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PRWP

Reproducibility package for Biodiversity Guidance For Road Corridor Investments: Mobilizing New Data From The Global Biodiversity Information Facility

2025
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Reference ID
RR_WLD_2025_447
Author(s)
Brian Blankespoor, Susmita Dasgupta, David Wheeler
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Oct 14, 2025
Last modified
Oct 14, 2025
  • Project Description
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  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Overview

    Abstract

    Roads are key drivers of economic growth and form a dominant feature in many landscapes. With road infrastructure steadily expanding — and projections indicating significant growth — it is important to ensure that road construction and upgrades do not trigger direct and indirect biodiversity loss, especially in ecologically sensitive areas. For road infrastructure to contribute meaningfully to both economic development and environmental protection, reliable data on location specific species distributions, abundance, and conservation status is essential.
    This paper presents a methodology for identifying road corridors where biodiversity conservation should be a priority for infrastructure planning. Using over 600,000 species habitat maps derived from Global Biodiversity Information Facility (GBIF) occurrence records, our approach gives greater attention to plants and invertebrates, often overlooked in standard assessments. Designed for multi-processor cloud computing, the system will allow rapid, frequent updates as GBIF expands. By combining high-resolution species maps with country-specific road corridor maps generated by tailored algorithms, we classify species into four conservation priority groups based on endemism and habitat size — giving highest priority to endemic species with small habitats.
    We apply this method to the Philippines and Sub-Saharan Africa. Our results show that biodiversity risk along road corridors varies widely, endemism strongly influences biodiversity-sensitive road location, and critical corridors for endemic species with small habitats are relatively few and geographically clustered. This means that road planners can make significant gains in biodiversity conservation by focusing on these limited priority areas, even in countries with constrained budgets.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/366/download/1041/README.pdf
    Reproducibility package for Biodiversity Guidance For Road Corridor Investments: Mobilizing New Data From The Global Biodiversity Information Facility
    File name
    RR_WLD_2025_447
    Zip package
    RR_WLD_2025_447.zip
    Title
    Reproducibility package for Biodiversity Guidance For Road Corridor Investments: Mobilizing New Data From The Global Biodiversity Information Facility
    Date
    2025-10
    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
    Software
    R
    Name
    R
    Version
    4.4.1
    Stata
    Name
    Stata
    Version
    18.0 MP

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 11 Enterprise
    • Processor: Processor INTEL(R) XEON(R) PLATINUM 8562Y+, 2800 Mhz, 16 Core(s), 16 Logical Pro-
    cessor(s)
    • Memory available: 128 GB

    Technology requirements

    Runtime: 10 hours.

    Reproduction instructions

    To reproduce the findings in this paper, follow the steps below:

    1. Open the R Project
      Open the .Rproj file included in the package.
    2. Restore the dependencies environment You can do this by running the following command in the R console: renv::restore()
      Follow the prompts to install the required packages. Alternatively, you can install the dependencies by running the script: biod_roads_wp_global_libraries.R
    3. Run the main script Open the file: biod_roads_wp__main.R and run the code.
      Note: This script requires Stata to run. The path to the Stata executable is defined in the main R script. If your Stata executable is located elsewhere, manually edit line 128 in biod_roads_wp__main.R to update the path.

    Data

    Datasets
    Species Occurrence Regions
    Name
    Species Occurrence Regions
    Note
    The code to download the data is included in the reproducibility package. The files will be placed at this location after download: GIS/GBIF_Parallel_GIS.
    Access policy
    Data is publicly available and included in the reproducibility package
    License
    Creative Commons Attribution-Share Alike 4.0
    Data URL
    https://datacatalog.worldbank.org/search/dataset/0066893/species_occurrence_regions
    Citation
    Dasgupta et al. 2024. Revisiting Global Biodiversity: A Spatial Analysis of Species Occurrence Data from the Global Biodiversity Information Facility. https://datacatalog.worldbank.org/search/dataset/0066893/species_occurrence_regions using - GBIF.org (2025) GBIF Occurrence Download (Accessed from Google BigQuery on Jan 28, 2025)
    Global Biodiversity Information Facility Species Information
    Name
    Global Biodiversity Information Facility Species Information
    Note
    Files location: Data/GBIF/GBIF_Parallel_Data_GBIF_Species_Information.csv. The code to download the data is included in the reproducibility package.
    Access policy
    Data is publicly available and included in the reproducibility package
    License
    Creative Commons Attribution 4.0 (CC-BY 4.0)
    Data URL
    https://datacatalog.worldbank.org/int/search/dataset/0066903/Biodiversity-Guidance-for-Road-Corridor-Investments
    Global Dataset of Masked Road Corridors
    Name
    Global Dataset of Masked Road Corridors
    Note
    The code to download the data is included in the reproducibility package. The files will be placed at this location after download: Data/Roads/Global_masked_roads.tif
    Access policy
    Data is publicly available and included in the reproducibility package
    License
    Creative Commons Attribution 4.0 (CC-BY 4.0)
    Data URL
    https://datacatalog.worldbank.org/int/search/dataset/0066903/Biodiversity-Guidance-for-Road-Corridor-Investments
    Global Key Roads Data
    Name
    Global Key Roads Data
    Note
    The code to download the data is included in the reproducibility package. The files will be placed at this location after download: Data/Roads/Full_Global_Keyroads.
    Access policy
    Data is publicly available and included in the reproducibility package
    License
    Creative Commons Attribution 4.0 (CC-BY 4.0)
    Data URL
    https://datacatalog.worldbank.org/int/search/dataset/0066903/Biodiversity-Guidance-for-Road-Corridor-Investments
    Open Street Map
    Name
    Open Street Map
    Note
    Files location: Data/Roads/ Access date: March 16, 2025.
    Access policy
    Data is publicly available and included in the reproducibility package
    License
    Open Data Commons Open Database License (ODbL) v1.0
    License URL
    https://opendatacommons.org/licenses/odbl/1-0/
    Data URL
    https://download.geofabrik.de/
    World Bank Official Boundaries (2025)
    Name
    World Bank Official Boundaries (2025)
    Note
    The code to download the data is included in the reproducibility package. The files will be placed at this location after download: GIS/GAD/WB_GAD_ADM.shp.
    Access policy
    Data is publicly available and included in the reproducibility package
    License
    Creative Commons Attribution 4.0 (CC-BY 4.0)
    Data URL
    https://datacatalog.worldbank.org/search/dataset/0038272/World-Bank-Official-Boundaries
    Citation
    World Bank Official Boundaries (2025). World Bank Development Data Hub. https://datacatalog.worldbank.org/search/dataset/0038272/World-Bank-Official-Boundaries
    Data statement

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

    Description

    Output
    Biodiversity Guidance For Road Corridor Investments: Mobilizing New Data From The Global Biodiversity Information Facility
    Type
    Working Paper
    Title
    Biodiversity Guidance For Road Corridor Investments: Mobilizing New Data From The Global Biodiversity Information Facility
    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

    2025-10-06

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    Road Infrastructure Planning Biodiversity Conservation Endemic Species Species With Small Habitats Gbif Occurrence Data
    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)
    O18 Urban, Rural, Regional, and Transportation Analysis • Housing • Infrastructure O1 Journal of Economic Literature (JEL)
    Q01 Sustainable Development Q0 Journal of Economic Literature (JEL)
    Q56 Environment and Development • Environment and Trade • Sustainability • Environmental Accounts and Accounting • Environmental Equity • Population Growth 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 DECDI World Bank - Development Impact Department Verification and preparation of metadata
    Date of Production

    2025-10-06

    Document version

    1

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