{"id":14387,"date":"2018-01-11T11:05:07","date_gmt":"2018-01-11T16:05:07","guid":{"rendered":"https:\/\/www.ucf.edu\/online\/?p=14387"},"modified":"2025-12-08T16:09:28","modified_gmt":"2025-12-08T21:09:28","slug":"quantitative-analysis-changed-health-care","status":"publish","type":"post","link":"https:\/\/www.ucf.edu\/online\/healthcare\/news\/quantitative-analysis-changed-health-care","title":{"rendered":"How Has Quantitative Analysis Changed Health Care?"},"content":{"rendered":"<nav class=\"sections-menu-wrapper\" aria-label=\"Page section navigation\" style=\"min-height: 60px;\">\n\t\t\t<div class=\"navbar navbar-toggleable-md navbar-light bg-primary sections-menu\">\n\t\t\t\t<div class=\"container\">\n\t\t\t\t\t<button class=\"navbar-toggler collapsed ml-auto\" type=\"button\" data-toggle=\"collapse\" data-target=\"#sections-menu\" aria-controls=\"#sections-menu\" aria-expanded=\"false\">\n\t\t\t\t\t\t<span class=\"navbar-toggler-text\">Skip to Section<\/span>\n\t\t\t\t\t\t<span class=\"navbar-toggler-icon\" aria-hidden=\"true\"><\/span>\n\t\t\t\t\t<\/button>\n\t\t\t\t\t<div class=\"navbar-collapse collapse\" id=\"sections-menu\" data-autoselect=\"true\" data-selector=\".auto-section\">\n\t\t\t\t\t\t<ul class=\"nav navbar-nav\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/nav>\n\t\n<section id=\"takeaways\" class=\"auto-section\" data-section-link-title=\"Key Takeaways\">\n\t\t\t<div class=\"jumbotron jumbotron-fluid media-background-contain mt-0 mb- text-inverse\" style=\"background-color:#0a172d;\">\n\t\t\t\t\n\t\t\t\t<div class=\"media-background object-fit-cover\" style=\"background: linear-gradient(0deg, rgb(0, 0, 0)0% rgba(10, 23, 45, 0));\"><\/div>\n\t\t\t\n\t\t\t<div class=\"container\">\n\t\t\t\t\n\t\t\t<div class=\"row\">\n\t\t\t\t\n\t\t\t<div class=\"pr-lg-5 col-lg-8\">\n\t\t\t\t\n<h2 class=\"my-3\">Key Takeaways<\/h2>\n<ul>\n<li>Collecting and analyzing numerical health data can identify trends, measure outcomes and evaluate treatment effectiveness.<\/li>\n<li>Engaging patients and the public in research helps make study samples more representative and ensures outcomes reflect what truly matters.<\/li>\n<li>Applying methods like epidemiological studies and surveys can track disease patterns, resource use and patient behaviors.<\/li>\n<li>Clinical trials, cohort studies and health outcomes research can compare treatment effects, reduce readmissions and improve patient care strategies.<\/li>\n<li>Translating quantitative findings into actionable insights helps optimize healthcare delivery, inform policy and enhance population health.<\/li>\n<\/ul>\n\t\t\t<\/div>\n\t\t\n\t\t\t<div class=\"hidden-md-down col-md-4\">\n\t\t\t\t\n<noscript><img decoding=\"async\" src=\"https:\/\/www.ucf.edu\/wp-content\/blogs.dir\/19\/files\/2025\/12\/qrn-feat.png\" class=\"img-fluid\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" class=\"img-fluid lazyload\" data-src=\"https:\/\/www.ucf.edu\/wp-content\/blogs.dir\/19\/files\/2025\/12\/qrn-feat.png\"><br>\n\t\t\t<\/div>\n\t\t\n\t\t\t<\/div>\n\t\t\n\t\t\t<\/div>\n\t\t\n\t\t\t<\/div>\n\t\t\n<\/section>\n<section id=\"what-is\" class=\"auto-section\" data-section-link-title=\"Quantitative Research\">\n\t\t\t\t<div class=\"media-background object-fit-cover\" style=\"background: linear-gradient(0deg, rgb(0, 0, 0)0% rgba(10, 23, 45, 0));\"><\/div>\n\t\t\t\n\t\t\t<div class=\"container mb-md-5\">\n\t\t\t\t\n\t\t\t<div class=\"row\">\n\t\t\t\t\n\t\t\t<div class=\"pr-lg-5 col-lg-12\">\n\t\t\t\t\n<h2 class=\"mt-5 mb-3\">What Is Quantitative Research in Healthcare?<\/h2>\n<p>Quantitative research in healthcare focuses on collecting and analyzing numerical data to uncover measurable patterns, test hypotheses and identify relationships between variables. Unlike qualitative research, which explores experiences and perceptions, quantitative research relies on numbers, statistics and routine data collection to draw conclusions that can be generalized to larger populations. <\/p>\n<p>Dr. Richard Biehl, the former education coordinator of our <a href=\"https:\/\/www.ucf.edu\/online\/healthcare-systems-engineering\/\" target=\"_blank\" title=\"Healthcare Systems Engineering | UCF Online\">online healthcare systems engineering program<\/a>, notes, \u201cWe used to get the data to support our research, now we\u2019re getting the data to suggest our research. That\u2019s very different.\u201d This highlights how quantitative analysis can point researchers toward unexpected and promising insights.<br>\n\t\t\t<\/p><\/div>\n\t\t\n\t\t\t<\/div>\n\t\t\n\t\t\t<div class=\"row\">\n\t\t\t\t\n\t\t\t<div class=\"pr-lg-5 col-lg-12\">\n\t\t\t\t\n<h2 class=\"mt-5 mb-3\">How Is Quantitative Research in Healthcare Evolving?<\/h2>\n<p>Today, the scope of quantitative research is expanding even further thanks to wearable devices and connected health technologies. As Dr. Biehl explains, personal health data collection from devices like fitness trackers and smartwatches allows researchers to access hundreds of data points per user per day. This information helps detect early warning signs, monitor treatment effects, better understand population health trends and help determine appropriate public health interventions.<br>\n\t\t\t<\/p><\/div>\n\t\t\n\t\t\t<\/div>\n\t\t\n\t\t\t<div class=\"row\">\n\t\t\t\t\n\t\t\t<div class=\"pr-lg-5 col-lg-12\">\n\t\t\t\t\n<h2 class=\"mt-5 mb-3\">What Methods Are Used in Quantitative Research?<\/h2>\n<p>Quantitative research uses a variety of methods depending on the research question, desired outcomes and type of data needed. Some of the most common approaches include:<br>\n\t\t\t<\/p><\/div>\n\t\t\n\t\t\t<\/div>\n\t\t\n\t\t\t<div class=\"row\">\n\t\t\t\t\n\t\t\t<div class=\"pr-lg-5 col-lg-12\">\n\t\t\t\t\n<h3 class=\"my-3\">Clinical Trials<\/h3>\n<p>Clinical trials are controlled experiments designed to test the safety and effectiveness of new medications, treatments or medical devices. Participants are randomly assigned to groups to compare outcomes, ensuring reliable, statistically valid results.<\/p>\n<h3 class=\"my-3\">Epidemiological Studies<\/h3>\n<p>These large-scale studies investigate disease prevalence, patterns and causes within specific populations. By tracking data such as infection rates or risk factors, researchers can identify trends and develop prevention strategies.<\/p>\n<h3 class=\"my-3\">Surveys and Questionnaires<\/h3>\n<p>Structured surveys with closed-ended questions provide numerical data collection from patients, healthcare providers or the public. They are often used to measure patient satisfaction, adherence to treatments or public health behaviors. <\/p>\n<h3 class=\"my-3\">Cohort Studies<\/h3>\n<p>Cohort studies follow a group of people over time to determine how various factors \u2014 like lifestyle, genetics or environment \u2014 affect the likelihood of developing certain conditions.<\/p>\n<h3 class=\"my-3\">Health Outcomes Research<\/h3>\n<p>This approach evaluates how medical treatments or healthcare systems impact patient health, quality of life and cost-effectiveness. It helps healthcare providers and organizations identify the most efficient and beneficial care strategies.<br>\n\t\t\t<\/p><\/div>\n\t\t\n\t\t\t<\/div>\n\t\t\n\t\t\t<\/div>\n\t\t\n<\/section>\n<section id=\"examples\" class=\"auto-section\" data-section-link-titlex=\"Examples of Quantitative Research\">\n\t\t\t<div class=\"jumbotron jumbotron-fluid media-background-container mt-0 mb-0 ba-faded;\">\n\t\t\t\t\n\t\t\t\t<div class=\"media-background object-fit-cover\" style=\"background: linear-gradient(0deg, rgb(0, 0, 0)0% rgba(10, 23, 45, 0));\"><\/div>\n\t\t\t\n\t\t\t<div class=\"container\">\n\t\t\t\t\n\t\t\t<div class=\"row\">\n\t\t\t\t\n\t\t\t<div class=\"pr-lg-5 col-lg-12\">\n\t\t\t\t\n<h2 class=\"my-3\">What Are Examples of Quantitative Research in Healthcare?<\/h2>\n<p>These methods are actively shaping healthcare outcomes around the world. Here are examples of how quantitative research in healthcare is being applied in real-world settings:<br>\n\t\t\t<\/p><\/div>\n\t\t\n\t\t\t<\/div>\n\t\t\n\t\t\t<div class=\"row\">\n\t\t\t\t\n\t\t\t<div class=\"pr-lg-5 col-lg-12\">\n\t\t\t\t\n<h3 class=\"my-3\">Evaluating Vaccine Effectiveness<\/h3>\n<p>Large-scale clinical trials rely on quantitative approaches to measure how well vaccines prevent infection across different populations. Researchers collect numerical data on infection rates, side effects and antibody levels to determine vaccine efficacy and guide public health interventions. For example, updated COVID-19 vaccines led to <a href=\"https:\/\/www.reuters.com\/business\/healthcare-pharmaceuticals\/updated-covid-shot-led-less-severe-illness-fewer-hospitalizations-last-year-us-2025-10-08\/\" target=\"_blank\" title=\"Updated COVID shot led to less severe illness, fewer hospitalizations last year, US study find\" rel=\"nofollow\">39% fewer hospitalizations and 64% fewer deaths<\/a> among U.S. military veterans, according to a 2025 study.<\/p>\n<h3 class=\"my-3\">Measuring Hospital Readmission Rates<\/h3>\n<p>Hospitals often analyze quantitative data to identify patterns in patient readmission. By examining factors such as age, diagnosis and length of stay, healthcare providers can design interventions that reduce readmissions and improve quality of care. For example, the Hospital Readmissions Reduction Program (HRRP), which used this data-driven approach, helped <a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/30575880\" target=\"_blank\" title=\"Association of the Hospital Readmissions Reduction Program with Mortality Among Medicare Beneficiaries Hospitalized for Heart Failure, Acute Myocardial Infarction, and Pneumonia \u2013 PubMed\" rel=\"nofollow\">lower 30-day readmission rates<\/a> for acute myocardial infarction among Medicare patients. Quantitative research made it possible to track trends, identify high-risk patients and implement targeted strategies that measurably improved hospital care outcomes.<\/p>\n<h3 class=\"my-3\">Tracking Disease Trends Through Epidemiology<\/h3>\n<p>Epidemiologic data helps monitor and predict the spread of diseases such as diabetes, heart disease or influenza. This data collection helps public health officials allocate resources, plan prevention programs and evaluate the success of community health initiatives.<\/p>\n<h3 class=\"my-3\">Assessing the Impact of Telehealth<\/h3>\n<p>As virtual care becomes more common, researchers use quantitative surveys and outcome measures to evaluate telehealth\u2019s effectiveness. Metrics such as appointment completion rates, patient satisfaction scores and cost savings provide insights into how digital healthcare is improving accessibility and efficiency. As of early 2024, <a href=\"https:\/\/www.mastermindbehavior.com\/post\/telehealth-statistics\" target=\"_blank\" title=\"Telehealth Statistics\" rel=\"nofollow\">approximately 54% of Americans<\/a> have participated in at least one telehealth visit, according to Telehealth Statistics. This reflects a substantial rise in virtual care utilization. <\/p>\n<h3 class=\"my-3\">Analyzing Treatment Outcomes in Chronic Disease Management<\/h3>\n<p>Quantitative data analysis techniques are essential for comparing the results of different treatment plans for chronic conditions like hypertension or asthma. By analyzing blood pressure readings, medication adherence rates and symptom frequency, clinicians can identify the most effective strategies for long-term health management.<br>\n\t\t\t<\/p><\/div>\n\t\t\n\t\t\t<\/div>\n\t\t\n\t\t\t<\/div>\n\t\t\n\t\t\t<\/div>\n\t\t\n<\/section>\n<section id=\"charac\" class=\"auto-section\" data-section-link-title=\"Characteristics of Research\">\n\t\t\t\t<div class=\"media-background object-fit-cover\" style=\"background: linear-gradient(0deg, rgb(0, 0, 0)0% rgba(10, 23, 45, 0));\"><\/div>\n\t\t\t\n\t\t\t<div class=\"container mt-md-5\">\n\t\t\t\t\n\t\t\t<div class=\"row\">\n\t\t\t\t\n\t\t\t<div class=\"pr-lg-5 col-lg-8\">\n\t\t\t\t\n<h2 class=\"my-3\">What Are the Characteristics of Quantitative Research?<\/h2>\n<p>Quantitative studies share several defining features that make their results reliable:<\/p>\n<ul>\n<li><b>Data-Driven:<\/b> Relies on measurable data such as patient vital signs, lab results or the number of cases within a population.<\/li>\n<li><b>Statistical Analysis:<\/b> Uses mathematical tools to identify trends, test hypotheses and find relationships between variables.<\/li>\n<li><b>Objective Results:<\/b> Findings are presented through charts, graphs and numerical summaries that minimize personal bias.<\/li>\n<li><b>Large Sample Sizes:<\/b> Often includes many participants to ensure results <a href=\"https:\/\/pmc.ncbi.nlm.nih.gov\/articles\/PMC6250860\/\" target=\"_blank\" title=\"Public and patient involvement in quantitative health research: A statistical perspective\" rel=\"nofollow\">accurately reflect patterns across a wider population<\/a>.<\/li>\n<\/ul>\n<h2 class=\"mt-5 mb-3\">Why Does Quantitative Research Matter in Healthcare?<\/h2>\n<p>The ultimate goal of quantitative research is to strengthen evidence-based decision-making. By analyzing measurable outcomes, healthcare professionals can:<\/p>\n<ul>\n<li>Compare treatment or intervention effectiveness<\/li>\n<li>Predict future health trends and potential risks<\/li>\n<li>Assess the quality, safety and efficiency of healthcare services<\/li>\n<li>Identify and measure the prevalence and incidence of diseases<\/li>\n<li>Support healthcare policies and resource allocation with reliable evidence<\/li>\n<\/ul>\n<h2 class=\"mt-5 mb-3\">What Are the Challenges in Conducting Quantitative Research in Healthcare<\/h2>\n<p>While quantitative approaches provide clear, objective data, they are not without challenges. Maintaining data quality is critical, as incomplete or inaccurate information can skew results. For example, large-scale surveys can overestimate outcomes. Vaccine uptake was overreported by 14 to 17 percentage points compared with benchmark CDC data, according to <a href=\"https:\/\/arxiv.org\/abs\/2106.05818\" target=\"_blank\" title=\"Unrepresentative Big Surveys Significantly Overestimate US Vaccine Uptake\" rel=\"nofollow\">one study<\/a>. This highlights the importance of representative sampling.<\/p>\n<p>Researchers must also ensure representative sampling to avoid bias and adhere to ethical standards, including patient confidentiality and informed consent. Additionally, large-scale studies often require significant time, funding and specialized expertise.<\/p>\n\t\t\t<\/div>\n\t\t\n\t\t\t<div class=\" col-md-4\">\n\t\t\t\t\n<noscript><img decoding=\"async\" src=\"https:\/\/www.ucf.edu\/wp-content\/blogs.dir\/19\/files\/2025\/12\/qrn-img.jpg\" class=\"img-fluid\"><\/noscript><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" class=\"img-fluid lazyload\" data-src=\"https:\/\/www.ucf.edu\/wp-content\/blogs.dir\/19\/files\/2025\/12\/qrn-img.jpg\"><br>\n\t\t\t<\/div>\n\t\t\n\t\t\t<\/div>\n\t\t\n\t\t\t<\/div>\n\t\t\n<\/section>\n<section class=\"auto-section\">\n\t\t\t<div class=\"jumbotron jumbotron-fluid media-background-container mt-0 mb-0 ba-faded;\">\n\t\t\t\t\n\t\t\t\t<div class=\"media-background object-fit-cover\" style=\"background: linear-gradient(0deg, rgb(0, 0, 0)0% rgba(10, 23, 45, 0));\"><\/div>\n\t\t\t\n\t\t\t<div class=\"container\">\n\t\t\t\t\n\t\t\t<div class=\"row\">\n\t\t\t\t\n\t\t\t<div class=\"pr-lg-5 col-lg-12\">\n\t\t\t\t\n<h2 class=\"my-3\">Learn Quantitative Research in Healthcare at UCF<\/h2>\n<p>At UCF, you can earn a master\u2019s or graduate certificate in <a href=\"https:\/\/www.ucf.edu\/online\/healthcare-systems-engineering\/\" target=\"_blank\" title=\"Health Care Systems Engineering | UCF Online\">Healthcare Systems Engineering<\/a>, teaching students the skills to improve healthcare systems. Through classes in quantitative analysis, systems modeling, simulation and quality management, you can develop the tools to optimize operations, manage risks and implement system-wide improvements that enhance patient experience. These programs prepare graduates to lead evidence-based initiatives, redesign complex healthcare systems and drive innovation across the industry.<\/p>\n\t\t\t<\/div>\n\t\t\n\t\t\t<\/div>\n\t\t\n\t\t\t<div class=\"row\">\n\t\t\t\t\n\t\t\t<div class=\"pr-lg-5 col-lg-12\">\n\t\t\t\t\n<h2 class=\"my-3\">How Is Quantitative Research Shaping the Future of Healthcare?<\/h2>\n<p>Quantitative research is transforming healthcare by turning data into actionable insights that improve patient outcomes, optimize operations and guide evidence-based decisions. By measuring trends and analyzing results, healthcare professionals can make informed choices that address quality of care and emerging challenges.<\/p>\n<p>At the University of Central Florida, the online <a href=\"https:\/\/www.ucf.edu\/online\/healthcare-systems-engineering\/\" target=\"_blank\" title=\"Health Care Systems Engineering | UCF Online\">Master of Science in Healthcare Systems Engineering program<\/a> prepares students to lead in this field. It equips students with the skills to apply quantitative analysis, systems thinking and process improvement techniques. As a result, this program can enable them to design smarter, more efficient and patient-centered healthcare systems that shape the future of medicine.<\/p>\n<p><a class=\"btn btn-primary\" href=\"https:\/\/www.ucf.edu\/online\/healthcare-systems-engineering\/\" target=\"_blank\">Explore UCF\u2019s Healthcare Systems Engineering Programs<\/a><br>\n\t\t\t<\/p><\/div>\n\t\t\n\t\t\t<\/div>\n\t\t\n\t\t\t<\/div>\n\t\t\n\t\t\t<\/div>\n\t\t\n<\/section>\n<section id=\"faqs\" class=\"auto-section\" data-section-link-title=\"FAQs\">\n\t\t\t\t<div class=\"media-background object-fit-cover\" style=\"background: linear-gradient(0deg, rgb(0, 0, 0)0% rgba(10, 23, 45, 0));\"><\/div>\n\t\t\t\n\t\t\t<div class=\"container mb-md-5\">\n\t\t\t\t\n\t\t\t<div class=\"row\">\n\t\t\t\t\n\t\t\t<div class=\"pr-lg-5 col-lg-12\">\n\t\t\t\t\n<h2 class=\"mt-5 mb-3\">Frequently Asked Questions About Quantitative Research in Healthcare<\/h2>\n\t\t\t<\/div>\n\t\t\n\t\t\t<\/div>\n\t\t\n\t\t\t<div class=\"row\">\n\t\t\t\t\n\t\t\t<div class=\"pr-lg-5 col-lg-12\">\n\t\t\t\t\n<h3 class=\"my-3\">What is an example of quantitative research in healthcare?<\/h3>\n<p>xamples of quantitative research in healthcare include clinical trials testing the effectiveness of a new medication, epidemiological studies tracking disease trends and surveys measuring patient satisfaction. <\/p>\n<h3 class=\"my-3\">What are the four types of quantitative research?<\/h3>\n<p>The four common types are:<\/p>\n<ol>\n<li><b>Descriptive Research<\/b> \u2013 Measures and describes characteristics of a population (e.g., patient demographics)<\/li>\n<li><b>Correlational Research<\/b> \u2013 Examines relationships between variables (e.g., smoking and lung disease rates)<\/li>\n<li><b>Experimental Research<\/b> \u2013 Tests interventions under controlled conditions (e.g., controlled trials)<\/li>\n<li><b>Causal-Comparative Research<\/b> \u2013 Compares outcomes between groups to determine cause-and-effect relationships<\/li>\n<\/ol>\n<h3 class=\"my-3\">What is quantitative data in healthcare?<\/h3>\n<p>Quantitative data refers to numerical information used to analyze health outcomes, such as patient vital signs, lab results, number of disease cases or survey ratings. It enables objective, statistically supported conclusions that can be applied to larger populations.<\/p>\n<h3 class=\"my-3\">What advantages does quantitative research offer in healthcare?<\/h3>\n<p>Quantitative research offers healthcare professionals objective, data-driven insights that reduce bias and support evidence-based decision-making. By analyzing measurable trends and outcomes, quantitative data allows for accurate predictions, evaluation of treatment effects and improvements in healthcare processes. Large, representative samples ensure that findings can be generalized to broader populations, maximizing their impact on patient care and policy.<\/p>\n\t\t\t<\/div>\n\t\t\n\t\t\t<\/div>\n\t\t\n\t\t\t<\/div>\n\t\t\n<\/section>\n<section id=\"references\" class=\"auto-section\" data-section-link-title=\"Source References\">\n\t\t\t<div class=\"jumbotron jumbotron-fluid media-background-container mt-0 mb-0 ba-faded;\">\n\t\t\t\t\n\t\t\t\t<div class=\"media-background object-fit-cover\" style=\"background: linear-gradient(0deg, rgb(0, 0, 0)0% rgba(10, 23, 45, 0));\"><\/div>\n\t\t\t\n\t\t\t<div class=\"container\">\n\t\t\t\t\n\t\t\t<div class=\"row\">\n\t\t\t\t\n\t\t\t<div class=\"pr-lg-5 col-lg-7\">\n\t\t\t\t\n<h2 class=\"my-3\">Source References<\/h2>\n<ol>\n<li>Hannigan, Ailish. &#8220;Public and Patient Involvement in Quantitative Health Research: A Statistical Perspective.&#8221; Health Expectations, 2018. https:\/\/pmc.ncbi.nlm.nih.gov\/articles\/PMC6250860\/<\/li>\n<li>Reuters. &#8220;Updated COVID Shot Led to Less Severe Illness, Fewer Hospitalizations Last Year in U.S.&#8221; Reuters, Oct. 8, 2025. https:\/\/www.reuters.com\/business\/healthcare-pharmaceuticals\/updated-covid-shot-led-less-severe-illness-fewer-hospitalizations-last-year-us-2025-10-08\/<\/li>\n<li>Wadhera, Rishi K., Karen E. Joynt Maddox, Jason H. Wasfy, Sebastien Haneuse, Changyu Shen, and Robert W. Yeh. &#8220;Association of the Hospital Readmissions Reduction Program With Mortality Among Medicare Beneficiaries Hospitalized for Heart Failure, Acute Myocardial Infarction, and Pneumonia.&#8221; JAMA, 2018. https:\/\/pubmed.ncbi.nlm.nih.gov\/30575880<\/li>\n<li>Mastermind Behavior. &#8220;Telehealth Statistics.&#8221; Mastermind Behavior, 2025. https:\/\/www.mastermindbehavior.com\/post\/telehealth-statistics<\/li>\n<li>Bradley, Valerie C., Shiro Kuriwaki, Michael Isakov, Dino Sejdinovic, Xiao-Li Meng, and Seth Flaxman. 2021. \u201cUnrepresentative Big Surveys Significantly Overestimate US Vaccine Uptake.\u201d arXiv. https:\/\/arxiv.org\/abs\/2106.05818<\/li>\n<\/ol>\n\t\t\t<\/div>\n\t\t\n\t\t\t<div class=\" col-lg-5\">\n\t\t\t\t\n<div class=\"header-form bg-inverse-t-4 mb-4 mb-lg-5 p-3 p-md-4 mt-4\">\n<h3 class=\"gform_title\">Request Information<\/h3>\n<script>\nvar 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id=\"gf_progressbar_wrapper_109\" class=\"gf_progressbar_wrapper\" data-start-at-zero>\n        \t<h3 class=\"gf_progressbar_title\">Step <span class=\"gf_step_current_page\">1<\/span> of <span class=\"gf_step_page_count\">2<\/span><span class=\"gf_step_page_name\"><\/span>\n        \t<\/h3>\n            <div class=\"gf_progressbar gf_progressbar_blue\" aria-hidden=\"true\">\n                <div class=\"gf_progressbar_percentage percentbar_blue percentbar_50\" style=\"width:50%;\"><span>50%<\/span><\/div>\n            <\/div><\/div>\n                        <div class=\"gform-body gform_body\"><div id=\"gform_page_109_1\" class=\"gform_page \" data-js=\"page-field-id-0\">\n\t\t\t\t\t<div class=\"gform_page_fields\"><ul id=\"gform_fields_109\" class=\"gform_fields top_label form_sublabel_below description_below validation_below\"><li id=\"field_109_39\" class=\"gfield gfield--type-honeypot gform_validation_container field_sublabel_below gfield--has-description field_description_below field_validation_below gfield_visibility_visible\"><label class=\"gfield_label gform-field-label\" for=\"input_109_39\">Instagram<\/label><div class=\"ginput_container\"><input name=\"input_39\" id=\"input_109_39\" type=\"text\" value autocomplete=\"new-password\"><\/div><div class=\"gfield_description\" id=\"gfield_description_109_39\">This field is for validation purposes and should be left unchanged.<\/div><\/li><li id=\"field_109_13\" class=\"gfield gfield--type-name gfield--input-type-name gfield_contains_required field_sublabel_hidden_label gfield--no-description field_description_below field_validation_below gfield_visibility_visible\"><label class=\"gfield_label gform-field-label gfield_label_before_complex\">Name<span class=\"gfield_required\"><span class=\"gfield_required gfield_required_asterisk\">*<\/span><\/span><\/label><div class=\"ginput_complex ginput_container ginput_container--name no_prefix has_first_name no_middle_name has_last_name no_suffix gf_name_has_2 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field_sublabel_below gfield--no-description field_description_below field_validation_below gfield_visibility_visible gpev-field\" data-field-class=\"gpev-field\"><label class=\"gfield_label gform-field-label\" for=\"input_109_2\">Email<span class=\"gfield_required\"><span class=\"gfield_required gfield_required_asterisk\">*<\/span><\/span><\/label><div class=\"ginput_container ginput_container_email\">\n                            <input name=\"input_2\" id=\"input_109_2\" type=\"email\" value class=\"large\" aria-required=\"true\" aria-invalid=\"false\">\n                        <\/div><\/li><li id=\"field_109_3\" class=\"gfield gfield--type-select gfield--input-type-select populate-degrees gfield_contains_required field_sublabel_below gfield--no-description field_description_below field_validation_below gfield_visibility_visible\"><label class=\"gfield_label gform-field-label\" for=\"input_109_3\">Degree<span class=\"gfield_required\"><span class=\"gfield_required gfield_required_asterisk\">*<\/span><\/span><\/label><div class=\"ginput_container ginput_container_select\"><select name=\"input_3\" id=\"input_109_3\" class=\"large gfield_select\" aria-required=\"true\" aria-invalid=\"false\"><option value=\"Aerospace Engineering, MSAE\">Aerospace Engineering, MSAE<\/option><option value=\"Anthropology, BA\">Anthropology, BA<\/option><option value=\"Applied Behavior Analysis Graduate Certificate\">Applied Behavior Analysis Graduate Certificate<\/option><option value=\"Applied Photonics Graduate Certificate\">Applied Photonics Graduate Certificate<\/option><option value=\"Art Education, MAT\">Art Education, MAT<\/option><option value=\"Autism Spectrum Disorders Graduate Certificate\">Autism Spectrum Disorders Graduate Certificate<\/option><option value=\"Behavioral Cybersecurity and Privacy Graduate Certificate\">Behavioral Cybersecurity and Privacy Graduate Certificate<\/option><option value=\"Biomedical Sciences, MS\">Biomedical Sciences, MS<\/option><option value=\"Career and Technical Education, BS\">Career and Technical Education, BS<\/option><option value=\"Career and Workforce Education, MA\">Career and Workforce Education, MA<\/option><option value=\"Chemistry, MS - Forensic Science\">Chemistry, MS - Forensic Science<\/option><option value=\"Civil Engineering, MS (Smart Cities)\">Civil Engineering, MS (Smart Cities)<\/option><option value=\"Civil Engineering, MS (Structural)\">Civil Engineering, MS (Structural)<\/option><option value=\"Civil Engineering, MS (Transportation)\">Civil Engineering, MS (Transportation)<\/option><option value=\"Civil Engineering, MS (Water Resources)\">Civil Engineering, MS (Water Resources)<\/option><option value=\"Civil Engineering, MSCE\">Civil Engineering, MSCE<\/option><option value=\"College Teaching and Leadership Graduate Certificate\">College Teaching and Leadership Graduate Certificate<\/option><option value=\"Communication and Conflict, BA\">Communication and Conflict, BA<\/option><option value=\"Community Engagement Graduate Certificate\">Community Engagement Graduate Certificate<\/option><option value=\"Conflict Resolution and Analysis Graduate Certificate\">Conflict Resolution and Analysis Graduate Certificate<\/option><option value=\"Corrections Leadership Graduate Certificate\">Corrections Leadership Graduate Certificate<\/option><option value=\"Criminal Justice (MS) - Public Administration Dual Degree\">Criminal Justice (MS) - Public Administration Dual Degree<\/option><option value=\"Criminal Justice, BA\/BS\">Criminal Justice, BA\/BS<\/option><option value=\"Criminal Justice, MS\">Criminal Justice, MS<\/option><option value=\"Curriculum and Instruction, EdD\">Curriculum and Instruction, EdD<\/option><option value=\"Data Modeling\">Data Modeling<\/option><option value=\"Digital Forensics, MS\">Digital Forensics, MS<\/option><option value=\"Digital Twins Graduate Certificate\">Digital Twins Graduate Certificate<\/option><option value=\"e-Learning Design, Development, &amp; Delivery\">e-Learning Design, Development, &amp; Delivery<\/option><option value=\"Educational Leadership, MA\">Educational Leadership, MA<\/option><option value=\"Electrical Engineering, MSEE\">Electrical Engineering, MSEE<\/option><option value=\"Electronic Parts Engineering\">Electronic Parts Engineering<\/option><option value=\"Elementary Education, MA\">Elementary Education, MA<\/option><option value=\"Elementary Education, MEd\">Elementary Education, MEd<\/option><option value=\"Emergency and Crisis Management, MECM\">Emergency and Crisis Management, MECM<\/option><option value=\"Emergency Management and Homeland Security\">Emergency Management and Homeland Security<\/option><option value=\"Emergency Management, BA\/BS\">Emergency Management, BA\/BS<\/option><option value=\"Engineering Management, MS\">Engineering Management, MS<\/option><option value=\"English - Creative Writing, BA\">English - Creative Writing, BA<\/option><option value=\"English - Literature, BA\">English - Literature, BA<\/option><option value=\"English - Rhetoric and Composition, MA\">English - Rhetoric and Composition, MA<\/option><option value=\"English - Technical Communication, BA\">English - Technical Communication, BA<\/option><option value=\"English - Technical Communication, MA\">English - Technical Communication, MA<\/option><option value=\"English Language Arts Education, MAT\">English Language Arts Education, MAT<\/option><option value=\"Entertainment Management, BS\">Entertainment Management, BS<\/option><option value=\"Environmental Engineering, MS &amp; MSVE\">Environmental Engineering, MS &amp; MSVE<\/option><option value=\"Event Leadership, MS\">Event Leadership, MS<\/option><option value=\"Event Management Graduate Certificate\">Event Management Graduate Certificate<\/option><option value=\"Event Management, BS\">Event Management, BS<\/option><option value=\"Exceptional Student Education \u2013 Learning and Development Online, BS\">Exceptional Student Education \u2013 Learning and Development Online, BS<\/option><option value=\"Exceptional Student Education, MEd\">Exceptional Student Education, MEd<\/option><option value=\"Executive Master of Health Administration, EMHA\">Executive Master of Health Administration, EMHA<\/option><option value=\"FinTech, MS\">FinTech, MS<\/option><option value=\"Fundraising\">Fundraising<\/option><option value=\"Gender Studies\">Gender Studies<\/option><option value=\"Guidance Control and Dynamics\">Guidance Control and Dynamics<\/option><option value=\"Health Informatics, BS\">Health Informatics, BS<\/option><option value=\"Health Information Management, BS\">Health Information Management, BS<\/option><option value=\"Health Services Administration, BS\">Health Services Administration, BS<\/option><option value=\"Healthcare Systems Engineering Certificate\">Healthcare Systems Engineering Certificate<\/option><option value=\"Healthcare Systems Engineering, MS\">Healthcare Systems Engineering, MS<\/option><option value=\"Hispanic Serving Healthcare Professionals\">Hispanic Serving Healthcare Professionals<\/option><option value=\"History, BA\">History, BA<\/option><option value=\"Hospitality and Tourism Management, MS\">Hospitality and Tourism Management, MS<\/option><option value=\"Hospitality and Tourism Technologies\">Hospitality and Tourism Technologies<\/option><option value=\"Hospitality Management, BS\">Hospitality Management, BS<\/option><option value=\"Industrial Engineering, MS\">Industrial Engineering, MS<\/option><option value=\"Industrial Engineering, MSIE\">Industrial Engineering, MSIE<\/option><option value=\"Initial Teacher Professional Preparation\">Initial Teacher Professional Preparation<\/option><option value=\"Instructional \/ Educational Technology\">Instructional \/ Educational Technology<\/option><option value=\"Instructional Design and Technology, MA\">Instructional Design and Technology, MA<\/option><option value=\"Instructional Design Graduate Certificate\">Instructional Design Graduate Certificate<\/option><option value=\"Integrative General Studies, BGS\">Integrative General Studies, BGS<\/option><option value=\"Interdisciplinary Studies, BA\/BS\">Interdisciplinary Studies, BA\/BS<\/option><option value=\"International and Global Studies, BA\">International and Global Studies, BA<\/option><option value=\"Latin American, Caribbean and Latinx Studies, BA\">Latin American, Caribbean and Latinx Studies, BA<\/option><option value=\"Leadership and Strategy in Hospitality and Tourism\">Leadership and Strategy in Hospitality and Tourism<\/option><option value=\"Leadership BA\/BS\">Leadership BA\/BS<\/option><option value=\"Leadership in Workforce Development\">Leadership in Workforce Development<\/option><option value=\"Legal Studies, BA\/BS\">Legal Studies, BA\/BS<\/option><option value=\"Local Director of Career &amp; Technical Education\">Local Director of Career &amp; Technical Education<\/option><option value=\"Local Government Management Graduate Certificate\">Local Government Management Graduate Certificate<\/option><option value=\"Lodging and Restaurant Management, BS\">Lodging and Restaurant Management, BS<\/option><option value=\"Master of Business Administration - Space MBA\">Master of Business Administration - Space MBA<\/option><option value=\"Master of Public Administration, MPA\">Master of Public Administration, MPA<\/option><option value=\"Master of Science in Healthcare Informatics\">Master of Science in Healthcare Informatics<\/option><option value=\"Master of Social Work Online\">Master of Social Work Online<\/option><option value=\"Master of Social Work Online: Advanced Standing\">Master of Social Work Online: Advanced Standing<\/option><option value=\"Materials Science and Engineering, MSMSE\">Materials Science and Engineering, MSMSE<\/option><option value=\"Mechanical Engineering, MSME\">Mechanical Engineering, MSME<\/option><option value=\"Modeling and Simulation, MS\">Modeling and Simulation, MS<\/option><option value=\"Nonprofit Management\">Nonprofit Management<\/option><option value=\"Nonprofit Management, BA\/BS\">Nonprofit Management, BA\/BS<\/option><option value=\"Nonprofit Management, MNM\">Nonprofit Management, MNM<\/option><option value=\"Nursing Education\">Nursing Education<\/option><option value=\"Nursing Practice, DNP, Advanced Track\">Nursing Practice, DNP, Advanced Track<\/option><option value=\"Nursing Practice, DNP, Executive Track\">Nursing Practice, DNP, Executive Track<\/option><option value=\"Nursing, BS\">Nursing, BS<\/option><option value=\"Nursing, BSN to PhD\">Nursing, BSN to PhD<\/option><option value=\"Nursing, MSN\">Nursing, MSN<\/option><option value=\"Nursing, PhD\">Nursing, PhD<\/option><option value=\"Online Data Analytics Graduate Certificate\">Online Data Analytics Graduate Certificate<\/option><option value=\"Online Destination Marketing and Management Graduate Certificate\">Online Destination Marketing and Management Graduate Certificate<\/option><option value=\"Online Healthcare Simulation Certificate\">Online Healthcare Simulation Certificate<\/option><option value=\"Online Juvenile Justice Leadership Graduate Certificate\">Online Juvenile Justice Leadership Graduate Certificate<\/option><option value=\"Optical Image Systems\">Optical Image Systems<\/option><option value=\"Optics and Photonics, MS\">Optics and Photonics, MS<\/option><option value=\"Police Leadership\">Police Leadership<\/option><option value=\"Political Science, BA\">Political Science, BA<\/option><option value=\"Pre-Kindergarten Disabilities\">Pre-Kindergarten Disabilities<\/option><option value=\"Professional Writing Graduate Certificate\">Professional Writing Graduate Certificate<\/option><option value=\"Project Engineering\">Project Engineering<\/option><option value=\"Psychology, BS\">Psychology, BS<\/option><option value=\"Public Administration, BA\/BS\">Public Administration, BA\/BS<\/option><option value=\"Public Finance and Economic Development Graduate Certificate\">Public Finance and Economic Development Graduate Certificate<\/option><option value=\"Public Management and Leadership\">Public Management and Leadership<\/option><option value=\"Quality Assurance\">Quality Assurance<\/option><option value=\"Reading Education, MEd\">Reading Education, MEd<\/option><option value=\"Religion and Cultural Studies, BA\">Religion and Cultural Studies, BA<\/option><option value=\"Research Administration Certificate\">Research Administration Certificate<\/option><option value=\"Research Administration, MRA\">Research Administration, MRA<\/option><option value=\"Secondary Education, MEd - English Language Arts\">Secondary Education, MEd - English Language Arts<\/option><option value=\"Secondary Education, MEd - Mathematics Education\">Secondary Education, MEd - Mathematics Education<\/option><option value=\"Secondary Education, MEd - Science Education\">Secondary Education, MEd - Science Education<\/option><option value=\"Social Sciences, BS\">Social Sciences, BS<\/option><option value=\"Sociology, BA\/BS\">Sociology, BA\/BS<\/option><option value=\"Special Education\">Special Education<\/option><option value=\"Sustainability, BA\/BS\">Sustainability, BA\/BS<\/option><option value=\"Systems Engineering\">Systems Engineering<\/option><option value=\"Systems Engineering, MSSE\">Systems Engineering, MSSE<\/option><option value=\"Theme Park and Attraction Management, BS\">Theme Park and Attraction Management, BS<\/option><option value=\"Theoretical and Applied Ethics\">Theoretical and Applied Ethics<\/option><option value=\"Travel Technology and Analytics, MS\">Travel Technology and Analytics, MS<\/option><option value=\"Writing and Rhetoric, BA\">Writing and Rhetoric, BA<\/option><\/select><\/div><\/li><\/ul>\n                    <\/div>\n                    <div class=\"gform-page-footer gform_page_footer top_label\">\n      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class=\"gfield_label gform-field-label\" for=\"input_109_27\">Have you graduated high school or GED\/equivalent?<span class=\"gfield_required\"><span class=\"gfield_required gfield_required_asterisk\">*<\/span><\/span><\/label><div class=\"ginput_container ginput_container_select\"><select name=\"input_27\" id=\"input_109_27\" class=\"small gfield_select\" aria-required=\"true\" aria-invalid=\"false\"><option value=\"No\">No<\/option><option value=\"Yes\">Yes<\/option><\/select><\/div><\/li><li id=\"field_109_33\" class=\"gfield gfield--type-select gfield--input-type-select gfield--width-full gfield_contains_required field_sublabel_below gfield--no-description field_description_below field_validation_below gfield_visibility_visible\"><label class=\"gfield_label gform-field-label\" for=\"input_109_33\">How many college credits do you have?<span class=\"gfield_required\"><span class=\"gfield_required gfield_required_asterisk\">*<\/span><\/span><\/label><div class=\"ginput_container ginput_container_select\"><select name=\"input_33\" id=\"input_109_33\" class=\"large gfield_select\" aria-required=\"true\" aria-invalid=\"false\"><option value=\"0-29\">0-29<\/option><option value=\"30-59\">30-59<\/option><option value=\"Over 60\">Over 60<\/option><option value=\"I have a bachelor&#039;s degree\">I have a bachelor&#039;s degree<\/option><option value=\"I have a graduate degree\">I have a graduate degree<\/option><option value=\"Unsure\">Unsure<\/option><\/select><\/div><\/li><li id=\"field_109_36\" class=\"gfield gfield--type-select gfield--input-type-select gfield--width-full field_sublabel_below gfield--no-description field_description_below field_validation_below gfield_visibility_visible\"><label class=\"gfield_label gform-field-label\" for=\"input_109_36\">Current Residence<\/label><div class=\"ginput_container ginput_container_select\"><select name=\"input_36\" id=\"input_109_36\" class=\"large gfield_select\" aria-invalid=\"false\"><option 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