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PRWP

Reproducibility package for Public Preferences For Economic Reforms Are Shaped More By Design Than Cost

2025
Get Reproducibility Package
Reference ID
RR_WLD_2025_426
DOI
https://doi.org/10.60572/5d50-5557
Author(s)
Christopher Hoy
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Oct 01, 2025
Last modified
Nov 06, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    Public opposition is a major barrier to economic reforms, such as subsidy removal. Using multilayered, randomized survey experiments with 10,000 respondents across ten surveys in five countries, we show that opposition to energy price reforms is shaped more by design and communication than by cost. Around 70 percent of respondents strongly opposed a 100% immediate price increase, but resistance was nearly halved when reforms were phased in, targeted at high-energy consumers, or paired with compensation. Informational messages also reduced opposition by as much as halving the price increase. An expert prediction survey revealed systematic misunderstandings: specialists underestimated the influence of design features and greatly misperceived coping strategies and compensation preferences. These findings demonstrate that behavioral biases—such as present bias, loss aversion, and fairness heuristics—are as influential as economic costs in shaping people’s opposition to economic reforms, underscoring the importance of careful design and communication of politically sensitive reforms.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/357/download/1107/README.pdf
    Reproducibility package for Public Preferences For Economic Reforms Are Shaped More By Design Than Cost
    File name
    RR_WLD_2025_426
    Zip package
    RR_WLD_2025_426.zip
    Title
    Reproducibility package for Public Preferences For Economic Reforms Are Shaped More By Design Than Cost
    Date
    2025-09
    Dependencies
    Stata dependencies are listed in the ado folder.
    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
    18 MP

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 11 Enterprise, version 24H2
    • Processor: Intel(R) Core(TM) Ultra 7 165U (2.10 GHz)
    • Memory available: 1.45TB

    Technology requirements

    Runtime: 2 hours

    Reproduction instructions

    Obtain the data: Some of the datasets used in this reproducibility package are forthcoming. Please see the section titled “Datasets” for details.
    Place the data in the correct folders: Once the data files have been accessed, copy them to the correct folders. See README for details.
    Adjust file paths and run code: Open the main dofile `0_master_do_file.do', update the file path to your directory in line 13 and run the dofile to reproduce the results.
    Since some data are restricted, the reproducibility package includes the outputs generated by the reviewers during the reproducibility verification in the "Output" folder.

    Data

    Datasets
    Global Monitoring Database (GMD)
    Name
    Global Monitoring Database (GMD)
    Note
    Source: World Bank The Global Monitoring Database (GMD) contains micro-level survey data, with access restricted to World Bank staff using Bank-managed computers. External access is not available. While most surveys in the GMD are accessible internally, some require special access requests. For more details, please refer to the README file.
    Access policy
    Restricted and not included in the package
    Listening Surveys - Indonesia
    Name
    Listening Surveys - Indonesia
    Note
    Source: World Bank Filenames: anon_l2indo_M15_coping.dta, anon_l2indo_M14_gasoline.dta, Anon_HH_L2Indo_Analysisfile_r14.dta, anon_l2indo_M14_gasoline_r14.dta, Anon_HH_L2Indo_Analysisfile.dta
    Access policy
    Data is forthcoming in the World Bank Microdata Library and also included in the reproducibility package.
    Data URL
    https://microdata.worldbank.org/
    Country Survey for Egypt
    Name
    Country Survey for Egypt
    Note
    Source: World Bank
    Access policy
    Data is forthcoming in the World Bank Microdata Library and also included in the reproducibility package.
    Data URL
    https://microdata.worldbank.org/
    Country Survey for Mongolia
    Name
    Country Survey for Mongolia
    Note
    Source: World Bank
    Access policy
    Data is forthcoming in the World Bank Microdata Library and also included in the reproducibility package.
    Data URL
    https://microdata.worldbank.org/
    National Longitudinal Phone Survey - Nigeria
    Name
    National Longitudinal Phone Survey - Nigeria
    Note
    Source: World Bank Users must download the data from the URL below
    Access policy
    Data is publicly available but does not allow redistribution.
    License
    Public Use
    License URL
    https://microdata.worldbank.org/index.php/terms-of-use#public_use
    Data URL
    https://microdata.worldbank.org/index.php/catalog/4444/get-microdata
    General Household Survey - Nigeria
    Name
    General Household Survey - Nigeria
    Note
    Source: World Bank Users must download the data from the URL below
    Access policy
    Data is publicly available but does not allow redistribution.
    License
    Public Use
    License URL
    https://microdata.worldbank.org/index.php/terms-of-use#public_use
    Data URL
    https://microdata.worldbank.org/index.php/catalog/6410/get-microdata
    Listening Surveys - Uzbekistan
    Name
    Listening Surveys - Uzbekistan
    Note
    Source: World Bank
    Access policy
    Data is forthcoming in the World Bank Microdata Library and also included in the reproducibility package.
    Data URL
    https://microdata.worldbank.org/
    World Development Indicators
    Name
    World Development Indicators
    Note
    Source: World Bank Files location: Data/Raw data/Descriptives/P_Data_Extract_From_World_Development_Indicators.xlsx, P_Data_Extract_From_Gender_Statistics.xlsx Access date: July 2025
    Access policy
    Data is publicly available and included in the reproducibility package
    License
    Creative Commons Attribution 4.0 (CC-BY 4.0)
    License URL
    https://datacatalog.worldbank.org/public-licenses#cc-by
    Data URL
    https://databank.worldbank.org/source/world-development-indicators?Series=SE.XPD.CTOT.ZS
    Designing Publicly Acceptable Energy Price Reforms Survey data
    Name
    Designing Publicly Acceptable Energy Price Reforms Survey data
    Note
    Source: Social Science Prediction Platform Filename: Designing Publicly Acceptable Energy Price Reforms_responses.csv.
    Access policy
    Data is included in the reproducibility package.
    Data statement

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

    Description

    Output
    Public Preferences For Economic Reforms Are Shaped More By Design Than Cost
    Type
    Working Paper
    Title
    Public Preferences For Economic Reforms Are Shaped More By Design Than Cost
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Christopher Hoy World Bank choy@worldbank.org
    Date of production

    2025-09-30

    Scope and coverage

    Geographic locations
    Location Code
    World WLD

    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
    Christopher Hoy World Bank choy@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

    2025-09-30

    Document version

    1

    Citation

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