Reproducible Research Repository
Reproducible Research Repository
  • Home
  • Repository
  • Collections
  • About
    Home / Repository / PRWP / RR_AFR_2024_117
PRWP

Reproducibility package for Private Management of African Protected Areas Improves Wildlife and Tourism Outcomes but with Security Concerns in Conflict Regions

2024
Get Reproducibility Package
Reference ID
RR_AFR_2024_117
DOI
https://doi.org/10.60572/q72k-k845
Author(s)
Sean Denny, Gabriel Englander, Patrick Hunnicutt
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Jul 03, 2024
Last modified
Aug 21, 2024
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    Protected areas can conserve wildlife and benefit people when managed effectively. African governments increasingly delegate the management of protected areas to private, non-governmental organizations, hoping that private organizations’ significant resources and technical capacities actualize protected areas’ potential. Does private management improve outcomes compared to a counterfactual of government management? We leverage the transfer of management authority from governments to African Parks (AP)—the largest private manager of protected areas in Africa—to show that private management significantly improves wildlife outcomes via reduced elephant poaching and increased bird abundances. Our results also suggest that AP’s management augments tourism, while the effect on rural wealth is inconclusive. However, AP’s management increases the risk of armed groups targeting civilians, which could be an unintended outcome of AP’s improved monitoring and enforcement systems. These findings reveal an intricate interplay between conservation, economic development, and security under privately-managed protected areas in Africa.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/162/download/464/README.pdf
    Reproducibility package (code and partial data) for Private Management of African Protected Areas Improves Wildlife and Tourism Outcomes but with Security Concerns in Conflict Regions
    Title
    Reproducibility package (code and partial data) for Private Management of African Protected Areas Improves Wildlife and Tourism Outcomes but with Security Concerns in Conflict Regions
    Dependencies
    All dependencies and their versions are recorded in the file "renv.lock". The README includes optional instructions for reproducing the programming environment of the authors using renv. The code will still run without reproducing the environment but the results might differ slightly.
    Instructions
    See README in the reproducibility package
    Notes
    Computational reproducibility verified by Development Impact (DIME) Analytics team, World Bank.
    Source code repository
    Repository name URI
    Development Data Hub (World Bank) https://datacatalog.worldbank.org/int/home
    Software
    R
    Name
    R
    Version
    4.1.2

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    – OS: Windows 10 Enterprise, version 22H2
    – Processor: Intel(R) Xeon(R) Gold 6132 CPU @ 2.60GHz 2.60 GHz (2 processors)
    – Memory available: 128 GB
    – Software version: R 4.2.1 "Bird Hippie"

    Technology requirements

    Runtime: 50 hours

    Reproduction instructions

    Users need to gain access to the datasets WDPA and eBird, open the RStudio project "african-parks.Rproj" in RStudio, and run the main scripts "main-make-data.R" and "main-figures-tables.R". Instructions for getting access to the datasets are included in the README.

    Data

    Datasets
    World Database on Protected Areas (WDPA)
    Name
    World Database on Protected Areas (WDPA)
    Note
    Data was downloaded on January 19, 2023. Data currently available in the data URL might be different that the data used by the authors.
    Access policy
    Users must download the data directly from the Data URL provided below.
    License URL
    https://www.protectedplanet.net/en/legal
    Data URL
    https://www.protectedplanet.net/en/thematic-areas/wdpa?tab=WDPA
    Boundaries of the protected area of Chinko
    Name
    Boundaries of the protected area of Chinko
    Note
    Data was received by email from Reece Thornley on February 2, 2023. Data is the folder data/chinko.
    Access policy
    Data is included in the reproducibility package
    Boundaries of the protected area of Siniaka Minia
    Name
    Boundaries of the protected area of Siniaka Minia
    Note
    Data was received by email from Mathias D'haen on September 27, 2023. Data is in the folder data/Siniaka_Minia_Reserve.
    Access policy
    Data is included in the reproducibility package
    Boundaries of the protected area of Ennedi
    Name
    Boundaries of the protected area of Ennedi
    Note
    Data was downloaded on on September 19, 2023. Data is in the folder data/ennedi
    Access policy
    Data is public and included in the reproducibility package
    Data URL
    https://whc.unesco.org/en/documents/143294
    Boundaries of the protected areas of Luengue and Mavinga
    Name
    Boundaries of the protected areas of Luengue and Mavinga
    Note
    The authors drew the boundaries in QGIS from maps included in Nieman, W. A. (2023) (https://doi.org/10.2989/10220119.2023.2208626).
    Access policy
    Data is included in the reproducibility package
    Monitoring the Illegal Killing of Elephants (MIKE)
    Name
    Monitoring the Illegal Killing of Elephants (MIKE)
    Note
    Data was downloaded from the data URL on January 16, 2023. Data is in the folder data/
    Access policy
    Data is public and included in the reproducibility package
    Data URL
    https://cites.org/sites/default/files/MIKE/data/Numbers_Carcasses_eachMIKESite_year_2022-03-31.xlsx
    MIKE site boundaries
    Name
    MIKE site boundaries
    Note
    Data was received by email from a MIKE employee on February 11, 2022 and saved the file in data/2021_10_29_MIke_Boundary/
    Access policy
    Data is included in the reproducibility package
    eBird
    Name
    eBird
    Note
    eBird basic data was downloaded from the eBird website country by country on April 10, 2023. Downloading the data requires making a free account: https://science.ebird.org/en/use-ebird-data/download-ebird-data-products. Data was saved in the folders data/ebird folder and data/other_ebird.
    Access policy
    Users must download the data directly from the Data URL provided below. The list of files to download is included in the README
    License URL
    https://www.birds.cornell.edu/home/ebird-data-access-terms-of-use/
    Data URL
    https://science.ebird.org/en/use-ebird-data/download-ebird-data-products
    iNaturalist
    Name
    iNaturalist
    Note
    Data were downloaded by running script/make_data/download_inaturalist.R between March 1 and 16, 2023. The data downloaded by this script are saved in data/iNaturalist folder. Re-running download_inaturalist.R at later date may produce slightly different results if iNaturalist updates the underlying data in the interim (e.g., iNaturalist users upload additional historical data).
    Access policy
    Data is public and included in the reproducibility package
    Data URL
    https://www.inaturalist.org/pages/developers
    Atlas AI Asset Wealth Data
    Name
    Atlas AI Asset Wealth Data
    Note
    Data were obtained on July 14, 2023. These data are non-public and are only obtainable by agreement with Atlas AI. The authors are able to share derived data for the asset wealth values for each protected area and year in the study (output/data/asset_wealth_df.Rdata), along with the code used to derive these values from the raw data (scripts/make_data/make_asset_wealth_df.R).
    Access policy
    The dataset is restricted. However, a derived version of the dataset is included in the reproducibility package along with the script that created the derived data.
    Armed Conflict Location & Event Data (ACLED)
    Name
    Armed Conflict Location & Event Data (ACLED)
    Note
    The data were downloaded and saved into a derived dataset by running scripts/make_conflict.R on April 4, 2024. The derived dataset is saved in output/data/conflict_panel.RData. Re-running make_conflict.R at a later date may produce different results
    Access policy
    The dataset is restricted. However, a derived version of the dataset is included in the reproducibility package along with the script that created the derived data.
    Data URL
    https://acleddata.com/
    Populated Places from Natural Earth
    Name
    Populated Places from Natural Earth
    Note
    Version 5.1.2 of the data was downloaded on September 18, 2023 from the URL https://www.naturalearthdata.com/http//www.naturalearthdata.com/download/10m/cultural/ne_10m_populated_places.zip. The data is saved in the folder thedata/ne_10m_populated_places.
    Access policy
    Data is public and included in the reproducibility package
    License URL
    https://www.naturalearthdata.com/about/terms-of-use/
    Data URL
    https://www.naturalearthdata.com/downloads/10m-cultural-vectors/10m-populated-places/
    Mechanisms and Management Effectiveness Tracking Tool (METT) data
    Name
    Mechanisms and Management Effectiveness Tracking Tool (METT) data
    Note
    The data were received from Jonas Geldman by email on May 1, 2023. The data are data/2023_05_01_METT_1_3_scores.csv and data/2023_05_04_METT_1_3_GEF_assessors.xlsx
    Access policy
    Data is included in the reproducibility package
    ERA5 weather data
    Name
    ERA5 weather data
    Note
    The data were downloaded and processed in Google Earth Engine on May 1, 2023. The download and processing script can be found in scripts/make_data/calculate_dd_precip.txt. The processed data was saved in the folder output/data/era5.
    Access policy
    Data is public and included in the reproducibility package
    License URL
    https://cds.climate.copernicus.eu/api/v2/terms/static/licence-to-use-copernicus-products.pdf
    Data URL
    https://cds.climate.copernicus.eu/cdsapp#!/dataset/reanalysis-era5-single-levels?tab=overview
    Data statement

    Two datasets are restricted and have not been included in the reproducibility package. All other datasets used are included.

    Description

    Output
    Private Management of African Protected Areas Improves Wildlife and Tourism Outcomes but with Security Concerns in Conflict Regions
    Type
    Working paper
    Title
    Private Management of African Protected Areas Improves Wildlife and Tourism Outcomes but with Security Concerns in Conflict Regions
    Description
    Policy Research Working Paper (PRWP) WPS10874
    URL
    http://documents.worldbank.org/curated/en/099220208202440890/IDU14de7c03b1d58414bb51b9e119fc34eb5e08e
    DOI
    https://doi.org/10.1596/1813-9450-10874
    Authors
    Author Affiliation Email
    Sean Denny Bren School of Environmental Science and Management, University of California, Santa Barbara smdenny@bren.ucsb.edu
    Gabriel Englander World Bank aenglander@worldbank.org
    Patrick Hunnicutt Environmental Science and Policy, Chapman University phunnicutt@chapman.edu
    Date of production

    2024-05

    Scope and coverage

    Geographic locations
    Location Code
    Africa AFR
    Keywords
    Protected areas Private sector management Wildlife conservation Armed conflict Economic development

    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
    Gabriel Englander World Bank aenglander@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

    2024-06-28

    Document version

    1

    Citation

    Citation
    loading, please wait...
    Citation format
    Export citation: RIS | BibTeX | Plain text
    Back to Catalog
    The World Bank Working for a World Free of Poverty
    • IBRD IDA IFC MIGA ICSID

    © The World Bank Group, All Rights Reserved.