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PRWP

Reproducibility package for Estimating Willingness-To-Pay For Emerging Technologies: A Study Of Hydrogen Demand In The Ammonia Industry

2026
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Reference ID
RR_WLD_2026_557
DOI
https://doi.org/10.60572/90c3-wt70
Author(s)
Jevgenijs Steinbuks, Svetlana Ikonnikova
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Mar 03, 2026
Last modified
Mar 09, 2026
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    This study introduces a novel method to quantitatively assess the willingness to pay (WTP) for emerging technologies, such as hydrogen, as substitutes for fossil fuels in industrial production. A three-step framework is developed to derive the WTP function based on industrial competition and market entry theory, relying exclusively on pre-entry market information. First, a system of equations is specified linking domestic consumption, production, and prices to fossil input prices, which proxy marginal production costs. Second, market equilibrium parameters required for numerical WTP estimation are empirically estimated using industry-level data. Third, an industrial competition model incorporating entry by producers adopting new technology is constructed, allowing WTP to be expressed as a function of conventional input costs, operational efficiency, and demand conditions. The framework is applied to hydrogen use in ammonia production, using consumption and trade data from 2000–2024 for sixteen major fertilizer-producing countries across four regions. Results highlight substantial cross-country heterogeneity, a binding hydrogen price threshold for large-scale adoption, and the limited effectiveness of carbon policies in accelerating hydrogen uptake.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/494/download/1413/README.pdf
    Reproducibility package for Estimating Willingness-To-Pay For Emerging Technologies: A Study Of Hydrogen Demand In The Ammonia Industry
    File name
    RR_WLD_2026_557
    Zip package
    RR_WLD_2026_557.zip
    Title
    Reproducibility package for Estimating Willingness-To-Pay For Emerging Technologies: A Study Of Hydrogen Demand In The Ammonia Industry
    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
    Python
    Name
    Python
    Version
    3.11.14
    Excel
    Name
    Excel

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: MacOS
    • Chip: M4 Pro.
    • Memory available: 24 GB

    Technology requirements

    Run time: 2 minutes

    Reproduction instructions

    To reproduce the findings in the paper:

    1. Update the file paths as needed to match your local environment.
    2. Run the WB_AM_2026_Replicate Jupyter notebook from start to finish.

    All data and code in this package are currently embargoed. Most results are displayed directly within the Jupyter notebook.

    The package also includes an Outputs/ directory containing selected generated figures. Users may use these files to verify the results presented in the paper. Not all tables are saved in the Outputs/ folder. Some tables and figures are displayed directly within the Jupyter notebook and were not exported as separate files.

    Note: The reproducibility package begins from a single consolidated dataset manually compiled by the authors using the sources listed in the Dataset section of this entry and in the README. This compiled dataset serves as the starting point of the analysis.

    Data

    Datasets
    World Development Indicators
    Name
    World Development Indicators
    Note
    The source was used by the authors to create a single data source, which is the starting point of the reproducibility package. File location: Data_WB_AM_Feb_2026_Replicate Indicator: AG.LND.ARBL (Arable land (hectares))
    Access policy
    Data is publicly available, but since the package is embargoed, the dataset is not included in the reproducibility package
    License
    Creative Commons Attribution 4.0 International (CC BY 4.0)
    License URL
    https://www.worldbank.org/en/about/legal/terms-of-use-for-datasets
    Data URL
    https://databank.worldbank.org/source/world-development-indicators
    Citation
    World Bank. 2025. "World Development Indicators" [dataset]. https://databank.worldbank.org/source/world-development-indicators. Indicator accessed: Arable land (hectares). Accessed September 2025.
    GlobalData Ammonia Market Data
    Name
    GlobalData Ammonia Market Data
    Note
    The source was used by the authors to create a single data source, which is the starting point of the reproducibility package. File location: Data_WB_AM_Feb_2026_Replicate Variables: Ammonia production capacity (Capacity mmt), production (Yh mmt), exports, imports, and demand (all in million tonnes of ammonia, mmt); Country-level ammonia prices (Price y USDt).
    Access policy
    Data is restricted and not included in the reproducibility package
    License
    LSEG Terms of Use
    License URL
    https://www.lseg.com/en/policies/website-disclaimer
    Data URL
    https://developers.lseg.com/en/api-catalog/refinitiv-data-platform/refinitiv-data-platform-apis
    Citation
    The London Stock Exchange. 2025. "GlobalData Ammonia Market Data" [dataset]. https://developers.lseg.com/en/api-catalog/refinitiv-data-platform/refinitiv-data-platform-apis.
    Commodities Data
    Name
    Commodities Data
    Note
    The source was used by the authors to create a single data source, which is the starting point of the reproducibility package. File location: Data_WB_AM_Feb_2026_Replicate.xlsx. In addition, the data is embargoed by the authors. Variables: Country-level industrial natural gas price (pN Gh).
    Access policy
    Data is restricted and not included in the reproducibility package
    License
    LSEG Terms of Use
    License URL
    https://www.lseg.com/en/policies/website-disclaimer
    Data URL
    https://www.lseg.com/en/data-analytics/financial-data/commodities-data
    Citation
    The London Stock Exchange. 2025. "Commodities Data" [dataset]. https://www.lseg.com/en/data-analytics/financial-data/commodities-data
    Carbon Prices Data
    Name
    Carbon Prices Data
    Note
    The source was used by the authors to create a single data source, which is the starting point of the reproducibility package. File location: Data_WB_AM_Feb_2026_Replicate.xlsx. In addition, the data is embargoed by the authors
    Access policy
    Data is restricted and not included in the reproducibility package
    License
    Custom License
    Data URL
    https://climate.ec.europa.eu/eu-action/carbon-markets/eu-emissions-trading-system-eu-ets_en
    Citation
    European Union Emissions Trading System. 2025. "Carbon Prices Data" [dataset]. https://climate.ec.europa.eu/eu-action/carbon-markets/eu-emissions-trading-system-eu-ets_en.
    World Economic Outlook database: April 2025
    Name
    World Economic Outlook database: April 2025
    Note
    The source was used by the authors to create a single data source, which is the starting point of the reproducibility package. File location: Data_WB_AM_Feb_2026_Replicate.xlsx. In addition, the data is embargoed by the authors. Variables: GDP per capita (GDP pop) and GDP growth (GDP growth imf), country and world, PopH and PopW.
    Access policy
    Data is publicly available, but since the package is embargoed, the dataset is not included in the reproducibility package
    License
    Use of IMF Data
    License URL
    https://www.imf.org/en/about/copyright-and-terms
    Data URL
    https://www.imf.org/en/publications/weo/weo-database/2025/april
    Citation
    International Monetary Fund. 2025. "World Economic Outlook database: April 2025" [dataset]. https://www.imf.org/en/publications/weo/weo-database/2025/april.
    Data statement

    All data is temporarily embargoed by the authors. See more information on variable creation in the README file.

    Description

    Output
    Estimating Willingness-To-Pay For Emerging Technologies: A Study Of Hydrogen Demand In The Ammonia Industry
    Type
    Working Paper
    Title
    Estimating Willingness-To-Pay For Emerging Technologies: A Study Of Hydrogen Demand In The Ammonia Industry
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Jevgenijs Steinbuks World Bank jsteinbuks@worldbank.org
    Svetlana Ikonnikova School of Management at the Technical University of Munich svetlana.ikonnikova@tum.de
    Date of production

    2026-03-02

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    Ammonia Industrial Hydrogen Demand Structural Estimation Willingness-To- Pay
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    L13 Oligopoly and Other Imperfect Markets L1 Journal of Economic Literature (JEL)
    L72 Mining, Extraction, and Refining: Other Nonrenewable Resources L7 Journal of Economic Literature (JEL)
    Q21 Demand and Supply • Prices Q2 Journal of Economic Literature (JEL)
    Q31 Demand and Supply • Prices Q3 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
    Jevgenijs Steinbuks World Bank jsteinbuks@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

    2026-03-02

    Document version

    1

    Citation

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