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PRWP

Reproducibility package for The Effects Of Regulatory Information Systems On Credit Allocation: Evidence From Brazil’s Rural Credit Bureau

2026
Get Reproducibility Package
Reference ID
RR_BRA_2025_508
DOI
https://doi.org/10.60572/wxte-n647
Author(s)
Alvaro Pedraza, Faruk Miguel, Lucas Dos Santos, Claudia Ruiz-Ortega, Silvio Arduini, Claudio Moreira, Paulo Sampaio
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Feb 12, 2026
Last modified
Feb 12, 2026
  • Project Description
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  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
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  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    This paper studies how improvements in regulatory information systems affect credit allocation in rural financial markets. In 2021, the Central Bank of Brazil introduced major enhancements to the Rural Credit Bureau, first by integrating geospatial data on borrowers’ plots with national environmental and social compliance registries, and then by automating real-time verification of credit applications. These reforms simultaneously increased the information available to financial institutions and established a centralized second line of defense that blocks non-compliant credit operations. Using municipality-level data, we find that after the improvement in regulatory information, credit growth slowed in areas with larger shares of protected land, particularly among cooperatives and public banks. The effect is consistent across regions and biomes, indicating the operation of a uniform national enforcement mechanism. We rule out confounding policy changes and show that the results are not driven by shifts in credit demand or bank risk exposure. The findings suggest that combining improved data integration with real-time monitoring can strengthen environmental enforcement by redirecting financial flows away from high-risk areas without broadly constraining access to rural credit.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/470/download/1340/README.pdf
    Reproducibility package for The Effects Of Regulatory Information Systems On Credit Allocation: Evidence From Brazil’s Rural Credit Bureau
    File name
    RR_BRA_2025_508
    Zip package
    RR_BRA_2025_508.zip
    Title
    Reproducibility package for The Effects Of Regulatory Information Systems On Credit Allocation: Evidence From Brazil’s Rural Credit Bureau
    Date
    2026-02
    Dependencies
    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
    Software
    Stata
    Name
    Stata
    Version
    19.5 MP
    Python
    Name
    Python
    Version
    3.12.4
    QGIS
    Name
    QGIS
    Version
    3.38.1

    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
    • Memory available: 32.0 GB

    Technology requirements

    Runtime: 45 minutes

    Reproduction instructions

    Once users have access to all required datasets, the findings of the paper can be reproduced by following the steps below.

    1. Update the file paths in the 0_master_dataset.do do-file and run the script. This step requires access to all raw data sources and is intended to be run only by users with full data access.
    2. Update the file paths in the 1_create_data.do do-file and run the script. Users without access to the raw data may begin from this step, using the intermediate datasets included in the replication package.
    3. Update the file paths in the 2_analysis.do do-file and run the script.
    4. Update the file paths in the QGIS_Figure2.py script and run the script to reproduce Figure 2.

    Data

    Datasets
    Microdados do Sistema de Operações do Crédito Rural e do Proagro (SICOR)
    Name
    Microdados do Sistema de Operações do Crédito Rural e do Proagro (SICOR)
    Note
    Source: Central Bank of Brazil Data was accessed on June 1st, 2025. Files location: "Raw data\source files" File names: Programa.csv; Subprogramas.csv; FonteRecursos.csv; Empreendimento.csv; SICOR_LISTA_IFS.csv; SICOR_OPERACAO_BASICA_ESTADO_2013.csv; SICOR_OPERACAO_BASICA_ESTADO_2014.csv; SICOR_OPERACAO_BASICA_ESTADO_2015.csv; SICOR_OPERACAO_BASICA_ESTADO_2016.csv; SICOR_OPERACAO_BASICA_ESTADO_2017.csv; SICOR_OPERACAO_BASICA_ESTADO_2018.csv; SICOR_OPERACAO_BASICA_ESTADO_2019.csv; SICOR_OPERACAO_BASICA_ESTADO_2020.csv; SICOR_OPERACAO_BASICA_ESTADO_2021.csv; SICOR_OPERACAO_BASICA_ESTADO_2022.csv; SICOR_OPERACAO_BASICA_ESTADO_2023.csv; SICOR_OPERACAO_BASICA_ESTADO_2024.csv.
    Access policy
    Open data: Data is publicly available and but not included in the reproducibility package due to size constraints. Details on how to access the data are available in the README.
    Data URL
    https://www.bcb.gov.br/estabilidadefinanceira/tabelas-credito-rural-proagro
    Citation
    Central Bank of Brazil. (n.d.). Microdados do Sistema de Operações do Crédito Rural e do Proagro (SICOR) [Dataset]. Retrieved from https://www.bcb.gov.br/estabilidadefinanceira/tabelas-credito-rural-proagro. Accessed on June 1st, 2025.
    Biomes per municipality
    Name
    Biomes per municipality
    Note
    Source: Compiled by the authors using data from the Brazilian Institute of Geography and Statistics – IBGE. pp. 18-37. Data was accessed on June 1st, 2025. File name: "Raw data\source files\biomes.dta"
    Access policy
    Data is publicly available and included in the reproducibility package.
    Data URL
    https://biblioteca.ibge.gov.br/visualizacao/livros/liv102097.pdf
    Citation
    Brazilian Institute of Geography and Statistics (IBGE). (2024). Lista dos Municípios localizados em mais de um Bioma (Interbiomas) no Brasil - 2024 (pp. 18–37) in Bioma Predominante por Município para Fins Estatísticos [PDF]. Retrieved June 1, 2025, from https://biblioteca.ibge.gov.br/visualizacao/livros/liv102097.pdf.
    Share of protected land
    Name
    Share of protected land
    Note
    Source: Compiled by the authors in QGIS using the following datasets: municipal shapefiles from the Brazilian Institute of Geography and Statistics (IBGE); conservation units from the Ministry of the Environment and Climate Change; Indigenous lands from the National Foundation for Indigenous Peoples (FUNAI); and Quilombola settlements from the National Institute for Colonization and Agrarian Reform (INCRA). Additional details are provided in the README and in “Protected area methodology.docx.” Source data was accessed on June 1st, 2025. Files location: "Raw data\source files" Files name: protected_share_by_year.csv and border_dummies.csv.
    Access policy
    Data is publicly available and included in the reproducibility package.
    Citation
    World Bank. (2025). Share of Protected Land [dataset].
    Data statement

    Data is publicly available but not all is included in the reproducibility package due to file size constraints.

    Description

    Output
    The Effects Of Regulatory Information Systems On Credit Allocation: Evidence From Brazil’s Rural Credit Bureau
    Type
    Working Paper
    Title
    The Effects Of Regulatory Information Systems On Credit Allocation: Evidence From Brazil’s Rural Credit Bureau
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Alvaro Pedraza World Bank apedrazamorales@worldbank.org
    Faruk Miguel World Bank fmiguelliriano@worldbank.org
    Lucas Dos Santos World Bank lsoaresdossantos@worldbank.org
    Claudia Ruiz-Ortega World Bank cruizortega@worldbank.org
    Silvio Arduini Banco Central do Brasil silvio.arduini@bcb.gov.br
    Claudio Moreira Banco Central do Brasil claudio.filgueiras@bcb.gov.br
    Paulo Sampaio Banco Central do Brasil sampaio@bcb.gov.br
    Date of production

    2026-02-06

    Scope and coverage

    Geographic locations
    Location Code
    Brazil BRA
    Keywords
    Environmental Compliance Rural Credit Geospatial Data Integration Sustainable Finance
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    G28 Government Policy and Regulation G2 Journal of Economic Literature (JEL)
    O13 Agriculture • Natural Resources • Energy • Environment • Other Primary Products O1 Journal of Economic Literature (JEL)
    Q58 Government Policy Q5 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
    Alvaro Pedraza World Bank apedrazamorales@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

    2026-02-06

    Document version

    1

    Citation

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