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PRWP

Reproducibility package for Behaviorally Informed Messages Boost COVID-19 Vaccination Intentions: Global Insights from a Meta-Analysis with 23 Countries and Territories

2024
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Reference ID
RR_WLD_2024_165
DOI
https://doi.org/10.60572/wmgb-r661
Author(s)
Daniel Pinzon, Mohamad Chatila, JungKyu Rhys Lim, Michelle Dugas
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Jul 31, 2024
Last modified
Nov 04, 2024
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    During the COVID-19 pandemic, low- and middle-income countries (LMICs) struggled with lower vaccination rates compared to wealthier countries, posing challenges to reducing virus transmission,
    mitigating healthcare system pressures, and promoting economic recovery. Communications campaigns offer low-cost opportunities to overcome such challenges by strengthening vaccine confidence and intentions to get vaccinated, but empirical testing is needed to identify which messages will be most effective in different contexts. To support policymaking efforts to rapidly design effective communication during the pandemic, a global research program of 28 online experiments was conducted by recruiting respondents (N = 123,270) through social media between January 2021 and June 2022 across 23 mostly low and middle-income countries and territories. This individual participant data meta-analysis summarizes the results of this research program testing the impact of behaviorally informed messaging on vaccine intentions. Results from the meta-analysis show that, among unvaccinated survey respondents, behaviorally informed messages significantly increased the odds of vaccination intention by 1.28 times overall and up to 1.93 times in individual studies (safety messages in Papua New Guinea). Significant pooled effects of specific framings ranged from increasing vaccination intentions by 1.16 times (variant framing) to 1.45 times (experts and religious leaders framing). This research underscores the importance of communication tailored to address different drivers of vaccine hesitancy and offers insights for handling future health crises with behavioral communication strategies leveraging rapid insights afforded by social media.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/170/download/473/README.pdf
    Reproducibility package (code) for Behaviorally Informed Messages Boost COVID-19 Vaccination Intentions: Global Insights from a Meta-Analysis with 23 Countries and Territories
    Title
    Reproducibility package (code) for Behaviorally Informed Messages Boost COVID-19 Vaccination Intentions: Global Insights from a Meta-Analysis with 23 Countries and Territories
    Date
    2024-07
    Dependencies
    All dependencies are stored in the ado folder.
    Instructions
    See README in the reproducibility package.
    Notes
    Computational reproducibility verified by Development Impact (DIME) 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 10 Enterprise
    • Processor: Intel(R) Xeon(R) Gold 6226R CPU @ 2.90GHz 2.90 GHz (2 processors)
    • Memory available: 32 GB
    • Software version: Stata version 18

    Technology requirements

    ~60 minutes runtime

    Reproduction instructions

    The data used in this study is confidential and cannot be shared publicly, nor is there a standard procedure available for acquiring it. As a result, reproducing the study's results may be challenging. For more details on how a replicator might gain access to the data, please refer to the README file. This package includes detailed code and a comprehensive reproducibility report that outlines the analytical processes used by the authors. These resources are intended to help replicators understand and evaluate the methodologies employed, even though independent verification of the exact results is not possible due to data access restrictions.

    Data

    Datasets
    Experiment data on the COVID-19 Vaccination Intentions
    Name
    Experiment data on the COVID-19 Vaccination Intentions
    Note
    The authors conducted survey-experiments using Facebook. This study was approved by the Health Media Lab Institutional Review Board (HML IRB) approval number # 1017TWBG21.
    Access policy
    The dataset is confidential. Researchers interested in access to the data may contact the World Bank’s Mind, Behavior, and Development (eMBeD) at eMBeD@worldbank.org.
    Data statement

    All data is confidential and has not been included in the reproducibility package.

    Description

    Output
    Behaviorally Informed Messages Boost COVID-19 Vaccination Intentions: Global Insights from a Meta-Analysis with 23 Countries and Territories
    Type
    Working paper
    Title
    Behaviorally Informed Messages Boost COVID-19 Vaccination Intentions: Global Insights from a Meta-Analysis with 23 Countries and Territories
    Authors
    Daniel Pinzon, JungKyu Rhys Lim, Michelle Dugas, Ellen Moscoe, Mohamad Chatila, Corey Cameron, Renos Vakis, Zeina Afif, Victor Orozco
    Description
    Policy Research Working Paper (PRWP)
    Authors
    Author Affiliation Email
    Daniel Pinzon World Bank dpinzonhernandez@worldbank.org
    Mohamad Chatila World Bank mchatila@worldbank.org
    JungKyu Rhys Lim World Bank rhyslim@worldbank.org
    Michelle Dugas World Bank mdugas@worldbank.org
    Date of production

    2024-07

    Scope and coverage

    Geographic locations
    Location Code
    World WLD
    Keywords
    infectious disease coronavirus immunization message framing
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    I10 Health - General I1 Journal of Economic Literature (JEL)
    I12 Health Behavior I1 Journal of Economic Literature (JEL)
    I18 Government Policy • Regulation • Public Health I1 Journal of Economic Literature (JEL)
    D91 Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making D9 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
    MIT https://opensource.org/license/MIT

    Contacts

    Contacts
    Name Affiliation Email
    Daniel Pinzon World Bank dpinzonhernandez@worldbank.org
    Rhys Lim World Bank rhyslim@worldbank.org
    Reproducibility WBG World Bank reproducibility@worldbank.org

    Information on metadata

    Producers
    Name Abbreviation Affiliation Role
    Reproducibility WBG DIME World Bank - Development Impact Department Verification and preparation of metadata
    Date of Production

    2024-07-30

    Document version

    1

    Citation

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