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Reproducibility package for Data for Better Governance: Building Government Analytics Ecosystems in Latin America and the Caribbean

2024
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Reference ID
FR_LAC_2024_222
Author(s)
Daniel Rogger, Flavia Sacco Capurro, Juan Francisco Santini
Collections
Flagships and Reports
Metadata
JSON
Created on
Nov 07, 2024
Last modified
Feb 11, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Overview

    Abstract

    Governments in Latin America and the Caribbean face complex development challenges. The region is at substantial risk from slowing economic growth, inflation, and fiscal pressures, and its public sector is constrained by institutional weaknesses, including inefficient public spending and service delivery. Core functions of government, including human resources management and public financial management, require substantial improvements in their efficiency and effectiveness. Strengthening government functioning requires actionable diagnostics, based on granular, real-time information: for instance, data on recruitment practices to inform human resources management decisions, data on payment delays to improve procurement processes, and data on taxpayer compliance to design tax instruments. Governments can use administrative data that are specific to government functions to inform managerial decisions to improve those functions.
    Governments in Latin America and the Caribbean are well positioned to leverage data for better government. The region is a global pioneer in establishing management information systems (MISs): specialized systems that collect administrative data on specific functions of government, including human resources, procurement, service delivery, taxes, and more. These information systems gather granular, real-time data on core government functions, and these data can serve as a rich source of information on challenges and opportunities in these functions. However, the administrative data recorded in these information systems are often underutilized because of inadequate data quality and accessibility, as well as limited analytical capabilities within governments. By addressing these constraints, governments can use administrative data to improve the efficiency and effectiveness of each aspect of government functioning.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/209/download/634/README.pdf
    Reproducibility package (partial data and code) for Data for Better Governance: Building Government Analytics Ecosystems in Latin America and the Caribbean
    Title
    Reproducibility package (partial data and code) for Data for Better Governance: Building Government Analytics Ecosystems in Latin America and the Caribbean
    Date
    2024-11
    Dependencies
    All dependency files are stored in the ado folder.
    Notes
    Computational reproducibility verified by the 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
    18.0 MP
    Excel
    Name
    Excel
    Version
    Microsoft Excel for Microsoft 365 MSO

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 11 Enterprise
    • Processor: Intel(R) Xeon(R) Gold 6226R CPU @ 2.90GHz 2.90 GHz (2 processors)
    • Memory available: 16 GB
    • Software version: Stata version 18 MP

    Technology requirements

    ~10 minutes runtime

    Reproduction instructions

    To replicate the package follow these steps:

    1. Access Data:
      • Copy the publicly available CEPAL data into the appropriate Excel files to replicate Figure 1.1.
      • Government Officials Survey data is not yet public; an anonymized version will be made available through the World Bank Microdata Library.
    2. Update File Path:
      • Once the procurement survey data is available, update the file path in line 10 of the main .do file.
    3. Run Code:
      • Run the main .do file to generate all exhibits.
    4. Compare Outputs:
      • While the data is not yet publicly available, the package includes pre-generated outputs from the paper for comparison against the publication.

    For more details, please refer to the README file and the reproducibility report.

    Data

    Datasets
    CEPAL STAT
    Name
    CEPAL STAT
    Note
    Source: ECLAC - United Nations File Location: Excel/LAC Gov. Analytics Figure 1.1.xlsx To recreate the figures: 1. Follow the link provided below to access the required indicators. 2. Locate the indicators specified in the Excel file. 3. Replace the values in the "central gob data" sheet with the updated indicators. 4. Once the new values are pasted into the sheet, all formulas and figures in the file will update automatically.
    Access policy
    Data is public but does not allow republication. Data is available to download in the following link.
    License URL
    https://www.cepal.org/en/terminos-y-condiciones-sobre-el-uso-del-sitio-web-entre-la-cepal-y-el-usuario
    Data URL
    https://statistics.cepal.org/portal/databank/index.html?lang=en&indicator_id=1246&members=10675,10658,10697,10696,224
    2022 GovTech Maturity Index (GTMI)
    Name
    2022 GovTech Maturity Index (GTMI)
    Note
    Source: World Bank. File Location: Excel/LAC Gov. Analytics Figure 1.2a.xlsx, LAC Gov. Analytics Figure 1.2b.xlsx.
    Access policy
    Published with the package
    License
    Creative Commons Attribution 4.0
    License URL
    https://datacatalog.worldbank.org/int/public-licenses?fragment=cc
    Data URL
    https://datacatalog.worldbank.org/int/search/dataset/0037889/govtech-dataset
    Government Officials Survey - Latin America and the Caribbean
    Name
    Government Officials Survey - Latin America and the Caribbean
    Note
    The survey data was collected by the team under strict confidentiality agreements with the participating countries. It comprises responses to seven questionnaires, including six tailored to specific Management Information Systems (MIS)—EdMIS (Education), HealthMIS (Health), HRMIS (Human Resources), e-Procurement, PFMIS (Public Financial Management), and TaxMIS (Taxation)—as well as a "Capabilities Questionnaire" that focuses on government initiatives aimed at enhancing the analytical skills of public servants. Over 100 government officials participated in the survey, providing valuable insights from their respective sectors. The data is currently stored in the Data/Input directory. An anonymized version of this dataset will soon be made publicly available through the World Bank Microdata Library. For further details, please consult the accompanying README file.
    Access policy
    Data is not yet publicly available but is expected to be made available through the Microdata Library in the future.
    Data URL
    Forthcoming at https://microdata.worldbank.org/
    Data statement

    Some data is not yet publicly available but is expected to be made available through the Microdata Library in the future.

    Description

    Output
    Data for Better Governance: Building Government Analytics Ecosystems in Latin America and the Caribbean
    Type
    World Bank Reports & Flagships
    Title
    Data for Better Governance: Building Government Analytics Ecosystems in Latin America and the Caribbean
    Authors
    Chiara Casanova, Serena Cocciolo, Jorge de León Miranda, Galileu Kim, Timothy Lundy, Daniel Rogger, Flavia Sacco Capurro, and Juan Francisco Santini
    URL
    http://documents.worldbank.org/curated/en/099112524084036561/P18045416d9c7401e1b09c15b2d218d6628
    DOI
    https://doi.org/10.1596/978-1-4648-2159-2
    Authors
    Author Affiliation Email
    Daniel Rogger World Bank drogger@worldbank.org
    Flavia Sacco Capurro World Bank fsaccocapurro@worldbank.org
    Juan Francisco Santini World Bank jfsantini@worldbank.org
    Date of production

    2024-11

    Scope and coverage

    Geographic locations
    Location Code
    Latin America and the Caribbean LAC

    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
    Flavia Sacco Capurro World Bank fsaccocapurro@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

    2024-11-05

    Document version

    1

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