Reproducibility package for Building Human Capital Where It Matters: Homes, Neighborhoods, And Workplaces
Reference ID
FR_WLD_2026_570
Author(s)
Norbert Schady, Joana Silva, Alaka Holla
Collections
Metadata
Created on
Feb 09, 2026
Last modified
Mar 19, 2026
Overview
Abstract
The flagship report is structured around five chapters. Chapter 1 discusses why we should care about human capital, whether poor countries have increased their levels of human capital, and the importance of settings for human capital policy. Chapter 2 discusses human capital accumulation in the home. Chapter 3 discusses human capital accumulation in the neighborhood. Chapter 4 discusses human capital accumulation in the workplace. Chapter 5 discusses how to build more human capital at home, in neighborhoods, and at work.
Reproducibility Package
Scripts
File name
FR_WLD_2026_570
Zip package
FR_WLD_2026_570.zip
Title
Reproducibility package for Building Human Capital Where It Matters: Homes, Neighborhoods, And Workplaces
Date
2026-03
Dependencies
R dependencies are listed in the file renv.lock. Stata dependencies are listed in the ado folder.
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 |
Reproducibility
Technology environment
Paper exhibits were reproduced on a computer with the following specifications:
• OS: Windows 11 Enterprise
• Processor: INTEL(R) XEON(R) PLATINUM 8562Y+, 2800 Mhz, 8 Core(s), 8 Logical Processor(s)
• Memory available: 122 GB
Technology requirements
Runtime: 30 minutes.
Reproduction instructions
To reproduce the findings in this study, a new user needs to follow the next steps:
- Get access to the restricted/limited access data.
- Open the RStudio Project file (
./Human-Capital-Flagship-2025.Rproj) included in the repository. Alternatively, if you do not open the R Project, the working directory will still be set automatically using the.herefile included in the repository. - Restore the R package environment (important): This repository uses the {renv} package to manage R package versions and ensure full reproducibility. Before running any scripts, open
./master_flagship.Rand run line 24 once to restore the package environment:renv::restore() - Manually set the paths for Stata and R: The system-specific paths for Stata and R must be configured manually in the master R script
./master_flagship.R(lines 32 and 37) and in the Workplaces master.dofile./Workplaces/code/01_master_file.do(line 54). Update these to match your local installation locations. - Run the analysis: All results in the report can be reproduced by running the master R script
./master_flagship.R. Review theREADMEfiles in each chapter directory for specific instructions; the path setup for each chapter depends on the working directory of the master R-Script.
Note: Since a lot of the data is restricted or limited access, the results obtained by the replicators are included in the reproducibility package in the folderoutputsfor each chapter.
Data
Datasets
Name
World Development Indicators (WDI)
Note
Indicators downloaded July 2025. Includes GDP, poverty, labor force participation, population, stunting, GDP per capita, constant 2015 USD, log-transformed
Processed via raw_data_pull.R, but also included in the package, because the data might update, and this would change the results.
File location:
Chapter-1/data/wb_data_stocktaking.csv;
Chapter-1/data/wb_data_population.csv;
Chapter-1/data/wb_data_stunting.csv;
Chapter-1/data/wb_country_metadata.csv;
Homes/data/mics/auxiliar/pop_1723.dta;
Homes/data/mics/auxiliar/lny_2020.dta;
Interludes/data/auxiliar/pop_2024.dta.
Access policy
Data is publicly available and included in the reproducibility package.
License
Creative Commons Attribution 4.0 International License (CC BY 4.0)
License URL
https://www.worldbank.org/en/about/legal/terms-of-use-for-datasets
Data URL
https://datatopics.worldbank.org/world-development-indicators/
Citation
World Bank. (2025). "World Development Indicators" [dataset]. https://datatopics.worldbank.org/world-development-indicators. Accessed on July 2025.
Name
International Labour Organization (ILOSTAT)
Note
Labor force participation, employment structure, wage employment shares, and population size.
Processed via raw_data_pull.R, but also included in the package, because the data might update, and this would change the results.
File location: Chapter-1/data/ilo_education_work_data.csv;
Chapter-1/data/hci_onjob_trend_data.csv;
Chapter-1/data/lfp_modeled.dta;
Chapter-1/data/lfp_survey.dta;
Chapter-1/data/emp_structure_modeled.dta;
Chapter-1/data/emp_structure_survey.dta;
Chapter-1/data/pop_data_modeled.dta.
Access policy
Data is publicly available and included in the reproducibility package.
License
Creative Commons Attribution 4.0 International License (CC BY 4.0)
License URL
https://www.ilo.org/rights-and-permissions#data
Data URL
https://ilostat.ilo.org/
Citation
International Labour Organization. (2025). "ILOSTAT Database" [dataset]. https://ilostat.ilo.org. Accessed on July 2025.
Name
UNESCO Institute for Statistics (UIS)
Note
Net enrollment rates by income group (2024 classification).
File location: Chapter-1/data/ner_prim_inc2024.dta;
Chapter-1/data/ner_sec_inc2024.dta.
Access policy
Data is publicly available and included in the reproducibility package.
License
Creative Commons Attribution-ShareAlike 4.0 International license
License URL
https://databrowser.uis.unesco.org/terms-and-conditions
Data URL
https://databrowser.uis.unesco.org/
Citation
UNESCO Institute for Statistics. (2024). "UIS Data Centre" [dataset]. https://uis.unesco.org. Accessed on 2024.
Name
OECD Education Database
Note
Used for tertiary education indicators, integrated with WIDE data.
File location: Chapter-1/data/final_ter_WIDE_OECD_v1.dta.
Access policy
Data is publicly available and included in the reproducibility package.
License
Creative Commons Attribution 4.0 International License (CC BY 4.0)
License URL
https://www.oecd.org/en/about/terms-conditions.html
Data URL
https://data-explorer.oecd.org/
Citation
OECD. (2024). "OECD Education Database" [dataset]. https://data-explorer.oecd.org/. Accessed on 2024.
Name
World Inequality Database on Education (WIDE)
Note
Tertiary completion rates (ages 18–24) based on harmonized household surveys.
File location: Chapter-1/data/tertiary_18to24_data.dta.
Access policy
Data is publicly available and included in the reproducibility package.
License
WIDE Terms and Conditions
License URL
https://www.education-inequalities.org/terms-and-conditions
Data URL
https://www.education-inequalities.org/
Citation
UNESCO. (2024). "World Inequality Database on Education (WIDE)" [dataset]. https://www.education-inequalities.org. Accessed on 2024.
Name
NCD-RisC Human Height Data (via Our World in Data)
Note
Adult height by birth cohort (1966–1996).
Processed via raw_data_pull.R, but also included in the package, because the data might update, and this would change the results.
File location: Chapter-1/data/height_trend_data.csv;
Chapter-1/data/height_data.csv.
Access policy
Data is publicly available and included in the reproducibility package.
License
Creative Commons Attribution 4.0 International License (CC BY 4.0)
License URL
https://creativecommons.org/licenses/by/4.0/
Data URL
https://ourworldindata.org/human-height
Citation
NCD Risk Factor Collaboration. (2017). "Human Height Data" [dataset]. Processed by Our World in Data. https://ourworldindata.org/human-height. Accessed on 2025.
Name
Harmonized Learning Outcomes (HLO) Database
Note
Harmonized international and regional assessments (2010–2020), gender-disaggregated.
File location: Chapter-1/data/hlo_2025_new_educgp.dta;
Chapter-1/data/eys_lays_2015_hlo_2020_gender.dta.
Access policy
Data is publicly available and included in the reproducibility package.
License
Creative Commons Attribution 4.0 International License (CC BY 4.0)
License URL
https://datacatalog.worldbank.org/int/public-licenses?fragment=cc
Data URL
https://datacatalog.worldbank.org/search/dataset/0038001/Harmonized-Learning-Outcomes--HLO--Database
Citation
World Bank. (2025). "Harmonized Learning Outcomes (HLO) Database" [dataset]. https://datacatalog.worldbank.org/search/dataset/0038001/Harmonized-Learning-Outcomes--HLO--Database
Name
Crosswalk between ISO3C codes and UN GeoAreaCodes
Note
Constructed dataset mapping ISO3C country codes to UN GeoAreaCodes.
File location: Chapter-1/data/iso_codes.csv.
Access policy
Data is publicly available and included in the reproducibility package.
Citation
World Bank. (2025). "Crosswalk between ISO3C codes and UN GeoAreaCodes" [dataset]. World Bank staff analysis.
Name
World Bank Country and Lending Groups
Note
Historical country income classification data, downloaded July 2025.
File location: Chapter-1/data/OGHIST_2025_07_01.xlsx.
Access policy
Data is publicly available and included in the reproducibility package.
License
Creative Commons Attribution 4.0 International License (CC BY 4.0)
License URL
https://creativecommons.org/licenses/by/4.0/
Data URL
https://datahelpdesk.worldbank.org/knowledgebase/articles/906519-world-bank-country-and-lending-groups
Citation
World Bank. (2025). "World Bank Country and Lending Groups" [dataset]. https://datahelpdesk.worldbank.org/knowledgebase/articles/906519-world-bank-country-and-lending-groups. Accessed on July 2025.
Name
China Family Panel Studies (CFPS)
Note
Used to identify left-behind status of children in rural China, household annual income, vocabulary and math test scores, and reported depression; and for China travel time calculations (Figure 3.3).
Access requires registration at the CFPS website.
File location: Homes/data/cfps/panel_data.dta;
Interludes/data/CHN_comp.dta.zip;
Neighborhoods/data/Time travel/China_Data/CFPS/China.dta.
Access policy
Data access requires purchase or human approval and is not included in the reproducibility package.
License
CFPS Terms and Conditions
License URL
https://cfpsdata.pku.edu.cn/#/home
Data URL
https://www.isss.pku.edu.cn/cfps/en/
Citation
Institute of Social Science Survey, Peking University. (2020). "China Family Panel Studies (CFPS)" [dataset]. https://www.isss.pku.edu.cn/cfps/en.
Name
Multiple Indicator Cluster Surveys (MICS)
Note
This analysis utilizes the UNICEF Multiple Indicator Cluster Survey (MICS) program, using the latest available Round 5 or 6 for each country.
The study incorporates five core modules:
HH (Household);
HL (Household Members);
CH (Children <5);
FS (Children 5–17);
WM (Women 15–49);
Input Directory: Raw survey .zip files must be placed in Homes/data/mics/raw/MICS_5/ or MICS_6/ as appropriate.
The specific surveys required are listed in the data_hash_report.csv provided in the reproducibility package.
The script 11_MICS_SPSS.do handles the unzipping and organization of these files into their final analysis folders.
Access policy
Data is publicly available but does not allow republication and is not included in the reproducibility package.
License
Copyright UNICEF
License URL
https://www.unicef.org/legal#copyright
Data URL
https://mics.unicef.org/
Citation
UNICEF. (2023). "Multiple Indicator Cluster Surveys (MICS)" [dataset]. https://mics.unicef.org.
Name
Young Lives Study (YL)
Note
Longitudinal study of childhood poverty (University of Oxford). Used to track vocabulary and math skill development over time by maternal education level.
Access requires registration at the Young Lives website.
File location: Homes/data/yl/YL_Pctl.dta processed using 01_Marge_CrossCountry.do.
Interludes/data/yl/arrow_data_yl.dta.
Neighborhoods/data/Time travel/Young Lives/Data/YL_SCH.dta.
Access policy
Data is publicly available but does not allow republication and is not included in the reproducibility package.
License
Young Lives Study Copyright
License URL
https://www.younglives.org.uk/use-our-data
Data URL
https://www.younglives.org.uk/use-our-data
Citation
University of Oxford. (2023). "Young Lives Study" [dataset]. https://www.younglives.org.uk/use-our-data.
Name
Service Delivery Indicators (SDI)
Note
Compiled by the authors; used for health facility distance data (Figure 3.3).
Access policy
Data is publicly available and included in the reproducibility package.
Data URL
https://www.worldbank.org/en/programs/service-delivery-indicators/about-sdi
Citation
World Bank. (2018). "Service Delivery Indicators (SDI)" [dataset]. https://www.worldbank.org/en/programs/service-delivery-indicators/about-sdi.
Name
Basic Education Assessment System (SAEB) microdata
Note
Compiled by the authors; used for Brazil school travel time data (Figure 3.3).
Access policy
Data is included in the reproducibility package.
Data URL
https://www.gov.br/inep/pt-br/acesso-a-informacao/dados-abertos/microdados/saeb
Citation
Brazil's National Institute for Educational Studies and Research Anísio Teixeira (INEP). (2019). "Basic Education Assessment System (SAEB) Microdata" [dataset]. https://www.gov.br/inep/pt-br/acesso-a-informacao/dados-abertos/microdados/saeb.
Name
Living Standards Measurement Study–Integrated Surveys on Agriculture (LSMS-ISA)
Note
Compiled by the authors and used for Burkina Faso and Tanzania travel time data (Figure 3.3).
Microdata used for agricultural productivity and income analysis (Figure 4.3). Survey waves and countries are listed in the chapter README. The harmonized panel can be constructed using the repository cited in Bentze & Wollburg (2025). Raw microdata and cleaned files are not included because access requires user registration.
File location: Workplaces/data/self_micro_ag_income*.dta (derived outputs only).
Access policy
Data is included in the reproducibility package.
Data URL
https://www.worldbank.org/en/programs/lsms/initiatives/lsms-ISA
Citation
World Bank. (2023). "Living Standards Measurement Study – Integrated Surveys on Agriculture (LSMS-ISA)" [dataset]. https://www.worldbank.org/en/programs/lsms/initiatives/lsms-ISA.
Name
Intergenerational Mobility in the Land of Inequality
Note
Original author compilation used for Figure 3.2 (neighborhood poverty in childhood and outcomes in adulthood in Brazil).
File location: Neighborhoods/data/Neigh_charact/Fig_Brazil_Britto.csv.
Access policy
Data is included in the reproducibility package.
Data URL
https://cepr.org/voxeu/columns/intergenerational-mobility-land-inequality-case-brazil
Citation
Britto, D. G. C., Fonseca, A., Pinotti, P., Sampaio, B., & Warwar, L. (2025). "Intergenerational mobility in the land of inequality" [dataset]. https://cepr.org/voxeu/columns/intergenerational-mobility-land-inequality-case-brazil.
Name
San Salvador Gang Control Data
Note
Used for Figure 3.6 (violence is often local). Underlying data are proprietary and not publicly available. A reproducibility package with data construction procedures is available on Zenodo.
File location: Neighborhoods/data/San_Salvador_Gang_Control/Fig_San_Salvador_Gang_Reg_Discont.csv;
Neighborhoods/data/Fig_San_Salvador_Gang_Reg_Discont_CIs.csv;
Neighborhoods/data/Fig_San_Salvador_Gang_Reg_Discont_CIs_UTF8.csv.
Access policy
Data access was granted directly to the study authors by the data 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://onlinelibrary.wiley.com/doi/full/10.3982/ECTA21305
Citation
Melnikov, N., Schmidt-Padilla, C., & Sviatschi, M. M. (2025). "Gangs, labor mobility, and development" [dataset]. Econometrica. https://onlinelibrary.wiley.com/doi/full/10.3982/ECTA21305. Reproducibility package: https://zenodo.org/records/15665042.
Name
Variance Quality Data – Andrabi et al. (2025) and Das et al. (2022)
Note
Adapted from two studies for Figure 3.4 (school and health care quality variation). Andrabi et al. (2025) used for Pakistan school quality; Das et al. (2022) used for India health care quality.
File location: Neighborhoods/data/Variance_Quality/Fig_healthcare_quality_India.csv;
Neighborhoods/data/Fig_school_quality_Pakistan.csv.
Access policy
Data is publicly available and included in the reproducibility package.
Data URL
https://www.aeaweb.org/articles?id=10.1257/aer.20221422
Citation
Andrabi, T., Bau, N., Das, J., & Khwaja, A. I. (2025). "Heterogeneity in school value added and the private premium" [dataset]. American Economic Review. https://www.aeaweb.org/articles?id=10.1257/aer.20221422; Das, J., Daniels, B., Ashok, M., Shim, E. Y., & Muralidharan, K. (2022). "Two Indias: The structure of primary health care markets in rural Indian villages with implications for policy" [dataset]. Social Science & Medicine. https://www.sciencedirect.com/science/article/pii/S0277953620300186.
Name
World Economic Outlook (WEO)
Note
Used for travel time macro context (Figure 3.3).
Files location: Neighborhoods/data/Time travel/weo_data2.dta.
Workplaces/data/weo_data.dta; Workplaces/data/7_gdp.dta.
Access policy
Data is publicly available and included in the reproducibility package.
License
The Use of IMF Data
License URL
https://www.imf.org/en/about/copyright-and-terms
Data URL
https://www.imf.org/en/Publications/WEO
Citation
International Monetary Fund. (2024). "World Economic Outlook (WEO)" [dataset]. https://www.imf.org/en/Publications/WEO.
Name
ILO Labour Force Statistics (LFS)
Note
Employment by sex, age, and employment status; establishment size; and NEET indicators. Used for figures 4.2 and 4.6.
Files location: Workplaces/data/3_emp_sex_age_observed.zip;
Workplaces/data/data/3_unemp_sex_age.zip
Access policy
Data is publicly available and included in the reproducibility package.
License
ILO Rights and permissions
License URL
https://www.ilo.org/rights-and-permissions
Data URL
https://ilostat.ilo.org/methods/concepts-and-definitions/description-labour-force-statistics/
Citation
International Labour Organization. (2025). "Labour Force Statistics (LFS)" [dataset]. https://ilostat.ilo.org/methods/concepts-and-definitions/description-labour-force-statistics/
Name
ILO Modelled Estimates (ILOEST Database)
Note
Modelled labour force, employment, and working-age population series (July/November 2024 releases). Used for figures 4.2 and 4.6.
Access policy
Data is publicly available and included in the reproducibility package.
License
ILO Rights and permissions
License URL
https://www.ilo.org/rights-and-permissions
Data URL
https://ilostat.ilo.org/methods/concepts-and-definitions/ilo-modelled-estimates/
Citation
International Labour Organization. (2024). "ILO Modelled Estimates (ILOEST)" [dataset]. https://ilostat.ilo.org/methods/concepts-and-definitions/ilo-modelled-estimates/
Name
World Bank Enterprise Surveys (WBES)
Note
Country-level statistics on access to firm-sponsored training.
Used for figure 4.7.
File location: Workplaces/data/training_data.xlsx.
Access policy
Data access requires purchase or human approval and is not included in the reproducibility package.
License
World Bank Enterprise Surveys (WBES) Data Access Protocol
License URL
https://login.enterprisesurveys.org/content/sites/financeandprivatesector/en/terms.html
Data URL
https://www.enterprisesurveys.org/en/enterprisesurveys
Citation
World Bank. (2023). "Enterprise Surveys" [dataset]. https://www.enterprisesurveys.org/en/enterprisesurveys.
Name
Socio-Economic Database for Latin America and the Caribbean (SEDLAC)
Note
Harmonized socio-economic statistics from household surveys across LAC.
Used to create summary statistics and regression coefficients, and Figure 1.5. Cleaning code is included in the package (Workplaces/code/clean_lfs/SEDLAC/). Original data is not included, but the processed data is included in the files mentioned. Data is available for World Bank Staff and can be obtained through datalibweb after requesting access to the datasets.
File location: Workplaces/data/self_micro_ag_income.dta;
Workplaces/data/Retexp_clean_cn_const.dta;
Chapter-1/data/baseline_estimates_10_years.dta.
Access policy
Data access requires purchase or human approval and is not included in the reproducibility package.
Data URL
https://www.cedlas.econo.unlp.edu.ar/wp/en/estadisticas/sedlac/
Citation
CEDLAS & World Bank. (2023). "Socio-Economic Database for Latin America and the Caribbean (SEDLAC)" [dataset]. https://www.cedlas.econo.unlp.edu.ar/wp/en/estadisticas/sedlac.
Name
Global Labor Database (GLD)
Note
World Bank harmonized labor force and household survey database.
Used to create summary statistics and regression coefficients, and Figure 1.5. Cleaning code is included in the package (Workplaces/code/clean_lfs/GLD/). Original data is not included, but the processed data is included in the files mentioned. Data is available for World Bank Staff.
File location: Workplaces/data/self_micro_ag_income.dta;
Workplaces/data/Retexp_clean_cn_const.dta;
Chapter-1/data/baseline_estimates_10_years.dta.
Access policy
Data access was granted directly to the study authors by the data owners. 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://worldbank.github.io/gld/Support/A%20-%20Guides%20and%20Documentation/GLD%20Manual%20Files/Introduction%20to%20the%20GLD.html
Citation
World Bank. (2023). "Global Labor Database (GLD)" [dataset]. https://worldbank.github.io/gld/Support/A%20-%20Guides%20and%20Documentation/GLD%20Manual%20Files/Introduction%20to%20the%20GLD.html.
Name
International Income Distribution Database (I2D2)
Note
World Bank harmonized household survey database. Used to create summary statistics and regression coefficients, and Figure 1.5.
File location: Workplaces/data/self_micro_ag_income.dta; Workplaces/data/Retexp_clean_cn_const.dta (derived outputs only).
Cleaning code is included in the package (Workplaces/code/clean_lfs/I2D2/).
File location: Workplaces/data/self_micro_ag_income.dta;
Workplaces/data/Retexp_clean_cn_const.dta;
Chapter-1/data/baseline_estimates_10_years.dta.
Access policy
Data access was granted directly to the study authors by the data owners. 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://worldbank.github.io/gld/Support/A%20-%20Guides%20and%20Documentation/GLD%20Manual%20Files/Introduction%20to%20the%20GLD.html
Citation
World Bank. (2023). "International Income Distribution Database (I2D2)" [dataset]. https://worldbank.github.io/gld/Support/A%20-%20Guides%20and%20Documentation/GLD%20Manual%20Files/Introduction%20to%20the%20GLD.html.
Name
Relação Anual de Informações Sociais (RAIS)
Note
Brazilian administrative employer–employee data covering 2004–2017. Tracks all formal employment relationships in Brazil. Used to produce
Figure I3.2. Processing code available in repository (Interludes/code/misc_int3/11_Brazil_rais_data_cleaning.do; 12_Brazil_data_prep_panel.do).
Both raw and processed data are confidential and not included in this package.
Access policy
Data access was granted directly to the study authors by the data owners. It was obtained under a custom data license that does not allow redistribution, and it is not included in the reproducibility package.
License
Custom License
Data URL
https://acesso.mte.gov.br/portal-pdet/o-pdet/portifolio-de-produtos/bases-de-dados.htm
Citation
Brazilian Ministry of Labor. (2017). "Relação Anual de Informações Sociais (RAIS)" [dataset]. https://acesso.mte.gov.br/portal-pdet/o-pdet/portifolio-de-produtos/bases-de-dados.htm.
Name
Consumer Pyramids Household Survey (CPHS)
Note
Large-scale nationally representative panel survey of Indian households by CMIE. Used to analyze returns to experience during self-employment and wage employment in India (Figure I3.1).
File location: Interludes/data/people_of_india_labor_comp_17_18.dta.zip;
Interludes/data/people_of_india_labor_comp_19_20.dta.zip;
Interludes/data/people_of_india_labor_comp_21_22.dta.zip.
Access policy
Data access requires purchase or human approval and is not included in the reproducibility package.
Data URL
https://www.cmie.com/kommon/bin/sr.php?kall=wproducts&tabno=7010&prd=cpdx&portal_code=030030060010000000000000000000000000000000000
Citation
Centre for Monitoring Indian Economy (CMIE). (2022). "Consumer Pyramids Household Survey (CPHS)" [dataset]. https://www.cmie.com/kommon/bin/sr.php?kall=wproducts&tabno=7010&prd=cpdx&portal_code=030030060010000000000000000000000000000000000.
Name
World Values Survey (WVS) – Wave 7
Note
Wave 7 covers 64 countries, conducted 2017–2022.
Question 28 used to assess public attitudes toward mothers of young children participating in the labor force (Figure I2.1).
File location: Interludes/data/wvs/WVS_Q28.dta.
Access policy
Data is publicly available but does not allow republication and is not included in the reproducibility package.
Data URL
https://www.worldvaluessurvey.org/wvs.jsp
Citation
World Values Survey Association. (2022). "World Values Survey Wave 7" [dataset]. https://www.worldvaluessurvey.org/wvs.jsp.
Name
Childcare Interventions: A Systematic Review (Evans, Jakiela & Mendez Acosta, 2024)
Note
Analyzes results of 71 experimental and quasi-experimental studies from 33 LMICs including children development outcomes (2005 onwards). Used for Figure I2.2.
File location: Interludes/data/FigI22.xlsx. Detailed data available in the paper's online appendix at https://www.aeaweb.org/content/file?id=20726.
Access policy
Data is included in the reproducibility package.
Data URL
https://pubs.aeaweb.org/doi/pdfplus/10.1257/pandp.20241015
Citation
Evans, D. K., Jakiela, P., & Mendez Acosta, A. (2024). "The Impacts of Childcare Interventions on Children's Outcomes in Low- and Middle-Income Countries: A Systematic Review" [dataset]. AEA Papers and Proceedings, 114, 463–466. https://pubs.aeaweb.org/doi/pdfplus/10.1257/pandp.20241015. Online appendix: https://www.aeaweb.org/content/file?id=20726.
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
Type
Flagships & Reports
Title
Building Human Capital Where It Matters: Homes, Neighborhoods, And Workplaces
URL
https://www.worldbank.org/en/publication/human-capital-report
Authors
| Author | Affiliation | |
|---|---|---|
| Norbert Schady | World Bank | nschady@worldbank.org |
| Joana Silva | World Bank | jsilva@worldbank.org |
| Alaka Holla | World Bank | aholla@worldbank.org |
Date of production
2026-03-10
Scope and coverage
Geographic locations
| Location | Code |
|---|---|
| World | WLD |
Keywords
Human Capital
Education
Health
Jobs
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 | |
|---|---|---|
| Norbert Schady | World Bank | nschady@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
2026-03-10
Document version
1