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PRWP

Reproducibility package for Country-Level Pathways To 30x30 And Their Implications For Global Biodiversity Protection

2025
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Reference ID
RR_WLD_2025_496
Author(s)
Brian Blankespoor, Susmita Dasgupta, David Wheeler
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Nov 19, 2025
Last modified
Dec 01, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Overview

    Abstract

    The Global Biodiversity Framework adopted at COP 15 set a target to protect 30% of the world’s land and sea areas by 2030. This paper evaluates the potential contribution of the 30x30 initiative to biodiversity conservation by examining its implications for species that are endemic or occupy very small habitats. Using over 600,000 species occurrence maps derived from GBIF data—substantially expanding representation for plants and invertebrates—the study develops high-resolution, country-specific templates that identify priority-ordered protected areas optimized for cost-effective species coverage. Each iteration expands protection to maximize gains for unprotected species until full coverage is achieved, allowing flexibility to adapt to national economic and political constraints, including the 30% target of 30x30.
    Results include priority-ordered terrestrial protected areas for 138 countries and marine protected areas for 160 countries. At the global level, full protection of currently protected species aligns with 30% terrestrial and marine coverage. Expanding global land protection from 14.8% to 18.0% and marine protection from 16.6% to 19.9% would achieve 100% species coverage in the database. However, uneven species distributions make this infeasible for all countries within the 30% territorial limit. Among 242,414 critical species analyzed, 65.5% are currently protected; most of the remainder could be covered within national 30% limits, though some countries would need to exceed them.
    The analysis highlights opportunity-cost disparities—particularly for low-income countries—indicating that effective implementation of 30x30 will require international compensation mechanisms. The study underscores that true success lies in species protection rather than territorial extent.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/407/download/1162/README.pdf
    Reproducibility package for Country-Level Pathways To 30x30 And Their Implications For Global Biodiversity Protection
    File name
    RR_WLD_2025_496
    Zip package
    RR_WLD_2025_496.zip
    Title
    Reproducibility package for Country-Level Pathways To 30x30 And Their Implications For Global Biodiversity Protection
    Date
    2025-11
    Dependencies
    R dependencies are listed in the file renv.lock.
    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
    R
    Name
    R
    Version
    4.5.2

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: macOS Sequoia
    • Processor: Apple M4 Pro
    • Memory available: 24 GB

    Technology requirements

    Runtime: 20 minutes

    Reproduction instructions

    To fully reproduce the findings in this paper, please follow these steps:

    1. Open the project by double-clicking the .Rproj file.
    2. Restore the environment by running renv::restore() and following the prompts.
      Alternatively, you may install all libraries by running the package load script global_pa_wp_global_libraries.R.
    3. Run the analysis by opening the file global_pa_wp_main.R and executing the code.

    All datasets used in this project are publicly available, and all data are downloaded directly within the code.

    Data

    Datasets
    World Bank Official Boundaries
    Name
    World Bank Official Boundaries
    Note
    Global administrative boundaries, including Admin 0 (WB_GAD_ADM0_complete.*), NDLSA (WB_GAD_ADM0_NDLSA.*), and Admin 0 Lines (WB_GAD_Lines.*). The package contains code to download the shapefiles directly from the World Bank Data Catalog and unzip them during execution. Since the code downloads this dataset directly, any overwriting or updating of the source file may alter the results. The package was last run in November 2025, and full reproducibility was obtained with the version available at that time.
    Access policy
    Data is publicly available, and code to download is included in the reproducibility package.
    License
    Creative Commons Attribution 4.0 International
    License URL
    https://creativecommons.org/licenses/by/4.0/
    Data URL
    https://datacatalog.worldbank.org/search/dataset/0038272/World-Bank-Official-Boundaries
    Citation
    World Bank (2025). World Bank Official Boundaries [dataset]. https://datacatalog.worldbank.org/search/dataset/0038272/World-Bank-Official-Boundaries. Accessed on Nov 2025.
    Global Analysis of Protected Area Expansion and Species Coverage
    Name
    Global Analysis of Protected Area Expansion and Species Coverage
    Note
    Contains information on administrative matched codes (marine and terrestrial), species protection indicators (marine and terrestrial), cumulative biodiversity protection (Global 5KM), protected area totals, GBIF-derived species information, and PPA algorithm outputs. All datasets are downloaded programmatically using the code included in the package. Since the code downloads this dataset directly, any overwriting or updating of the source file may alter the results. The package was last run in November 2025, and full reproducibility was obtained with the version available at that time.
    Access policy
    Data is publicly available, and the code to download is included in the reproducibility package.
    License
    Creative Commons Attribution-Non Commercial 4.0
    License URL
    https://datacatalog.worldbank.org/int/public-licenses?fragment=cc
    Data URL
    https://datacatalog.worldbank.org/search/dataset/0066932/Global-Analysis-of-Protected-Area-Expansion-and-Species-Coverage-
    Citation
    World Bank. (2025). Global Analysis of Protected Area Expansion and Species Coverage [dataset]. https://datacatalog.worldbank.org/search/dataset/0066932/Global-Analysis-of-Protected-Area-Expansion-and-Species-Coverage-. Accessed on Nov 2025.
    World Bank Country and Lending Groups
    Name
    World Bank Country and Lending Groups
    Note
    Files location: Joint_PA/Data/Country Classifications Region and Category.csv
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    Creative Commons Attribution 4.0 International
    License URL
    https://www.worldbank.org/en/about/legal/terms-of-use-for-datasets
    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 Nov 2025.
    Data statement

    All data sources are publicly available and included in the reproducibility package.

    Description

    Output
    Country-Level Pathways To 30x30 And Their Implications For Global Biodiversity Protection
    Type
    Working Paper
    Title
    Country-Level Pathways To 30x30 And Their Implications For Global Biodiversity Protection
    Description
    Policy Research Working Papers (PRWP)
    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

    2025-11-19

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    Biodiversity Conservation 30 X 30 Protected Area Terrestrial Marine
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    Q57 Ecological Economics: Ecosystem Services • Biodiversity Conservation • Bioeconomics • Industrial Ecology Q5 Journal of Economic Literature (JEL)
    Q58 Government Policy Q5 Journal of Economic Literature (JEL)
    Q23 Forestry Q2 Journal of Economic Literature (JEL)
    Q24 Land Q2 Journal of Economic Literature (JEL)
    Q25 Water Q2 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 DECDI World Bank - Development Impact Department Verification and preparation of metadata
    Date of Production

    2025-11-19

    Document version

    1

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