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PRWP

Reproducibility package for An Exploration Of System-Wide Flood Protection Standards For Coastal Polders In Bangladesh

2025
Get Reproducibility Package
Reference ID
RR_BGD_2025_442
Author(s)
Bramka Arga Jafino, Ruben Jongejan, Mathijs van Ledden, Kasper Lendering, Jasper Verschuur, Debashish Paul Shuvra, Swarna Kazi
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Oct 27, 2025
Last modified
Oct 30, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Overview

    Abstract

    Bangladesh has demonstrated how investments in coastal flood protection save lives, reduce economic losses, and protect development gains. Yet, its cost effectiveness depends on the design standards, which are currently selected on a project-by-project basis. This is because at present, there is no law, policy or agency guidance to guide or inform decisions on design standards for coastal polders in Bangladesh. To inform the discussion on appropriate flood protection standards for Bangladesh’s coastal polders, this paper investigates what these standards would look like if they were based on cost-benefit analyses.

    This study finds that implementing differentiated flood protection standards across the coastal polders can be a cost-effective strategy for further suppressing flood risks, reducing up to 27.5% of the total cost and flood risks (i.e., from US$ 23.4 billion investment cost + US$ 11 billion flood risk to US$ 18.6 billion investment cost + US$ 6.7 billion flood risk). This includes the substantial investment in bank protection needed (~US$5 billion), irrespective of the flood protection standards, to maintain the alignment of the present embankments around the coastal polders. Areas like Khulna (with significant economic activity and natural cyclone buffering from the Sundarbans) stand out as candidates for extra-high protection, because the cost to elevate defenses is relatively low while the benefits are substantial. While the absolute values of the economically optimal protection levels are subject to considerable uncertainty, a sensitivity analysis confirms the robustness of the finding that there is considerable value in flood protection level differentiation.

    Flood protection standards are rarely based on economic considerations alone. They could also be informed by the desire to reduce life safety risk or combat poverty. It is recommended that the implications of applying different perspectives on the tolerability of risks to determine differentiated flood protection standards are carefully explored in consultation with stakeholders.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/384/download/1089/README.pdf
    Reproducibility package for An Exploration Of System-Wide Flood Protection Standards For Coastal Polders In Bangladesh
    File name
    RR_BGD_2025_442
    Zip package
    RR_BGD_2025_442.zip
    Title
    Reproducibility package for An Exploration Of System-Wide Flood Protection Standards For Coastal Polders In Bangladesh
    Date
    2025-10
    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
    3.9.23

    Reproducibility

    Technology environment

    Note: The following specifications reflect the environment used by the replicator. They may differ from the technical specifications listed in the authors’ README file, which correspond to the authors’ own computing environment.
    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: macOS Sequuoia
    • Processor: Apple M4 Pro
    • Memory available: 24 GB

    Technology requirements

    Runtime: 10 hours

    Reproduction instructions

    To reproduce the results, a new user should:

    1. Recreate the environment using the environment.yml file.
    2. Open the notebook Optimal_polder_protection_clean.ipynb.
    3. Run the notebook.

    The data used in this paper is currently restricted. It is available in the Development Data Hub (DDH) under a restricted-access license. Therefore, the Jupyter notebook executed by the replicators, along with the generated outputs, is included in the reproducibility package so users can compare the reproduced results with those in the paper.

    Data

    Datasets
    Coastal Adaptation Risk Data
    Name
    Coastal Adaptation Risk Data
    Note
    Files location: Input/Risk_summary_polder.csv. The raw input data is collected from two unpublished datasets: (i) Polder-level present and future risk estimates per impact category from Verschuur et al. (2023) and (ii) the 'Cost of Coastal Adaptation Tool' developed by TU Delft (2020). Interested readers may contact Swarna Kazi (skazi1@worldbank.org), Bramka Arga Jafino (bjafino@worldbank.org), or Jasper Verschuur (j.verschuur@tudelft.nl) to inquire about data.
    Access policy
    The data is restricted and not included in the reproducibility package.
    Data URL
    https://datacatalog.worldbank.org/int/data/dataset/0066919/flood_risk_summary_of_bangladesh_coastal_polders
    Citation
    Verschuur, J., Jafino, B. A., & Kazi, S. (2025). Polder-level present and future risk estimates and Cost of Coastal Adaptation Tool outputs [dataset]. Delft University of Technology & World Bank.
    Bangladesh Coastal Zone Boundaries
    Name
    Bangladesh Coastal Zone Boundaries
    Note
    Files location: Input/coastalzone.gpkg. Geopackage of the Bangladesh coastal zone, containing ADM2 districts used in the analysis. The authors used the ADM_ADM_2 layer and manually retained only the following districts: Bagerhat, Barguna, Barisal, Bhola, Chandpur, Chittagong, Cox’s Bazar, Feni, Gopalganj, Jessore, Jhalokati, Khulna, Lakshmipur, Narail, Noakhali, Patuakhali, Pirojpur, Satkhira, and Shariatpur. All other districts were removed using QGIS.
    Access policy
    Data is publicly available, but does not allow redistribution, and it is not included in the reproducibility package.
    License
    GADM license
    License URL
    https://gadm.org/license.html
    Data URL
    https://geodata.ucdavis.edu/gadm/gadm4.1/gpkg/gadm41_BGD.gpkg
    Citation
    GADM. (2023). GADM v4.1: Bangladesh (GPKG) [dataset]. University of California, Davis. Available at https://geodata.ucdavis.edu/gadm/gadm4.1/gpkg/gadm41_BGD.gpkg
    Flood risk summary of Bangladesh coastal polders
    Name
    Flood risk summary of Bangladesh coastal polders
    Note
    Geopackage containing information on coastal polders in Bangladesh. Files location: Input/polders_file.gpkg. The base shapefile is publicly accessible from the BWDB GIS portal (https://gis.bwdb.gov.bd/arcgis/apps/webappviewer/index.html?id=38d89295444d46578cbce6d534b0d17f), but additional variables were manually merged from the 'Cost of Coastal Adaptation Tool' (TU Delft, 2020), including: T, 10, 25, 100, Dec. Height [m], b-value, Average elevation (mPWD), a-value, h0-value, and embankment_height. Further, five variables (coastaldyke, riverdyke, slope protection coastal, slope protection river, and bank protection) were added through expert inference by Jasper Verschuur and Kasper Lendering. Interested readers may contact Swarna Kazi (skazi1@worldbank.org), Bramka Arga Jafino (bjafino@worldbank.org), or Jasper Verschuur (j.verschuur@tudelft.nl) to inquire about data.
    Access policy
    The data is restricted and not included in the reproducibility package.
    Data URL
    https://datacatalog.worldbank.org/int/data/dataset/0066919/flood_risk_summary_of_bangladesh_coastal_polders
    Citation
    Verschuur, J., Jafino, B. A., & Kazi, S. (2025). Polder-level present and future risk estimates and Cost of Coastal Adaptation Tool outputs [dataset]. Delft University of Technology & World Bank.
    Data statement

    Some data is restricted and has not been included in the reproducibility package. For more details, please refer to the individual data entries and the README file.

    Description

    Output
    An Exploration Of System-Wide Flood Protection Standards For Coastal Polders In Bangladesh
    Type
    Working Paper
    Title
    An Exploration Of System-Wide Flood Protection Standards For Coastal Polders In Bangladesh
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Bramka Arga Jafino The World Bank bjafino@worldbank.org
    Ruben Jongejan The World Bank ruben.jongejan@jongejanrmc.com
    Mathijs van Ledden The World Bank mvanledden@worldbank.org
    Kasper Lendering The World Bank kasper@awa-consult.com
    Jasper Verschuur Delft University of Technology j.verschuur@tudelft.nl
    Debashish Paul Shuvra The World Bank dshuvra@worldbank.org
    Swarna Kazi The World Bank skazi1@worldbank.org
    Date of production

    2025-10-13

    Scope and coverage

    Geographic locations
    Location Code
    Bangladesh BGD
    Keywords
    Flood Protection Resilience Disaster Risk Management Optimization Infrastructure Planning
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    Q54 Climate • Natural Disasters and Their Management • Global Warming Q5 Journal of Economic Literature (JEL)
    O18 Urban, Rural, Regional, and Transportation Analysis • Housing • Infrastructure O1 Journal of Economic Literature (JEL)
    O21 Planning Models • Planning Policy O2 Journal of Economic Literature (JEL)
    O10 General 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
    Bramka Arga Jafino The World Bank bjafino@worldbank.org
    Reproducibility WBG The 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

    2025-10-13

    Document version

    1

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