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PRWP

Reproducibility package for Economic Impact Of Cameroon’s Anglophone Crisis: A Forward Difference-In-Differences Approach

2025
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Reference ID
RR_CMR_2025_456
Author(s)
Pierre Mandon, Vincent Nossek, Jared Greathouse
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Nov 19, 2025
Last modified
Nov 25, 2025
  • Project Description
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  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
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  • Information on metadata
  • Overview

    Abstract

    The economic consequences of violent conflict pose significant challenges for development policy, yet measuring these impacts remains methodologically difficult in data-scarce environments. This paper employs the novel Forward Difference-in-Differences estimator with satellite-based nighttime light intensity data to analyze the economic impact of Cameroon’s Anglophone Crisis and associated recovery efforts. Using quarterly data from 2013-2024 across 105 subnational regions, we find that the conflict reduced mean nighttime light intensity by 25 percent and total output by 28 percent in the Northwest region over seven years. Conversely, targeted economic recovery investments in the Southwest region likely increased both measures by approximately 32 percent over five years following intervention. Our methodology addresses key limitations of traditional difference-in-differences and synthetic control methods when applied to heterogeneous donor pools by selecting optimal subsets of control units whose pre-treatment trajectories most closely match treated units. The results demonstrate that modern causal inference methods combined with satellite remote sensing data provide credible estimates of conflict’s economic costs and recovery potential in fragile and conflict-affected states where conventional data sources are unreliable.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/405/download/1143/README.pdf
    Reproducibility package for Economic Impact Of Cameroon’s Anglophone Crisis: A Forward Difference-In-Differences Approach
    File name
    RR_CMR_2025_456
    Zip package
    RR_CMR_2025_456.zip
    Title
    Reproducibility package for Economic Impact Of Cameroon’s Anglophone Crisis: A Forward Difference-In-Differences Approach
    Date
    2025-11
    Dependencies
    Python dependencies are stored in poetry.lock file.
    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
    Python
    Name
    Python
    Version
    3.12.10

    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: 16.0 GB

    Technology requirements

    Runtime: 3 minutes

    Reproduction instructions

    This package uses intermediate processed data. The raw Earth Engine data requires API access and authenticated Google Earth Engine projects, so it is not included in this package. The package includes SCM_CameroonWork.ipynb, which processes the raw Earth Engine data to generate the intermediate datasets used in the analysis (you don't need to run this file as the intermediate data is already provided). To successfully reproduce the analysis, follow these steps:

    1. Install the provided Python environment called poetry.lock file
    2. Run cameroon_results_vectorized.py.
    3. The following outputs will be generated :
      fdid_summary_output2.txt
      fig1.png

    Data

    Datasets
    NASA–NOAA VIIRS Day/Night Band Nighttime Lights
    Name
    NASA–NOAA VIIRS Day/Night Band Nighttime Lights
    Note
    Source: Google Earth Engine
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    Open access with citation requested
    License URL
    https://developers.google.com/terms
    Data URL
    https://doi.org/10.5067/VIIRS/VNP46A2.001
    Citation
    NASA LP DAAC. (2024). VIIRS/NPP Gap-Filled Lunar BRDF-Adjusted Nighttime Lights Daily L3 Global 500m Linear Lat Lon Grid, Version 1 [Data set]. NASA EOSDIS Land Processes DAAC. https://doi.org/10.5067/VIIRS/VNP46A2.001
    Global Administrative Unit Layers (GAUL) (2024)
    Name
    Global Administrative Unit Layers (GAUL) (2024)
    Note
    Source: Food and Agriculture Organization of the United Nations (FAO)
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    Creative Commons Attribution-4.0 International licence (CC BY 4.0)
    License URL
    https://gee-community-catalog.org/projects/gaul/#license
    Data URL
    https://doi.org/10.4060/cd4262en
    Citation
    Franceschini, G., Khan, A., Moretti, L., Nyabuti, K., Asif, M., Bezuidenhoudt, E. and Morteo, K. 2025. The Global Administrative Unit Layers (GAUL) 2024. Technical guidelines. Rome, FAO. https://doi.org/10.4060/cd4262en
    Global built-up surface 2025
    Name
    Global built-up surface 2025
    Note
    Source: Google Earth Engine
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    Creative Commons Attribution-4.0 International licence (CC BY 4.0)
    License URL
    https://ec.europa.eu/info/legal-notice_en
    Data URL
    https://doi.org/10.1080/17538947.2024.2390454
    Citation
    Pesaresi, M., Schiavina, M., Politis, P., Freire, S., Krasnodębska, K., Uhl, J. H., … Kemper, T. (2024). Advances on the Global Human Settlement Layer by joint assessment of Earth Observation and population survey data. International Journal of Digital Earth, 17(1). https://doi.org/10.1080/17538947.2024.2390454
    Data statement

    Data is publicly available and included in the reproducibility package.

    Description

    Output
    Economic Impact Of Cameroon’s Anglophone Crisis: A Forward Difference-In-Differences Approach
    Type
    Working Paper
    Title
    Economic Impact Of Cameroon’s Anglophone Crisis: A Forward Difference-In-Differences Approach
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Pierre Mandon World Bank Group pmandon@worldbank.org
    Vincent Nossek World Bank Group vnossek@worldbank.org
    Jared Greathouse Georgia State University jgreathouse3@student.gsu.edu
    Date of production

    2025-11-18

    Scope and coverage

    Geographic locations
    Location Code
    Cameroon CMR
    Keywords
    Cameroon Causal Inference Conflict Forward Difference-In-Differences Nighttime Lights Recovery Satellite Data
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    C21 Cross-Sectional Models • Spatial Models • Treatment Effect Models • Quantile Regressions C2 Journal of Economic Literature (JEL)
    C23 Panel Data Models • Spatio-temporal Models C2 Journal of Economic Literature (JEL)
    D74 Conflict • Conflict Resolution • Alliances • Revolutions D7 Journal of Economic Literature (JEL)
    O12 Microeconomic Analyses of Economic Development O1 Journal of Economic Literature (JEL)
    O55 Africa O5 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
    Pierre Mandon World Bank pmandon@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

    2025-11-18

    Document version

    1

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