Analyzing Factors Impacting COVID-19 Vaccination Rates

<!DOCTYPE html> <html lang="en" dir="ltr"> <head>  <script async src="https://www.googletagmanager.com/gtag/js?id=G-P63WKM1TM1"></script> <script> window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} gtag('js', new Date()); gtag('config', 'G-P63WKM1TM1'); </script>  <script type="text/javascript" > (function(m,e,t,r,i,k,a){m[i]=m[i]||function(){(m[i].a=m[i].a||[]).push(arguments)}; m[i].l=1*new Date(); for (var j = 0; j < document.scripts.length; j++) {if (document.scripts[j].src === r) { return; }} k=e.createElement(t),a=e.getElementsByTagName(t)[0],k.async=1,k.src=r,a.parentNode.insertBefore(k,a)}) (window, document, "script", "https://mc.yandex.ru/metrika/tag.js", "ym"); ym(55165297, "init", { clickmap:false, trackLinks:true, accurateTrackBounce:true, webvisor:false }); </script> <noscript><div><img src="https://mc.yandex.ru/watch/55165297" style="position:absolute; left:-9999px;" alt="" /></div></noscript>    <title>Analyzing Factors Impacting COVID-19 Vaccination Rates</title> <meta name="description" content="Analyzing Factors Impacting COVID-19 Vaccination Rates"> <meta name="keywords" content="Data mining, Pearson Correlation, COVID-19, vaccination rates, hesitancy."> <meta name="viewport" content="width=device-width, initial-scale=1, minimum-scale=1, maximum-scale=1, user-scalable=no"> <meta charset="utf-8"> <meta name="citation_title" content="Analyzing Factors Impacting COVID-19 Vaccination Rates"> <meta name="citation_author" content="Dongseok Cho"> <meta name="citation_author" content="Mitchell Driedger"> <meta name="citation_author" content="Sera Han"> <meta name="citation_author" content="Noman Khan"> <meta name="citation_author" content="Mohammed Elmorsy"> <meta name="citation_author" content="Mohamad El-Hajj"> <meta name="citation_publication_date" content="2023/07/17"> <meta name="citation_journal_title" content="International Journal of Computer and Information Engineering"> <meta name="citation_volume" content="17"> <meta name="citation_issue" content="7"> <meta name="citation_firstpage" content="421"> <meta name="citation_lastpage" content="432"> <meta name="citation_pdf_url" content="https://publications.waset.org/10013172/pdf"> <link href="https://cdn.waset.org/favicon.ico" type="image/x-icon" rel="shortcut icon"> <link href="https://cdn.waset.org/static/plugins/bootstrap-4.2.1/css/bootstrap.min.css" rel="stylesheet"> <link href="https://cdn.waset.org/static/plugins/fontawesome/css/all.min.css" rel="stylesheet"> <link href="https://cdn.waset.org/static/css/site.css?v=150220211555" rel="stylesheet"> </head> <body> <header> <div class="container"> <nav class="navbar navbar-expand-lg navbar-light"> <a class="navbar-brand" href="https://waset.org"> <img src="https://cdn.waset.org/static/images/wasetc.png" alt="Open Science Research Excellence" title="Open Science Research Excellence" /> </a> <button class="d-block d-lg-none navbar-toggler ml-auto" type="button" data-toggle="collapse" data-target="#navbarMenu" aria-controls="navbarMenu" aria-expanded="false" aria-label="Toggle navigation"> <span class="navbar-toggler-icon"></span> </button> <div class="w-100"> <div class="d-none d-lg-flex flex-row-reverse"> <form method="get" action="https://waset.org/search" class="form-inline my-2 my-lg-0"> <input class="form-control mr-sm-2" type="search" placeholder="Search Conferences" value="" name="q" aria-label="Search"> <button class="btn btn-light my-2 my-sm-0" type="submit"><i class="fas fa-search"></i></button> </form> </div> <div class="collapse navbar-collapse mt-1" id="navbarMenu"> <ul class="navbar-nav ml-auto align-items-center" id="mainNavMenu"> <li class="nav-item"> <a class="nav-link" href="https://waset.org/conferences" title="Conferences in 2024/2025/2026">Conferences</a> </li> <li class="nav-item"> <a class="nav-link" href="https://waset.org/disciplines" title="Disciplines">Disciplines</a> </li> <li class="nav-item"> <a class="nav-link" href="https://waset.org/committees" rel="nofollow">Committees</a> </li> <li class="nav-item dropdown"> <a class="nav-link dropdown-toggle" href="#" id="navbarDropdownPublications" role="button" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false"> Publications </a> <div class="dropdown-menu" aria-labelledby="navbarDropdownPublications"> <a class="dropdown-item" href="https://publications.waset.org/abstracts">Abstracts</a> <a class="dropdown-item" href="https://publications.waset.org">Periodicals</a> <a class="dropdown-item" href="https://publications.waset.org/archive">Archive</a> </div> </li> <li class="nav-item"> <a class="nav-link" href="https://waset.org/page/support" title="Support">Support</a> </li> </ul> </div> </div> </nav> </div> </header> <main> <div class="container mt-4"> <div class="row"> <div class="col-md-9 mx-auto"> <form method="get" action="https://publications.waset.org/search"> <div id="custom-search-input"> <div class="input-group"> <i class="fas fa-search"></i> <input type="text" class="search-query" name="q" placeholder="Author, Title, Abstract, Keywords" value=""> <input type="submit" class="btn_search" value="Search"> </div> </div> </form> </div> </div> <div class="row mt-3"> <div class="col-sm-3"> <div class="card"> <div class="card-body"><strong>Commenced</strong> in January 2007</div> </div> </div> <div class="col-sm-3"> <div class="card"> <div class="card-body"><strong>Frequency:</strong> Monthly</div> </div> </div> <div class="col-sm-3"> <div class="card"> <div class="card-body"><strong>Edition:</strong> International</div> </div> </div> <div class="col-sm-3"> <div class="card"> <div class="card-body"><strong>Paper Count:</strong> 33093</div> </div> </div> </div> <div class="card publication-listing mt-3 mb-3"> <h5 class="card-header" style="font-size:.9rem">Analyzing Factors Impacting COVID-19 Vaccination Rates</h5> <div class="card-body"> <p class="card-text"><strong>Authors:</strong> <a href="https://publications.waset.org/search?q=Dongseok%20Cho">Dongseok Cho</a>, <a href="https://publications.waset.org/search?q=Mitchell%20Driedger"> Mitchell Driedger</a>, <a href="https://publications.waset.org/search?q=Sera%20Han"> Sera Han</a>, <a href="https://publications.waset.org/search?q=Noman%20Khan"> Noman Khan</a>, <a href="https://publications.waset.org/search?q=Mohammed%20Elmorsy"> Mohammed Elmorsy</a>, <a href="https://publications.waset.org/search?q=Mohamad%20El-Hajj"> Mohamad El-Hajj</a> </p> <p class="card-text"><strong>Abstract:</strong></p> <p>Since the approval of the COVID-19 vaccine in late 2020, vaccination rates have varied around the globe. Access to a vaccine supply, mandated vaccination policy, and vaccine hesitancy contribute to these rates. This study used COVID-19 vaccination data from Our World in Data and the Multilateral Leaders Task Force on COVID-19 to create two COVID-19 vaccination indices. The first index is the Vaccine Utilization Index (VUI), which measures how effectively each country has utilized its vaccine supply to doubly vaccinate its population. The second index is the Vaccination Acceleration Index (VAI), which evaluates how efficiently each country vaccinated their populations within their first 150 days. Pearson correlations were created between these indices and country indicators obtained from the World Bank. Results of these correlations identify countries with stronger Health indicators such as lower mortality rates, lower age-dependency ratios, and higher rates of immunization to other diseases display higher VUI and VAI scores than countries with lesser values. VAI scores are also positively correlated to Governance and Economic indicators, such as regulatory quality, control of corruption, and GDP per capita. As represented by the VUI, proper utilization of the COVID-19 vaccine supply by country is observed in countries that display excellence in health practices. A country’s motivation to accelerate its vaccination rates within the first 150 days of vaccinating, as represented by the VAI, was largely a product of the governing body’s effectiveness and economic status, as well as overall excellence in health practises.</p> <iframe src="https://publications.waset.org/10013172.pdf" style="width:100%; height:400px;" frameborder="0"></iframe> <p class="card-text"><strong>Keywords:</strong> <a href="https://publications.waset.org/search?q=Data%20mining" title="Data mining">Data mining</a>, <a href="https://publications.waset.org/search?q=Pearson%20Correlation" title=" Pearson Correlation"> Pearson Correlation</a>, <a href="https://publications.waset.org/search?q=COVID-19" title=" COVID-19"> COVID-19</a>, <a href="https://publications.waset.org/search?q=vaccination%20rates" title=" vaccination rates"> vaccination rates</a>, <a href="https://publications.waset.org/search?q=hesitancy." title=" hesitancy."> hesitancy.</a> </p> <a href="https://publications.waset.org/10013172/analyzing-factors-impacting-covid-19-vaccination-rates" class="btn btn-primary btn-sm">Procedia</a> <a href="https://publications.waset.org/10013172/apa" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">APA</a> <a href="https://publications.waset.org/10013172/bibtex" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">BibTeX</a> <a href="https://publications.waset.org/10013172/chicago" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">Chicago</a> <a href="https://publications.waset.org/10013172/endnote" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">EndNote</a> <a href="https://publications.waset.org/10013172/harvard" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">Harvard</a> <a href="https://publications.waset.org/10013172/json" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">JSON</a> <a href="https://publications.waset.org/10013172/mla" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">MLA</a> <a href="https://publications.waset.org/10013172/ris" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">RIS</a> <a href="https://publications.waset.org/10013172/xml" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">XML</a> <a href="https://publications.waset.org/10013172/iso690" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">ISO 690</a> <a href="https://publications.waset.org/10013172.pdf" target="_blank" class="btn btn-primary btn-sm">PDF</a> <span class="bg-info text-light px-1 py-1 float-right rounded"> Downloads <span class="badge badge-light">346</span> </span> <p class="card-text"><strong>References:</strong></p> <br>[1] W. H. Organization. “Coronavirus disease (covid-19).” (Online). Available: https : / /www.who. int / health - topics/coronavirus. (accessed: 03.15.2022). <br>[2] C. Wang, P. W. Horby, F. G. Hayden, and G. F. Gao, “A novel coronavirus outbreak of global health concern,” The Lancet, vol. 395, pp. 470–473, 10223 2020. DOI: https://doi.org/10.1016/S0140-6736(20)30185-9. <br>[3] F. International Labour Organization, F. Agriculture Organization, and W. H. O. Agriculture Organization. “Impact of covid-19 on people’s livelihoods, their health and our food systems.” (2020), (Online). Available: https://www.who.int/news/item/13-10-2020-impact-ofcovid- 19-on-people’s-livelihoods-their-health-and-ourfood- systems. (accessed: 03.15.2022). <br>[4] C. P. Bown and T. J. Bollyky, “How covid-19 vaccine supply chains emerged in the midst of a pandemic,” The World Economy, vol. 45, pp. 468–522, 2 2022. <br>[5] N. E. MacDonald, “Vaccine hesitancy: Definition, scope and determinants,” Vaccine, vol. 33, pp. 4161–4164, 34 2015. DOI: https://doi.org/10.1016/j.vaccine.2015.04. 036. <br>[6] M. Sallam, “Covid-19 vaccine hesitancy worldwide: A concise systematic review of vaccine acceptance rates,” Vaccine, vol. 9, pp. 468–522, 2 2021. <br>[7] P. Basak, T. Abir, A. Al Mamun, et al., “A global study on the correlates of gross domestic product (gdp) and covid-19 vaccine distribution,” Vaccines, vol. 10, no. 2, 2022. <br>[8] E. Mathieu, H. Ritchie, L. Rod´es-Guirao, et al., Coronavirus pandemic (covid-19), https://ourworldindata.org/coronavirus, 2020. <br>[9] M. L. T. F. on COVID-19, Vaccine supply & delivery, 2022. (Online). Available: https : / / www . covid19taskforce . com / en / programs / task - force - on - covid-19-vaccines, (accessed: 05.25.2022). <br>[10] W. Bank. “Data catalog.” (2022), (Online). Available: https : / / datacatalog .worldbank . org / home. (accessed: 03.15.2022). <br>[11] W. Bank, World development indicators, 2022. (Online). Available: https : / / datacatalog .worldbank . org / search / dataset / 0037712 / World - Development - Indicators, (accessed: 02.01.2022). <br>[12] W. Bank, Environment, social and governance data, 2022. (Online). Available: https : / / datacatalog . worldbank.org/search/dataset/0037651/Environment-- Social-and-Governance-Data, (accessed: 02.01.2022). <br>[13] W. Bank, Health nutrition and population statistics, 2022. (Online). Available: https : / / datacatalog . worldbank . org / search / dataset / 0037652 / Health - Nutrition - and - Population - Statistics, (accessed: 02.01.2022). <br>[14] RStudio Team, Rstudio: Integrated development environment for r, RStudio, PBC., Boston, MA, 2021. (Online). Available: http://www.rstudio.com/. <br>[15] H. Wickham, ggplot2: Elegant Graphics for Data Analysis. Springer-Verlag New York, 2016, ISBN: 978-3-319-24277-4. (Online). Available: https : / / ggplot2.tidyverse.org. <br>[16] D. Freedman, R. Pisani, and R. Purves, Statistics: Fourth International Student Edition (International student edition). W.W. Norton & Company, 2007, ISBN: 9780393930436. <br>[17] F. N. David, Tables of the Ordinates and Probability Integral of the Distribution of the Correlation Coefficient in Small Samples. Cambridge University Press, 1938, ISBN: 9780521071697. <br>[18] M. A. Bujang and N. Baharum, “Sample size guideline for correlation analysis,” World, vol. 3, no. 1, pp. 37–46, 2016. </div> </div> </div> </main> <footer> <div id="infolinks" class="pt-3 pb-2"> <div class="container"> <div style="background-color:#f5f5f5;" class="p-3"> <div class="row"> <div class="col-md-2"> <ul class="list-unstyled"> About <li><a href="https://waset.org/page/support">About Us</a></li> <li><a href="https://waset.org/page/support#legal-information">Legal</a></li> <li><a target="_blank" rel="nofollow" href="https://publications.waset.org/static/files/WASET-16th-foundational-anniversary.pdf">WASET celebrates its 16th foundational anniversary</a></li> </ul> </div> <div class="col-md-2"> <ul class="list-unstyled"> Account <li><a href="https://waset.org/profile">My Account</a></li> </ul> </div> <div class="col-md-2"> <ul class="list-unstyled"> Explore <li><a href="https://waset.org/disciplines">Disciplines</a></li> <li><a href="https://waset.org/conferences">Conferences</a></li> <li><a href="https://waset.org/conference-programs">Conference Program</a></li> <li><a href="https://waset.org/committees">Committees</a></li> <li><a href="https://publications.waset.org">Publications</a></li> </ul> </div> <div class="col-md-2"> <ul class="list-unstyled"> Research <li><a href="https://publications.waset.org/abstracts">Abstracts</a></li> <li><a href="https://publications.waset.org">Periodicals</a></li> <li><a href="https://publications.waset.org/archive">Archive</a></li> </ul> </div> <div class="col-md-2"> <ul class="list-unstyled"> Open Science <li><a target="_blank" rel="nofollow" href="https://publications.waset.org/static/files/Open-Science-Philosophy.pdf">Open Science Philosophy</a></li> <li><a target="_blank" rel="nofollow" href="https://publications.waset.org/static/files/Open-Science-Award.pdf">Open Science Award</a></li> <li><a target="_blank" rel="nofollow" href="https://publications.waset.org/static/files/Open-Society-Open-Science-and-Open-Innovation.pdf">Open Innovation</a></li> <li><a target="_blank" rel="nofollow" href="https://publications.waset.org/static/files/Postdoctoral-Fellowship-Award.pdf">Postdoctoral Fellowship Award</a></li> <li><a target="_blank" rel="nofollow" href="https://publications.waset.org/static/files/Scholarly-Research-Review.pdf">Scholarly Research Review</a></li> </ul> </div> <div class="col-md-2"> <ul class="list-unstyled"> Support <li><a href="https://waset.org/page/support">Support</a></li> <li><a href="https://waset.org/profile/messages/create">Contact Us</a></li> <li><a href="https://waset.org/profile/messages/create">Report Abuse</a></li> </ul> </div> </div> </div> </div> </div> <div class="container text-center"> <hr style="margin-top:0;margin-bottom:.3rem;"> <a href="https://creativecommons.org/licenses/by/4.0/" target="_blank" class="text-muted small">Creative Commons Attribution 4.0 International License</a> <div id="copy" class="mt-2">© 2024 World Academy of Science, Engineering and Technology</div> </div> </footer> <a href="javascript:" id="return-to-top"><i class="fas fa-arrow-up"></i></a> <div class="modal" id="modal-template"> <div class="modal-dialog"> <div class="modal-content"> <div class="row m-0 mt-1"> <div class="col-md-12"> <button type="button" class="close" data-dismiss="modal" aria-label="Close"><span aria-hidden="true">×</span></button> </div> </div> <div class="modal-body"></div> </div> </div> </div> <script src="https://cdn.waset.org/static/plugins/jquery-3.3.1.min.js"></script> <script src="https://cdn.waset.org/static/plugins/bootstrap-4.2.1/js/bootstrap.bundle.min.js"></script> <script src="https://cdn.waset.org/static/js/site.js?v=150220211556"></script> <script> jQuery(document).ready(function() { /*jQuery.get("https://publications.waset.org/xhr/user-menu", function (response) { jQuery('#mainNavMenu').append(response); });*/ jQuery.get({ url: "https://publications.waset.org/xhr/user-menu", cache: false }).then(function(response){ jQuery('#mainNavMenu').append(response); }); }); </script> </body> </html>

CINXE.COM

Analyzing Factors Impacting COVID-19 Vaccination Rates