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PRWP

Reproducibility Package for Comparing The Effectiveness Of Low Carbon Policies: A Technology Diffusion Approach

2026
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Reference ID
RR_ASI_2025_536
DOI
https://doi.org/10.60572/dkbx-z223
Author(s)
Unnada Chewpreecha, Aaditya Mattoo, Trang Thu Tran, Hector Pollitt, Francesca de Nicola
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Feb 11, 2026
Last modified
Feb 18, 2026
  • Project Description
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  • Reproducibility Package
  • Description
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  • Citation
  • Overview

    Abstract

    This paper studies the effectiveness of different policy instruments in accelerating the adoption of low-carbon technologies. Despite substantial declines in the costs of these technologies, diffusion remains uneven, driven by local economic conditions and policy environments. Using a modeling approach grounded in technology diffusion theory, we assess how price-based (e.g. carbon taxes, subsidies) and non-price (e.g. mandates and regulatory requirements) instruments affect technology diffusion and carbon emissions across four East Asian economies. Our analysis explicitly accounts for path dependence, learning, and technology uncertainty, factors often overlooked in standard models. The results highlight the importance of timing and policy sequencing: in the early stages of diffusion, price instruments may be less effective while non-price instruments can more successfully address coordination failures and subsequently enhance the impact of carbon pricing. The optimal policy combinations ultimately depend on the stage of technological maturity, initial technology adoption patterns and local conditions.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/469/download/1337/README.pdf
    Reproducibility package for Comparing The Effectiveness Of Low Carbon Policies: A Technology Diffusion Approach
    File name
    RR_ASI_2025_536
    Zip package
    RR_ASI_2025_536.zip
    Title
    Reproducibility package for Comparing The Effectiveness Of Low Carbon Policies: A Technology Diffusion Approach
    Date
    2026-02
    Dependencies
    Stata dependencies are listed in the ado folder. No dependencies are used for EViews or Excel.
    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
    Eviews
    Name
    Eviews
    Version
    14
    Stata
    Name
    Stata
    Version
    18.5 MP
    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, version 25H2
    • Processor: Intel(R) Core(TM) Ultra 7 165U (2.10 GHz)
    • Memory available: 31.5 GB

    Technology requirements

    Runtime: 10 minutes.

    Reproduction instructions

    1. Access the data: some of the 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. Run the Stata code: Change the file path in the do-file "main" and run it.
    3. Run the EViews programs:

    • Run "IndonesiaCaseStudy.prg" and paste the results in the sheet "RawEviews" of "IndonesiaCaseStudy.xlsx".
    • Run "ThailandCaseStudy.prg" and paste the results in the sheet "RawEviews" of "ThailandCaseStudy.xlsx".
    • Run "VietnamCaseStudy.prg" and paste the results in the sheet "RawEviews" of "VietnamCaseStudy.xlsx".

    Since not all the data are included, the package includes the results produced in the reproducibility verification. These files can be used to review the results presented in the paper.

    Data

    Datasets
    World Development Indicators
    Name
    World Development Indicators
    Note
    Source: World Bank. Data was accessed using the Stata package wbopendata. Indicators accessed: GDP per capita, PPP (constant 2021 international $); GDP (constant 2015 US$); GDP (current US$); GDP per capita (constant 2015 US$); lending interest rate (%). Accessed January December 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC-BY 4.0 with additional terms specified in the license URL
    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" [Data set]. Indicators accessed: GDP per capita, PPP (constant 2021 international $); GDP (constant 2015 US$); GDP (current US$); GDP per capita (constant 2015 US$); lending interest rate (%). Retrieved from wbopendata (Stata package). Accessed in September 2025. https://databank.worldbank.org/source/world-development-indicators
    Yearly Electricity Data
    Name
    Yearly Electricity Data
    Note
    Source: Ember. Data files: "yearly_full_release_long_format.csv" (downloaded from the data URL), "FTTAssumptionsIDN.xlsx", "FTTAssumptionsTHA.xlsx", "FTTAssumptionsVNM.xlsx". Sheets: "OWID_IEA_World_STEPS", "OWID_IEA_World_APS", "OWID_IEA_World_NZE", "EnergyPrice_IEA" (accessed from Our World in Data: https://ourworldindata.org/electricity-mix). Data was accessed on May 29, 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC-BY 4.0
    License URL
    https://creativecommons.org/licenses/by/4.0/deed.en
    Data URL
    https://files.ember-energy.org/public-downloads/yearly_full_release_long_format.csv
    Citation
    Ember. n.d. "Yearly Electricity Data" [dataset]. Downloaded from https://files.ember-energy.org/public-downloads/yearly_full_release_long_format.csv (accessed May 29, 2025) and https://ourworldindata.org/electricity-mix (accessed August 2024).
    Government Energy Spending Tracker: Policy Database
    Name
    Government Energy Spending Tracker: Policy Database
    Note
    Source: International Energy Agency (IEA). The data was manually copied and pasted into an Excel by clicking the "Detailed Breakdown" tab, expanding all programs in the "Measure" tab, and copying all the resulting content. Data file: "IEA_energy_spending.2024.04.25.xlsx". Data was accessed on April 25, 2024.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC-BY 4.0
    License URL
    https://creativecommons.org/licenses/by/4.0/deed.en
    Data URL
    https://www.iea.org/data-and-statistics/data-tools/government-energy-spending-tracker-policy-database
    Citation
    International Energy Agency (IEA). n.d. "Government Energy Spending Tracker: Policy Database" [dataset]. Accessed from https://www.iea.org/data-and-statistics/data-tools/government-energy-spending-tracker-policy-database. Accessed April 25, 2024.
    Net effective carbon rates
    Name
    Net effective carbon rates
    Note
    Source: Organisation for Economic Co-operation and Development (OECD). Data file: "OECD.CTP.TPS,DSD_NECR.MEANW.Q.A.csv". Data was accessed on May 29, 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License URL
    https://www.oecd.org/en/about/terms-conditions.html
    Data URL
    https://data-explorer.oecd.org/vis?lc=en&fs%5b0%5d=Topic%2C1%7CTaxation%23TAX%23%7CTax%20and%20environment%23TAX_ENV%23&pg=0&fc=Topic&bp=true&snb=7&df%5bds%5d=dsDisseminateFinalDMZ&df%5bid%5d=DSD_NECR%40DF_NECRS&df%5bag%5d=OECD.CTP.TPS&dq=._T._T.FUETAX%2BCARBTAX%2BMPERPRI%2BECRATE%2BSUBSID%2BNETECR...MEANW.Q.A&pd=2021%2C&to%5bTIME_PERIOD%5d=false&vw=tb
    Citation
    OECD (2024), Pricing Greenhouse Gas Emissions 2024: Gearing Up to Bring Emissions Down, OECD Series on Carbon Pricing and Energy Taxation, OECD Publishing, Paris, https://doi.org/10.1787/b44c74e6-en, Net effective carbon rates, accessed May 29, 2025.
    Regulatory Indicators for Sustainable Energy (RISE)
    Name
    Regulatory Indicators for Sustainable Energy (RISE)
    Note
    Source: World Bank. Data file: "re_pillar_website_upload.xlsx". Data was accessed on June 4, 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC-BY 4.0
    License URL
    https://creativecommons.org/licenses/by/4.0/deed.en
    Data URL
    https://data360.worldbank.org/en/int/dataset/WB_RISE
    Citation
    World Bank (2023). Regulatory Indicators for Sustainable Energy (RISE) 2023: Building Resilience. Washington, DC: World Bank. https://rise.esmap.org/ Accessed June 4, 2025.
    Global Photovoltaic Power Potential by Country
    Name
    Global Photovoltaic Power Potential by Country
    Note
    Source: World Bank. Data file: "solargis_pvpotential_countryranking_2020_data.xlsx". Data was accessed on March 6, 2025.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC-BY 4.0
    License URL
    https://creativecommons.org/licenses/by/4.0/deed.en
    Data URL
    https://datacatalog.worldbank.org/search/dataset/0038379
    Citation
    Data obtained from the “Global Solar Atlas 2.0", a free, web-based application developed and operated by the company Solargis s.r.o. on behalf of the World Bank Group, utilizing Solargis data, with funding provided by the Energy Sector Management Assistance Program (ESMAP). For additional information: https://globalsolaratlas.info. Accessed March 6, 2025.
    Fossil Fuel Subsidies Data - Supplementary Material for International Monetary Fund Fossil Fuel Subsidies Data: 2023 Update
    Name
    Fossil Fuel Subsidies Data - Supplementary Material for International Monetary Fund Fossil Fuel Subsidies Data: 2023 Update
    Note
    Source: Black, S., Antung, A. L., Parry, I. W. H. The data corresponds to supplementary material for "IMF Fossil Fuel Subsidies Data: 2023 Update". Data might not longer be available in the data URL, but an updated version is available at https://www.imf.org/en/publications/wp/issues/2025/12/20/underpriced-and-overused-fossil-fuel-subsidies-data-2025-update-572729. Data file: "EXTERNALfuelsubsidiestemplate2023new.xlsx". Data was accessed on March 6, 2025.
    Access policy
    Data is included in the reproducibility package.
    License URL
    https://www.imf.org/en/about/copyright-and-terms#data
    Data URL
    https://www.imf.org/en/topics/climate-change/energy-subsidies#Energy%20Subsidies
    Citation
    Black, S., Antung, A. L., Parry, I. W. H. 2023. "Fossil Fuel Subsidies Data - Supplementary Material for International Monetary Fund Fossil Fuel Subsidies Data: 2023 Update" [dataset]. Downloaded from https://www.imf.org/en/topics/climate-change/energy-subsidies#Energy%20Subsidies. Accessed March 6, 2025.
    Supplementary Material for Renewable Power Generation Costs in 2023
    Name
    Supplementary Material for Renewable Power Generation Costs in 2023
    Note
    Source: International Renewable Energy Agency (IRENA). Data files: "IRENA-Datafile-RenPwrGenCosts-in-2023-v2.xlsx", "FTTAssumptionsIDN.xlsx", "FTTAssumptionsTHA.xlsx", "FTTAssumptionsVNM.xlsx". Sheet: "ForEviews". Variables from this dataset are listed in the README. Data was accessed in August 2024.
    Access policy
    Data is publicly available and included in the reproducibility package.
    Data URL
    https://www.irena.org/Publications/2024/Sep/Renewable-Power-Generation-Costs-in-2023
    Citation
    International Renewable Energy Agency. 2024. "Supplementary Material for Renewable Power Generation Costs in 2023" [dataset]. Downloaded from https://www.irena.org/Publications/2024/Sep/Renewable-Power-Generation-Costs-in-2023. Accessed August 2024.
    Levelised Cost of Electricity Calculator
    Name
    Levelised Cost of Electricity Calculator
    Note
    Source: International Energy Agency. Data files: "FTTAssumptionsIDN.xlsx", "FTTAssumptionsTHA.xlsx", "FTTAssumptionsVNM.xlsx". Sheets: "LCOE -IEA", "LCOE Coal - IEA", "LCOE Gas - IEA", "LCOE Hydro - IEA", "LCOE Bio - IEA", "LCOE Nuclear - IEA", "LCOE Solar - IEA", "LCOE Wind - IEA", "LCOE Geothermal - IEA". Data was accessed on August 2024.
    Access policy
    Data is publicly available and included in the reproducibility package.
    License
    CC BY 4.0
    License URL
    https://creativecommons.org/licenses/by/4.0/deed.en
    Data URL
    https://www.iea.org/data-and-statistics/data-tools/levelised-cost-of-electricity-calculator
    Citation
    International Energy Agency. 2020. "Levelised Cost of Electricity Calculator" [dataset]. Accessed from https://www.iea.org/data-and-statistics/data-tools/levelised-cost-of-electricity-calculator. Accessed August 2024.
    World Energy Outlook 2022 Extended Dataset
    Name
    World Energy Outlook 2022 Extended Dataset
    Note
    Source: International Energy Agency. Data was purchased via the data URL on August 2024, but it is not available by the date of the reproducibility package publication. An updated version of the dataset might be available at https://www.iea.org/data-and-statistics/data-product/world-energy-outlook-2025-extended-dataset. Data files: "FTTAssumptionsIDN.xlsx", "FTTAssumptionsTHA.xlsx", "FTTAssumptionsVNM.xlsx". Sheets: "OWID_IEA_World_STEPS", "OWID_IEA_World_APS", "OWID_IEA_World_NZE", "EnergyPrice_IEA".
    Access policy
    There is no documented way to access the data, and it is not included in the reproducibility package.
    License URL
    https://www.iea.org/terms/terms-of-use-for-non-cc-material
    Data URL
    https://www.iea.org/data-and-statistics/data-product/world-energy-outlook-2022-extended-dataset
    Citation
    International Energy Agency. 2023. "World Energy Outlook 2022 Extended Dataset" [dataset]. Accessed from https://www.iea.org/data-and-statistics/data-product/world-energy-outlook-2022-extended-dataset. Accessed August 2024.
    Future Technology Transformations for the Power Sector Dataset - Supplementary Data from Mercure (2012)
    Name
    Future Technology Transformations for the Power Sector Dataset - Supplementary Data from Mercure (2012)
    Note
    Source: Mercure, J-F. The dataset is supplementary data to "FTT:Power : A global model of the power sector with induced technological change and natural resource depletion" (https://doi.org/10.1016/j.enpol.2012.06.025). Data files: "FTTAssumptionsIDN.xlsx", "FTTAssumptionsTHA.xlsx", "FTTAssumptionsVNM.xlsx". Sheet: "ForEviews". Variables from this dataset are listed in the README. Data was accessed in August 2024.
    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
    Mercure, J-F. n.d. "Future Technology Transformations for the Power Sector Dataset - Supplementary Data from Mercure (2012)" [dataset]. Unpublished data. Accessed August 2024.
    World Energy Balances Highlights
    Name
    World Energy Balances Highlights
    Note
    Source: International Energy Agency. Data files: "FTTAssumptionsIDN.xlsx", "FTTAssumptionsTHA.xlsx", "FTTAssumptionsVNM.xlsx". Sheet: "ForEviews". Variables from this dataset are listed in the README. Data was accessed in August 2024.
    Access policy
    Data access requires purchase and is not included in the reproducibility package.
    License URL
    https://www.iea.org/terms/terms-of-use-for-non-cc-material
    Data URL
    https://www.iea.org/data-and-statistics/data-product/world-energy-balances-highlights
    Citation
    International Energy Agency. 2024. "World Energy Balances Highlights" [dataset]. Accessed from https://www.iea.org/data-and-statistics/data-product/world-energy-balances-highlights. Accessed August 2024.
    Data statement

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

    Description

    Output
    Comparing The Effectiveness Of Low Carbon Policies: A Technology Diffusion Approach
    Type
    Working Paper
    Title
    Comparing The Effectiveness Of Low Carbon Policies: A Technology Diffusion Approach
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Unnada Chewpreecha World Bank uchewpreecha@worldbank.org
    Aaditya Mattoo World Bank amattoo@worldbank.org
    Trang Thu Tran World Bank ttran6@worldbank.org
    Hector Pollitt World Bank hpollitt@worldbank.org
    Francesca de Nicola World Bank fdenicola@worldbank.org
    Date of production

    2026-02-05

    Scope and coverage

    Geographic locations
    Location Code
    Asia ASI
    Keywords
    Technology Diffusion Climate Policy Pricing Policy Non-Pricing Policy Carbon Pricing Low-Carbon Technologies Path Dependence Policy Sequencing Learning-By-Doing Energy Transition Renewable Energy Adoption Regulatory Instruments Market-Based In
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    Q55 Technological Innovation Q5 Journal of Economic Literature (JEL)
    Q58 Government Policy Q5 Journal of Economic Literature (JEL)
    Q48 Government Policy Q4 Journal of Economic Literature (JEL)
    O33 Technological Change: Choices and Consequences • Diffusion Processes O3 Journal of Economic Literature (JEL)
    H23 Externalities • Redistributive Effects • Environmental Taxes and Subsidies H2 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
    Unnada Chewpreecha World Bank uchewpreecha@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

    2026-02-05

    Document version

    1

    Citation

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