Reproducible Research Repository
Reproducible Research Repository
  • Home
  • Repository
  • Collections
  • About
    Home / Repository / PRWP / RR_DEU_2025_529
PRWP

Reproducibility Package for The Evolution Of Flood Exposure And Protection Gaps In Germany

2026
Get Reproducibility Package
Reference ID
RR_DEU_2025_529
Author(s)
Jun Rentschler, Christoph Klaiber, Mengjue Zhu, Mattia Marconcini
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Feb 12, 2026
Last modified
Feb 24, 2026
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Overview

    Abstract

    Flood risks in Germany are intensifying due to climate change, land-use change, and continued settlement expansion in flood-prone areas. We present the first nationally consistent, fine-scale (30 m) assessment of flood exposure for over 11,100 municipalities (Gemeinden) by integrating biannual settlement footprint data from 2016 to 2025 with fluvial, pluvial, and coastal flood hazard data, forward-looking climate scenarios, and detailed dike protection maps. We identify several critical trends: First, settlement area in flood zones has grown at rates similar to or in some states faster than that in safe zones, indicating that development patterns continue to reinforce, rather than reduce, exposure. Second, under the most pessimistic climate scenario (SSP5–RCP8.5), 80.7% of Gemeinden are projected to experience increased flood exposure by 2080, while only 4.5% experience a decrease, even with settlement footprints fixed at their 2025 levels. Third, across all climate scenarios, pluvial flooding dominates the projected rise in exposure, underscoring the growing influence of extreme rainfall events on flood exposure. Lastly, we reveal regional disparities in dike protection. Many highly exposed Gemeinden have few or no engineered structural defenses, highlighting potential gaps where settlement exposure- has not been matched by corresponding protective infrastructure. Overall, this evidence can inform zoning reforms, guide adaptation investments, and support long-term resilience planning at national, state, and local levels.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/471/download/1343/README.pdf
    Reproducibility package for The Evolution Of Flood Exposure And Protection Gaps In Germany
    File name
    RR_DEU_2025_529
    Zip package
    RR_DEU_2025_529.zip
    Title
    Reproducibility package for The Evolution Of Flood Exposure And Protection Gaps In Germany
    Date
    2026-02
    Dependencies
    Python dependencies are listed in the "environment.yml" 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
    3.10.19

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 11 Enterprise, version 25H2
    • Processor: Intel(R) Core(TM) Ultra 7 165U (2.10 GHz)
    • Memory available: 31.5 GB

    Technology requirements

    Runtime: 1 hour.

    Reproduction instructions

    1. Access the data: two datasets required to run the reproducibility package are restricted and not included in the reproducibility package. Users need to gain access to the data before being able to run the entire code. See the section Datasets for more information.
    2. Reproduce the programming environment or install all dependencies: Replicate and activate the conda environment in the file "environment.yml" included in the reproducibility package, or manually install the dependencies listed in the README.
    3. Run the code: Run the three notebooks in the "visual_scripts" folder following the order mentioned in the README.

    Since not all the data are included, the package includes the results produced in the reproducibility verification in the folder "final_adjustments" and the printed outputs produced by the reviewer in each notebook cell. These can be used to review the results presented in the paper.

    Data

    Datasets
    Administrative areas 1:250 000 with population, version 31.12
    Name
    Administrative areas 1:250 000 with population, version 31.12
    Note
    Source: Bundesamt für Kartographie und Geodäsie (Federal Office of Cartography and Geodesy). Data file: "vg250_01-01.gk3.shape.ebenen.zip". Data was accessed in June 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    Data licence Germany – attribution – version 2.0
    License URL
    https://www.govdata.de/dl-de/by-2-0
    Data URL
    https://gdz.bkg.bund.de/index.php/default/open-data/verwaltungsgebiete-1-250-000-mit-einwohnerzahlen-stand-31-12-vg250-ew-31-12.html
    Citation
    Bundesamt für Kartographie und Geodäsie. 2025. "Administrative areas 1:250 000 with population, version 31.12" [dataset]. Downloaded from https://gdz.bkg.bund.de/index.php/default/open-data/verwaltungsgebiete-1-250-000-mit-einwohnerzahlen-stand-31-12-vg250-ew-31-12.html. Accessed June 2025.
    Germany Dike and Dune Locations
    Name
    Germany Dike and Dune Locations
    Note
    Source: Bundesanstalt für Gewässerkunde (BfG - Federal Institute of Hydrology). Data file: "Hochwasserabwehrinfrastruktur.gdb". Data is not available for download but may be visualized at https://geoportal.bafg.de/karten/HWRM_Aktuell/?tabs=on. Data can be requested to BfG at geoportal@bafg.de. Data was accessed in June 2025.
    Access policy
    Data access was granted directly to the study authors by the data owners. It was obtained with a custom data license that does not allow for redistribution and it is not included in the reproducibility package.
    Citation
    Bundesanstalt für Gewässerkunde. n.d. "Germany Dike and Dune Locations" [dataset]. Unpublished data. Accessed June 2025.
    Flood Exposure and Projected Flood Exposure in Germany - Updated supplementary data for Global evidence of rapid urban growth in flood zones since 1985
    Name
    Flood Exposure and Projected Flood Exposure in Germany - Updated supplementary data for Global evidence of rapid urban growth in flood zones since 1985
    Note
    Source: Rentschler, J., Avner, P., Marconcini, M., Su, R., Strano, E., Vousdoukas, M., Hallegatte, S. The dataset constitutes updated supplementary data for "Global evidence of rapid urban growth in flood zones since 1985", available at https://www.nature.com/articles/s41586-023-06468-9. The dataset was processed from the World Settlement Footprint (WSF, available at https://www.dlr.de/en/eoc/research-transfer/projects-missions/world-settlement-footprint-wsf-r) and the Global Flood Map - Fathom-Global 3.0 (available for purchase at https://www.fathom.global/product/global-flood-map/). It contains flood exposure at the municipality and state levels and projected flood exposure at the municipality level for Germany. Data files: "Land_all_return_periods.zip" (flood exposure at the state level), "Gemeinde_all_return_periods.zip", ""Gemeinde_Stats_all_return_periods.zip" (flood exposure at the municipality level), "most_optimistic.zip", "moderate_optimistic.zip", "moderate_pessimistic.zip", "most_pessimistic.zip" (projected flood exposure at the municipality level). Data was accessed in June 2025.
    Access policy
    Data access was granted directly to the study authors by the data owners/managers. It was obtained with a custom data license that does not allow for redistribution and it is not included in the reproducibility package.
    Citation
    Rentschler, J., Avner, P., Marconcini, M., Su, R., Strano, E., Vousdoukas, M., Hallegatte, S. n.d. "Flood Exposure and Projected Flood Exposure in Germany - Updated supplementary data for Global evidence of rapid urban growth in flood zones since 1985" [dataset]. Unpublished data. Accessed June 2025.
    Data statement

    Some data is restricted and has not been included in the reproducibility package.

    Description

    Output
    The Evolution Of Flood Exposure And Protection Gaps In Germany
    Type
    Working Paper
    Title
    The Evolution Of Flood Exposure And Protection Gaps In Germany
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Jun Rentschler World Bank jrentschler@worldbank.org
    Christoph Klaiber World Bank cklaiber@worldbank.org
    Mengjue Zhu Georgia Institute of Technology mzhu356@gatech.edu
    Mattia Marconcini German Aerospace Center (DLR) Mattia.Marconcini@dlr.de
    Date of production

    2026-02-04

    Scope and coverage

    Geographic locations
    Location Code
    Germany DEU

    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
    Jun Rentschler World Bank jrentschler@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

    2026-02-04

    Document version

    1

    Back to Catalog
    The World Bank Working for a World Free of Poverty
    • IBRD IDA IFC MIGA ICSID

    © The World Bank Group, All Rights Reserved.