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PRWP

Reproducibility package for Uganda's Pioneer Refugee Model: Advances In Inclusion, Self-Reliance, and Pathways Forward

2026
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Reference ID
RR_SSA_2025_502
DOI
https://doi.org/10.60572/19b9-kp98
Author(s)
Susan Awor, Sandra V. Rozo
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Feb 11, 2026
Last modified
Feb 11, 2026
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    Uganda hosts 1.96 million refugees and asylum seekers under one of Africa’s pioneering refugee policy frameworks, granting freedom of movement, the right to work, and access to social services. Yet, despite these provisions, most refugees remain in designated settlements rather than relocating to areas with greater economic opportunity. This paper examines the factors that shape settlement patterns and constrain mobility within Uganda’s inclusive, self-reliance oriented model. Using a mixed-methods approach that combines literature review, administrative data analysis, and semi structured interviews, we find that incentives to remain in settlements and structural constraints to mobility increase aid dependence and limit refugees’ ability to pursue economic opportunities elsewhere. The paper concludes with policy recommendations to strengthen mobility-based self-reliance, reduce aid dependency, and further consolidate Uganda’s role as a regional pioneer in refugee policy.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/466/download/1332/README.pdf
    Reproducibility package for Uganda's Pioneer Refugee Model: Advances In Inclusion, Self-Reliance, And Pathways Forward
    File name
    RR_SSA_2025_502
    Zip package
    RR_SSA_2025_502.zip
    Title
    Reproducibility package for Uganda's Pioneer Refugee Model: Advances In Inclusion, Self-Reliance, And Pathways Forward
    Date
    2026-02
    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 MP
    ArcGIS Pro
    Name
    ArcGIS Pro
    Version
    3.6.1
    Excel
    Name
    Excel
    Version
    Microsoft Excel for Microsoft 365 MSO

    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
    • Software version: Stata 19 MP, Arcgis Pro, Excel

    Reproduction instructions

    To successfully reproduce the analysis, follow these steps:

    1. Download data: Download the required shapefiles, as they are not included in the reproducibility package. See the README for details and place them in the correct folders.
    2. Main paper exhibits (Excel):
      The main paper exhibits are created in Excel. See the files in the Excel folder. Each file generates a graph directly from the raw data; no additional steps are required.
    3. Appendix exhibits (Stata):
      Open and run the do-file DWRAP.do. Update the directory path in line 18. All appendix graphs will be generated and saved in the .\Stata files\outputs folder.
    4. Map (ArcGIS):
      The map was created in ArcGIS using the shapefiles and CSV files in the map folder. Follow the instructions in the README to reproduce the map.

    Data

    Datasets
    Refugee Population Statistics
    Name
    Refugee Population Statistics
    Note
    Source: UNHCR, the UN Refugee Agency Filename: Refugee population stats.xlsx
    Access policy
    Data is publicly available and included in the reproducibility package
    License
    Creative Commons Attribution 4.0 International Public License
    License URL
    https://data.unhcr.org/en/disclaimer/
    Data URL
    https://www.unhcr.org/refugee-statistics/download?v2url=e7088f
    Citation
    UNHCR, the UN Refugee Agency. 2025. "Refugee Population Statistics [dataset]," https://www.unhcr.org/refugee-statistics/download?v2url=e7088f, 2025-08.
    Refugees and Asylum Seekers by country of origin
    Name
    Refugees and Asylum Seekers by country of origin
    Note
    Source: UNHCR, the UN Refugee Agency Filename: Refugees by country of origin.xlsx
    Access policy
    Data is publicly available and included in the reproducibility package
    License
    Creative Commons Attribution 4.0 International Public License
    License URL
    https://data.unhcr.org/en/disclaimer/
    Data URL
    https://data.unhcr.org/en/country/uga
    Citation
    UNHCR, the UN Refugee Agency. 2025. "Refugees and Asylum Seekers by country of origin [dataset]," https://data.unhcr.org/en/country/uga, 2025-10.
    Refugees and Asylum Seekers by district
    Name
    Refugees and Asylum Seekers by district
    Note
    Source: UNHCR, the UN Refugee Agency Filename: Host population by refugee-hosting district.xlsx
    Access policy
    Data is publicly available and included in the reproducibility package
    License
    Creative Commons Attribution 4.0 International Public License
    License URL
    https://data.unhcr.org/en/disclaimer/
    Data URL
    https://data.unhcr.org/en/country/uga
    Citation
    UNHCR, the UN Refugee Agency. 2025. "Refugees and Asylum Seekers by district [dataset]," https://data.unhcr.org/en/country/uga, 2025-10.
    Host Population by district
    Name
    Host Population by district
    Note
    Source: UNHCR, the UN Refugee Agency Filename: Distribution of host population by refugee-hosting district.xlsx
    Access policy
    Data is publicly available and included in the reproducibility package
    License
    Creative Commons Attribution 4.0 International Public License
    License URL
    https://data.unhcr.org/en/disclaimer/
    Data URL
    https://data.unhcr.org/en/country/uga
    Citation
    UNHCR, the UN Refugee Agency. 2025. "Host Population by district [dataset]," https://data.unhcr.org/en/country/uga, 2025-10.
    Dataset of World Refugee and Asylum Policies (DWRAP)
    Name
    Dataset of World Refugee and Asylum Policies (DWRAP)
    Note
    Source: World Bank Filename: dwrap_index.dta
    Access policy
    Data is publicly available and included in the reproducibility package
    License
    Creative Commons Attribution 4.0
    License URL
    https://datacatalog.worldbank.org/int/public-licenses?fragment=cc
    Data URL
    https://datacatalog.worldbank.org/search/dataset/0066171/Dataset-of-World-Refugee-and-Asylum-Policies--DWRAP-
    Citation
    World Bank. 2024. "Dataset of World Refugee and Asylum Policies (DWRAP) [dataset]," https://datacatalog.worldbank.org/search/dataset/0066171/Dataset-of-World-Refugee-and-Asylum-Policies--DWRAP-, 2026-01.
    Uganda - Lakes
    Name
    Uganda - Lakes
    Note
    Source: ICPAC Geoportal Users will need to download the shapefiles from the URL below.
    Access policy
    Data is publicly available but does not allow redistribution and it is not included in the reproducibility package.
    License
    Unspecified
    Data URL
    https://geoportal.icpac.net/layers/data0:geonode:uga_water_areas_dcw#more
    Citation
    ICPAC Geoportal. 2025. "Uganda - Lakes [dataset]," https://geoportal.icpac.net/layers/data0:geonode:uga_water_areas_dcw#more, 2025-09.
    Africa shapefiles - Admin Level 0
    Name
    Africa shapefiles - Admin Level 0
    Note
    Source: openAFRICA Users will need to download the shapefiles from the URL below.
    Access policy
    Data is publicly available but not included in the reproducibility package due to file size constraints
    License
    Open Database License (ODbL)
    License URL
    https://opendefinition.org/licenses/odc-odbl/
    Data URL
    https://open.africa/dataset/africa-shapefiles/resource/dcdadd25-0137-4c93-ae5a-82b39d424d60
    Citation
    openAFRICA. 2025. "Africa shapefiles - Admin Level 0 [dataset]," https://open.africa/dataset/africa-shapefiles/resource/dcdadd25-0137-4c93-ae5a-82b39d424d60.
    Uganda - Subnational Administrative Boundaries
    Name
    Uganda - Subnational Administrative Boundaries
    Note
    Source: United Nations Office for the Coordination of Humanitarian Affairs (OCHA)
    Access policy
    Data is publicly available but not included in the reproducibility package due to file size constraints
    License
    Creative Commons Attribution for Intergovernmental Organisations (CC BY-IGO)
    License URL
    https://data.humdata.org/faqs/licenses
    Data URL
    https://data.humdata.org/dataset/cod-ab-uga
    Citation
    United Nations Office for the Coordination of Humanitarian Affairs (OCHA). 2025. "Uganda - Subnational Administrative Boundaries [dataset]," ttps://data.humdata.org/dataset/cod-ab-uga.
    Data statement

    All data sources are publicly available but not all are included in the reproducibility package.

    Description

    Output
    Uganda's Pioneer Refugee Model: Advances In Inclusion, Self-Reliance, and Pathways Forward
    Type
    Working Paper
    Title
    Uganda's Pioneer Refugee Model: Advances In Inclusion, Self-Reliance, and Pathways Forward
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Susan Awor World Bank Development Research Group, CEGA Fellow susanawor@berkeley.edu
    Sandra V. Rozo World Bank Development Research Group, CEGA, IZA, EGAP sandrarozo@worldbank.org
    Date of production

    2026-02-02

    Scope and coverage

    Geographic locations
    Location Code
    Sub-Saharan Africa SSA
    Keywords
    Uganda Refugees Migration Self-Reliance
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    F22 International Migration F2 Journal of Economic Literature (JEL)
    F68 Policy F6 Journal of Economic Literature (JEL)
    I31 General Welfare, Well-Being I3 Journal of Economic Literature (JEL)
    J68 Public Policy J6 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
    Susan Awor World Bank Development Research Group, CEGA Fellow susanawor@berkeley.edu
    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

    2026-02-02

    Document version

    502

    Citation

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