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PRWP

Reproducibility package for Transport Accessibility And Food Price Differentials: A New Era Of Mining Development In Guinea

2026
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Reference ID
RR_GIN_2026_582
DOI
https://doi.org/10.60572/5mty-ac69
Author(s)
Atsushi Iimi
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Mar 18, 2026
Last modified
Mar 24, 2026
Page views
29
Downloads
10
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    The paper casts light on challenges and opportunities of large-scale mining development, particularly in connection to local market integration, food security, and transport infrastructure development. Using unique road condition and food price data from Guinea, the paper applies the Law of One Price framework with iceberg transport costs and examines how intercity connectivity impacts on food price differentials among local markets. In Guinea, the Simandou 2040 Program, a major iron ore project, has increased heavy vehicle traffic in the late 2010s, deteriorating road conditions and raising transport costs, which in turn affect food price disparities across regions. The elasticity of price differentials with respect to travel time is estimated at 0.05 to 0.06. In particular, perishable commodities, such as fish, chili, and eggplants, show higher elasticity. The findings confirm the importance of well-connected intercity transportation to improve efficiency in local food markets, assure food security, and promote inclusive agriculture growth in remote areas. The evidence also indicates growth opportunities to promote agribusinesses and logistics in secondary cities because perishable commodities are found to be particularly vulnerable to intercity connectivity.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/508/download/1456/README.pdf
    Reproducibility package for Transport Accessibility And Food Price Differentials: A New Era Of Mining Development In Guinea
    File name
    RR_GIN_2026_582
    Zip package
    RR_GIN_2026_582.zip
    Title
    Reproducibility package for Transport Accessibility And Food Price Differentials: A New Era Of Mining Development In Guinea
    Date
    2026-03
    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
    Stata
    Name
    Stata
    Version
    19.5 MP
    ArcGIS Pro
    Name
    ArcGIS Pro
    Version
    3.5.3

    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: 5 minutes

    Reproduction instructions

    To reproduce the findings in this paper, a user must:

    1. Adjust file paths and run the code: Update the directory specified in line 3 of main.do and run the script. Figures and tables will be generated in the output folder.
    2. Generate maps using ArcGIS: Refer to the README for detailed instructions on reproducing the maps presented in the paper using ArcGIS.
      Note: The package includes a Python log file documenting the generation of OD_WFP_to_WFP_by_TC_2024.shp and OD_WFP_to_WFP_by_TC_2018.shp, including travel time, distance, and transport cost. The corresponding intermediate data are provided in the package; therefore, users are not required to run the Python code.

    Data

    Datasets
    Guinea - Food Prices
    Name
    Guinea - Food Prices
    Note
    Source: World Food Programme Price Database
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    Creative Commons Attribution 4.0
    License URL
    https://creativecommons.org/licenses/by/4.0/legalcode
    Data URL
    https://data.humdata.org/dataset/wfp-food-prices-for-guinea
    Citation
    World Food Programme Price Database. 2026. "Guinea - Food Prices [dataset]," https://data.humdata.org/dataset/wfp-food-prices-for-guinea.
    Guinea Cities and Population Spatial Data
    Name
    Guinea Cities and Population Spatial Data
    Note
    Source: World Cities Database by MIT
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    MIT License
    License URL
    https://opensource.org/license/MIT
    Data URL
    https://simplemaps.com/data/gn-cities
    Citation
    World Cities Database by MIT. 2025. "Guinea Cities and Population Spatial Data [dataset]," https://simplemaps.com/data/gn-cities.
    Agriculture production value data
    Name
    Agriculture production value data
    Note
    Source: Spatial Production Allocation Model (SPAM)
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC BY-NC 3.0
    License URL
    https://creativecommons.org/licenses/by-nc/3.0/
    Data URL
    https://www.mapspam.info/
    Citation
    World Cities Database by MIT. 2025. "Guinea City Shapefiles [dataset]," https://simplemaps.com/data/gn-cities.
    Guinea - Consumer Price Index data
    Name
    Guinea - Consumer Price Index data
    Note
    Source: International Monetary Fund (IMF)
    Access policy
    Data is publicly available and included in the reproducibility package.
    License URL
    https://www.imf.org/en/about/copyright-and-terms#data
    Data URL
    https://data.imf.org/en/Data-Explorer?datasetUrn=IMF.STA:CPI(5.0.0)
    Citation
    International Monetary Fund (IMF). "Guinea - Consumer Price Index data [dataset]," https://data.imf.org/en/Data-Explorer?datasetUrn=IMF.STA:CPI(5.0.0)
    Data statement

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

    Description

    Output
    Transport Accessibility And Food Price Differentials: A New Era Of Mining Development In Guinea
    Type
    Working Paper
    Title
    Transport Accessibility And Food Price Differentials: A New Era Of Mining Development In Guinea
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Atsushi Iimi World Bank aiimi@worldbank.org
    Date of production

    2026-03-17

    Scope and coverage

    Geographic locations
    Location Code
    Guinea GIN
    Keywords
    Food Prices Transport Accessibility Gravity Models
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    C23 Panel Data Models • Spatio-temporal Models C2 Journal of Economic Literature (JEL)
    C24 Truncated and Censored Models • Switching Regression Models • Threshold Regression Models C2 Journal of Economic Literature (JEL)
    O13 Agriculture • Natural Resources • Energy • Environment • Other Primary Products O1 Journal of Economic Literature (JEL)
    O18 Urban, Rural, Regional, and Transportation Analysis • Housing • Infrastructure O1 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
    Atsushi Iimi World Bank aiimi@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

    2026-03-17

    Document version

    1

    Citation

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