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PRWP

Reproducibility package for Echoes of Exodus: The Rohingya Impact on Bangladesh’s Development

2024
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Reference ID
RR_BGD_2024_156
DOI
https://doi.org/10.60572/37pz-8e02
Author(s)
Alvin Etang Ndip, Sandra V. Rozo, María José Urbina, Christina Wieser
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Jun 27, 2024
Last modified
Jul 30, 2024
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    This study examines the impact of refugee camp hosting on local communities, focusing on the Rohingya crisis in Cox’s Bazar, Bangladesh. It employs one-square kilometer grid-unit remote sensing measurements of annual night light density, deforestation, and land use, alongside with panel data from individuals residing near the camps in 2019 and 2023. By employing a difference-in-difference approach, the study compares areas and individuals situated at varying distances from the camps, both before and after the arrival of the displaced population from Myanmar’s Rakhine State. The results highlight the complex dynamics at play in areas hosting displaced populations. Particularly, the estimates indicate that when proximity of a grid to the refugee camps increases by 30 kms (18.6 miles), night density increases by 1.7 percent and deforestation increases by 0.02 percent. Land use results align with these findings, showing a decline in dense-open forests and an increase in land covered by grass and crops. The analysis of individual-level data is consistent, suggesting that Rohingya’s presence has been reflected on higher demand for formal jobs, better aid access, and more food consumption and variety largely attributed to the activities of humanitarian organizations. However, the presence of the displaced Rohingya population is also associated with heightened safety concerns and a higher prevalence of viral diseases such as diarrhea, fever, and cough.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/158/download/433/README.pdf
    Reproducibility package (partial data and code) for Echoes of Exodus: The Rohingya Impact on Bangladesh’s Development
    Title
    Reproducibility package (partial data and code) for Echoes of Exodus: The Rohingya Impact on Bangladesh’s Development
    Date
    2024-06
    Dependencies
    All dependencies are stored in the ado folder.
    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
    Reproducible Research Repository (World Bank) https://reproducibility.worldbank.org
    Software
    Stata
    Name
    Stata
    Version
    18

    Reproducibility

    Technology environment

    Paper exhibits were reproduced in a computer with the following specifications:
    • OS: Windows 11 Enterprise, version 21H2
    • Processor: Intel(R) Xeon(R) Gold 6226R CPU @ 2.90GHz, 16 Core(s)
    • Memory available: 15.7 GB
    • Software version: Stata 18

    Technology requirements

    ~10 minutes runtime

    Reproduction instructions

    The follow-up survey data is currently not available, and therefore, the package will not run completely at this time. However, the package is expected to be amended to include the entire dataset in the future.

    Despite these limitations, this package includes detailed code, partial data, and a comprehensive reproducibility report to outline the analytical processes used by the authors. These resources aim to aid replicators in understanding and evaluating the methodologies employed, despite the inability to independently verify the exact results due to data access restrictions.

    Data

    Datasets
    Night Light Luminosity Data
    Name
    Night Light Luminosity Data
    Note
    Source: Defense Meteorological Satellite Program Operational Linescan System (DMSP-OLS) and the Visible Infrared Imaging Radiometer Suite (VIIRS). Located at: RawData/nlight.dta. The night light luminosity data was harmonized using intercalibration methods to ensure consistency between the DMSP-OLS and VIIRS datasets. For more details on the construction, refer to the Technical Report Remote Data included in the reproducibility package.
    Access policy
    Published with the package
    Data URL
    http://ngdc.noaa.gov/eog/dmsp/downloadV4composites.html, http://ngdc.noaa.gov/eog/viirs/download_dnb_composites.html
    Hansen Global Forest Change Dataset
    Name
    Hansen Global Forest Change Dataset
    Note
    Source: Google Earth Engine database. Located at: RawData/loss_forest.dta. The deforestation data was derived from the Hansen Global Forest Change dataset, using raster images to assess forest loss over time. For more details on the construction, refer to the Technical Report Remote Data.
    Access policy
    Published with the package
    Data URL
    https://storage.googleapis.com/earthenginepartners-hansen/GFC-2023-v1.11/download.html
    Land Use Data
    Name
    Land Use Data
    Note
    Source: MODIS Land Cover Type/Dynamics, managed by NASA. Located at: RawData/land_use.dta The land use data was obtained from the MODIS Land Cover Type dataset, which offers global land cover information with yearly intervals. For more details on the construction, refer to the Technical Report Remote Data.
    Access policy
    Published with the package
    Data URL
    https://modis.gsfc.nasa.gov/data/dataprod/mod12.php
    Refugee Camps Coordinates
    Name
    Refugee Camps Coordinates
    Note
    Source: Humanitarian Data Exchange. Located at: RawData/rcamps_coordinates.dta. The following folder was used: `20230412_A1_Camp_Outlines.zip`, and exported the data to Stata format using the `shp2dta` command. Provides the latitude and longitude coordinates for all refugee camps in Cox's Bazar, derived from the Cox's Bazar shapefile.
    Access policy
    Published with the package
    Data URL
    https://data.humdata.org/dataset/outline-of-camps-sites-of-rohingya-refugees-in-cox-s-bazar-bangladesh?
    Cox's Bazar Panel Survey - Baseline
    Name
    Cox's Bazar Panel Survey - Baseline
    Note
    Source: World Bank. Located at: RawData/cbps_baseline_wide.dta. The Cox's Bazar Panel Survey data was provided directly by the Bangladesh Country Office to the authors. There is a public version available for the baseline at the following link. However, please note that this is not the same version as the one provided by Bangladesh Country Office. However, this link gives an idea of the contents of the data.
    Access policy
    Published with the package
    Data URL
    https://microdata.worldbank.org/index.php/catalog/4528
    Cox's Bazar Panel Survey - Follow-up
    Name
    Cox's Bazar Panel Survey - Follow-up
    Note
    Source: World Bank. Located at: RawData/cbps_r2_household_wide.dta, cbps_r2_adult_host.dta The Cox's Bazar Panel Survey data was provided directly by the Bangladesh Country Office to the authors, and there is no agreement to share this data publicly yet, as it hasn't been published.
    Access policy
    Not included in the package
    Data statement

    Most of the data used for this study is publicly available. However, one of the main sources, the Cox's Bazar Panel Survey, was provided directly by the Bangladesh Country Office and the follow-up is not yet publicly available. The Cox's Bazar Panel Survey Follow up is expected to be made public in the future.

    Description

    Output
    Echoes of Exodus: The Rohingya Impact on Bangladesh’s Development
    Type
    Working Paper
    Title
    Echoes of Exodus: The Rohingya Impact on Bangladesh’s Development
    Authors
    Alvin Etang Ndip, Sandra V. Rozo, María José Urbina, Christina Wieser
    Description
    Policy Research Working Paper (PRWP)
    Authors
    Author Affiliation Email
    Alvin Etang Ndip World Bank aetangndip@worldbank.org
    Sandra V. Rozo World Bank sandrarozo@worldbank.org
    María José Urbina World Bank murbinaflorez@worldbank.org
    Christina Wieser World Bank cwieser@worldbank.org
    Date of production

    2024-06

    Scope and coverage

    Geographic locations
    Location Code
    Bangladesh BGD
    Keywords
    Refugees Deforestation Labor Market
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    J1 Demographic Economics J Journal of Economic Literature (JEL)
    J6 Mobility, Unemployment, Vacancies, and Immigrant Workers J Journal of Economic Literature (JEL)
    O1 Economic Development O 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
    María José Urbina World Bank murbinaflorez@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

    2024-06-20

    Document version

    1

    Citation

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