 schools indicated for the paper's sample along with additional school-level information. File name: "PHCIP 3400 Schools with Baseline Sample 900 Schools Tagged.xlsx".
    Access policy
    Dataset is private. Replicators may contact the Program Management and Implementation Unit of the School Education Department (Punjab, Pakistan) for access.
    South Punjab 2017 School Census from the Pakistan Bureau of Statistics (2017)
    Name
    South Punjab 2017 School Census from the Pakistan Bureau of Statistics (2017)
    Note
    The dataset contains an extract from Punjab census data listing only all primary-level schools in Punjab. File name: “dataset for HCI Districts having primary portion K-5 only.xlsx”.
    Access policy
    Dataset is private. Replicators may contact the Program Management and Implementation Unit of the School Education Department (Punjab, Pakistan) for access.
    Early Childhood Education Baseline Survey in South Punjab
    Name
    Early Childhood Education Baseline Survey in South Punjab
    Note
    The dataset contains child-level data on the Anchor Items for the Measurement of Child Development – Direct Assessment (AIM-ECD) and basic demographic information, classroom observations using the Teach ECE tool, and teacher-level data with basic demographic information. Data files: “Pak_Punjab2022_clean.dta” (students), “teach_labelled.dta” (classroom), “Module 6 -teacher dataset_d.dta” (teacher).
    Access policy
    Dataset is private. Replicators may contact the Program Management and Implementation Unit of the School Education Department (Punjab, Pakistan) for access.
    Data statement

    All data is confidential and has not been included in the package.

    Description

    Output
    Early Learning in South Punjab, Pakistan: Investigating Child Development and Classroom Quality
    Type
    Working paper
    Title
    Early Learning in South Punjab, Pakistan: Investigating Child Development and Classroom Quality
    Description
    Policy Research Working Paper (PRWP) WPS10764
    URL
    http://documents.worldbank.org/curated/en/099147405072416150
    DOI
    https://doi.org/10.1596/1813-9450-10764
    Authors
    Author Affiliation Email
    Jonathan Seiden Harvard Graduate School of Education and World Bank jseiden@worldbank.org
    Amer Hasan World Bank ahasan1@worldbank.org
    Diego Luna Bazaldua World Bank dlunabazaldua@worldbank.org
    Date of production

    2024-04

    Scope and coverage

    Geographic locations
    Location Code
    Pakistan PAK
    Keywords
    Early Childhood Development Classroom quality Pakistan pre-primary primary
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    I20 Education and Research Institutions - General I2 Journal of Economic Literature (JEL)
    I21 Analysis of Education I2 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
    Jonathan Seiden Harvard Graduate School of Education and World Bank jseiden@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

    2024-05-02

    Document version

    1

    Citation

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