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PRWP

Reproducibility package for Bridging Conflicts And Biodiversity Protection: The Critical Role Of Reliable And Comparable Data

2025
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Reference ID
RR_WLD_2025_288
DOI
https://doi.org/10.60572/0350-cg84
Author(s)
Brian Blankespoor, Susmita Dasgupta, David Wheeler
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Apr 09, 2025
Last modified
Apr 09, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    Biodiversity is essential for ecological stability, human well-being, and economic progress, providing critical ecosystem services such as clean water, food, and climate regulation. However, it faces unprecedented threats, with extinction rates accelerating to 1,000 times the natural baseline due to habitat destruction, overexploitation, pollution, invasive species, illegal trade, and climate change. Effective conservation requires urgent, coordinated global action, as ecosystems and species habitats often transcend national borders. Collaboration among governments, industries, and communities is essential to restore habitats, protect endangered species, strengthen policies, and enforce conservation measures. The challenges of biodiversity conservation are particularly acute in geopolitically sensitive and overlapping regions, including non-determined legal status territories, fragile and conflict-affected situations, and transboundary ecosystems. In these areas, effective conservation is hindered by weak policies, inconsistent enforcement, and institutional fragility. This paper addresses these challenges by providing baseline data to guide conservation strategies. Using newly developed World Bank species occurrence maps based on open-access, date-stamped records from the Global Biodiversity Information Facility, the study evaluates species richness, endemism, and extinction risks across 35 non-determined legal status territories, 19 conflict-affected countries, 20 fragile states, 18 marine joint regimes, and 311 international river basins. The data sets reveal that these regions host numerous, often vulnerable, species. Biodiversity conservation emerges as a pathway for trust-building and collaboration, aligning stakeholders around shared goals such as climate resilience and sustainable livelihoods. Reliable and comparable data sets are critical for evidence-based planning, fostering dialogue and cooperation among divided groups. The estimates presented in this paper aim to support robust, data-driven strategies to safeguard biodiversity in geopolitically sensitive and overlapping regions, with far-reaching implications for global conservation and international cooperation.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/267/download/788/README.pdf
    Reproducibility package for Bridging Conflicts And Biodiversity Protection: The Critical Role Of Reliable And Comparable Data
    Title
    Reproducibility package for Bridging Conflicts And Biodiversity Protection: The Critical Role Of Reliable And Comparable Data
    Date
    2025-04
    Dependencies
    R dependencies are listed in the file renv.lock.
    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
    4.4.1
    Excel
    Name
    Excel
    Version
    Microsoft Excel for Microsoft 365 MSO

    Reproducibility

    Technology environment

    Paper exhibits were reproduced in a computer with the following specifications:
    • OS: Windows 10 Enterprise, version 21H2
    • Processor: Intel(R) Core(TM) i5-1145G7 CPU @ 2.60GHz
    • Memory available: 15.7 GB
    • Software version: R 4.2.1

    Technology requirements

    ~25 minutes runtime

    Reproduction instructions

    To run the package, follow these steps:

    1. Open the .Rproj file.
    2. In the R console, run: renv::restore().
    3. Open and run the script: biod_intl_wb__main.R.
      Note: A portion of the data used in this project is restricted, which limits the ability to fully reproduce Tables 1, 2, and Figure 3. For transparency, these outputs have been included in the outputs folder for comparison.

    Data

    Datasets
    Transboundary Freshwater Diplomacy Database
    Name
    Transboundary Freshwater Diplomacy Database
    Note
    Source: Transboundary Freshwater Diplomacy Database, College of Earth, Ocean, and Atmospheric Sciences, Oregon State University. Location: local/geo_data/TFDD_SpatialData_Public202203/BasinMaster311_20220224.shp.
    Access policy
    Data is publicly available and included in the reproducibility package
    Data URL
    https://transboundarywaters.ceoas.oregonstate.edu/transboundary-freshwater-diplomacy-database
    Brazil - Subnational Administrative Boundaries
    Name
    Brazil - Subnational Administrative Boundaries
    Note
    Source: Instituto Brasileiro de Geografia e Estatística (IBGE). Consulted through the The Humanitarian Data Exchange. Location: local/geo_data/BRA_adm1.shp
    Access policy
    Data is publicly available and included in the reproducibility package
    License
    Creative Commons Attribution 4.0 International (CC BY 4.0) license
    Data URL
    https://data.humdata.org/dataset/geoboundaries-admin-boundaries-for-brazil
    WorldPop
    Name
    WorldPop
    Note
    Source: WorldPop. Population Aggregated 2020 Location: geo_data/pop/ppp_2020_1km_Aggregated.tif. Code to access: biod_intl_wp_load_gridded_pop_data.R. This dataset is not included in the package, but the code will automatically download the necessary data.
    Access policy
    Data is publicly available and code to query and save this data is included in the reproducibility package
    Data URL
    https://www.worldpop.org/
    World Database of Protected Areas - Restricted
    Name
    World Database of Protected Areas - Restricted
    Note
    Source: World Bank Official boundary files were provided to the team by the World Bank Cartographic Unit. These files are restricted and not publicly available. Location: geo_data/ne_10m_WB2019_admin_0_countries.*. geo_data/Boundary_Data_50mil/. The absence of restricted files limits users' ability to reproduce Tables 1, 2, and Figure 3. However, the final outputs generated by the replicators are available in the outputs folder for comparison. For a complete overview of the data and folder structure used in the project, please refer to the folder_structure.txt file included in the reproducibility package.
    Access policy
    There is no documented way to access the data, and it is not included in the reproducibility package.
    Disputed Boundaries Data
    Name
    Disputed Boundaries Data
    Note
    Source: World Bank. Official boundary files are provided by the World Bank Cartographic Unit. Location: geo_data/WB_GAD_Disputes.* geo_data/ne_10m_WB2019_admin_0_disputed.*. The absence of restricted files limits users' ability to reproduce Tables 1, 2, and Figure 3. However, the final outputs generated by the replicators are available in the outputs folder for comparison. For a complete overview of the data and folder structure used in the project, please refer to the folder_structure.txt file included in the reproducibility package.
    Access policy
    There is no documented way to access the data, and it is not included in the reproducibility package.
    Species by Country Matrix
    Name
    Species by Country Matrix
    Note
    Source: Created by the authors using restricted data. Location: tab_data/master_species_x_country2024-07-22.dta. The absence of restricted files limits users' ability to reproduce Tables 1, 2, and Figure 3. However, the final outputs generated by the replicators are available in the outputs folder for comparison. For a complete overview of the data and folder structure used in the project, please refer to the folder_structure.txt file included in the reproducibility package.
    Access policy
    There is no documented way to access the data, and it is not included in the reproducibility package.
    Species Occurrence by Region
    Name
    Species Occurrence by Region
    Note
    Source: Source: Elaborated by the authors. Location: geo_data/species_occurrence_region_examples*. Data is included in the reproducibility package, it will also be published in the Development Data Hub.
    Access policy
    Included in the reproducibility package
    Data URL
    Forthcoming at https://datacatalog.worldbank.org/
    Fragile and Conflict-affected Situations
    Name
    Fragile and Conflict-affected Situations
    Note
    Source: World Bank. Location: tab_data/fcv.xlsx.
    Access policy
    Data is publicly available and included in the reproducibility package
    Data URL
    https://thedocs.worldbank.org/en/doc/608a53dd83f21ef6712b5dfef050b00b-0090082023/original/FCSListFY24-final.pdf
    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
    Bridging Conflicts And Biodiversity Protection: The Critical Role Of Reliable And Comparable Data
    Type
    PRWP Working Paper
    Title
    Bridging Conflicts And Biodiversity Protection: The Critical Role Of Reliable And Comparable Data
    Description
    Policy Research Working Papers (PRWP) 11076
    URL
    http://documents.worldbank.org/curated/en/099415202272518792
    DOI
    http://doi.org/10.1596/1813-9450-11076
    Authors
    Author Affiliation Email
    Brian Blankespoor World Bank bblankespoor@worldbank.org
    Susmita Dasgupta World Bank sdasgupta@worldbank.org
    David Wheeler World Bank wheelrdr@gmail.com
    Date of production

    2025-04-04

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    Biodiversity Conservation Non-Determined Legal Status Territories Fragile And Conflict-Affected Situations Transboundary Ecosystems Marine Joint Regimes International River Basins
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    Q34 Natural Resources and Domestic and International Conflicts Q3 Journal of Economic Literature (JEL)
    Q25 Water Q2 Journal of Economic Literature (JEL)
    Q57 Ecological Economics: Ecosystem Services • Biodiversity Conservation • Bioeconomics • Industrial Ecology 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
    Brian Blankespoor World Bank bblankespoor@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

    2025-04-04

    Document version

    1

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