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Full-Text Articles in Entire DC Network
A Systematic Review Of Factors Influencing The Adoption Of Artificial Intelligence For Training And Development In The Nigerian Banking Sector, Adekanye Fareedah Oyelola, Arnifa Asmawi, Rathimala Kannan
A Systematic Review Of Factors Influencing The Adoption Of Artificial Intelligence For Training And Development In The Nigerian Banking Sector, Adekanye Fareedah Oyelola, Arnifa Asmawi, Rathimala Kannan
International Journal of Management, Finance and Accounting
Artificial intelligence (AI) is revolutionising human resource management through automation, data-driven decisions, personalised learning, and improved skills-gap detection. Nevertheless, AI adoption in training and development (T&D) programs in the Nigerian banking sector remains low. Therefore, this situation has become a barrier to the development of human capital and to digital transformation. This systematic literature review aims to identify the factors influencing AI adoption in T&D within Nigerian banks and then to analyse the interrelationship among the constructs. This review also examines the mediating role of T&D-AI Fit between influencing factors and AI adoption in T&D. The study uses the Task–Technology …
An Initial Formulation Of A Tactile-Based Art Creation Method From A Low-Vision Artist's Relief Painting Practice At Yayasan Teratai Bali, Ida Bagus Komang Sindu Putra, I Wayan Adnyana, I Wayan Karja, I Wayan Sujana
An Initial Formulation Of A Tactile-Based Art Creation Method From A Low-Vision Artist's Relief Painting Practice At Yayasan Teratai Bali, Ida Bagus Komang Sindu Putra, I Wayan Adnyana, I Wayan Karja, I Wayan Sujana
Bahasa dan Seni: Jurnal Bahasa, Sastra, Seni, dan Pengajarannya
This article examines the relief painting practice of one low-vision artist at Yayasan Teratai Bali as the basis for an initial formulation of a tactile-oriented visual art creation method. It addresses a methodological gap in inclusive art education and disability art studies, where blind and low-vision individuals are often discussed as learners, participants, or audiences, while their own procedures for making artworks receive less attention. Using an instrumental case study with a descriptive-interpretive orientation, data were collected through repeated observation, informal conversational interviews, artwork and process documentation, close observation of textural details, and contextual workshop documentation. Recurring actions and statements …
Theatre Practice As A Restorative Medium For Collective Memory In The Collaborative Performance ``Install Ulang: Surawana Lewat Jalan Memutar'', Rifqi Haekal Amanullah, Wahyu Novianto
Theatre Practice As A Restorative Medium For Collective Memory In The Collaborative Performance ``Install Ulang: Surawana Lewat Jalan Memutar'', Rifqi Haekal Amanullah, Wahyu Novianto
Bahasa dan Seni: Jurnal Bahasa, Sastra, Seni, dan Pengajarannya
This study examines the socio-cultural estrangement between members of the Canggu Village community and the reliefs and spatial environment of Surawana Temple. It explores how theatrical practice can serve as a performative medium for reactivating and reinterpreting collective memory associated with a historical site embedded in everyday life. Focusing on the collaborative performance Install Ulang: Surawana Lewat Jalan Memutar, the study employs artistic research with a practice-based approach, with the lead author acting as director and artistic facilitator. Data were collected through interviews, observation, literature review, workshops, artistic exploration, and post-performance reflection involving temple caretakers, farmers, archaeologists, and local …
Metaphors And Socio-Cultural Values In China's Press Statement Translation, Adinda Natassa Valentine Hutabarat
Metaphors And Socio-Cultural Values In China's Press Statement Translation, Adinda Natassa Valentine Hutabarat
Paradigma: Jurnal Kajian Budaya
In real practice, political text translations are in line with a country’s main foreign policies. Thus, an in-depth understanding on communicative strategies employed in translating political texts, e.g. press statements, is essential. The paper analyses the translation of press statements from the Source Text (Mandarin Chinese) into the Target Texts (English and Indonesian). To elaborate, this study uses van Dijk’s Political Discourse Analysis at the macro (contexts) and micro (texts) levels. By considering Newmark’s equivalent translation concept, as well as metaphor and annotated translations, the analysis reveals that the translation from China’s perspective uses metaphors and China’s socio-cultural values within …
Global Contributors, Local Maps: The Story Of Openstreetmap In A Small Town, Sterling Quinn
Global Contributors, Local Maps: The Story Of Openstreetmap In A Small Town, Sterling Quinn
Geography Faculty Scholarship
Digital platform capitalism depends on geographic data to connect users with nearby goods and services, thus playing a role in both representing and shaping commercial landscapes. OpenStreetMap (OSM) represents a vast and low-cost geographic data source for platform capitalism; however, OSM is crowdsourced and exhibits uneven development across space, especially in rural areas. OSM researchers have observed that the map is built by a mix of local and remote volunteers, as well as corporate editors paid to identify and fill data gaps; however, deeper place-based inquiries are needed in order to better understand the process by which OSM contributors grow …
Bridging The Abyss: Reclaiming Spirituality In Academic Knowledge Production, Neil Boland
Bridging The Abyss: Reclaiming Spirituality In Academic Knowledge Production, Neil Boland
Journal of Contemplative and Holistic Education
Over recent decades, Western academia has shown a growing interest in spirituality, accompanied by methodological innovations and epistemological expansion. Nevertheless, spiritual inquiry continues to be subtly subordinated to scientific rationalism, with Western science often presiding as gatekeeper over what is considered legitimate knowledge. Drawing on Boaventura de Sousa Santos’ concept of abyssal thinking, this article argues that spiritual and experiential forms of knowing remain largely relegated to the far side of an epistemic divide, valued only insofar as they can be reframed within scientific norms. Despite increasing institutional recognition of spirituality in fields such as education, psychology, and medicine, …
The Intersection Of Mental Health And Demonic Activity, Robert A. Willis
The Intersection Of Mental Health And Demonic Activity, Robert A. Willis
Salubritas: International Journal of Spirit-Empowered Counseling
No abstract provided.
Integrating Spiritual Disciplines As A Therapeutic Modality In Mental Health Counseling For Identity Restoration & Trauma Healing, Rebecca Webster, Charlotte H. Sanders
Integrating Spiritual Disciplines As A Therapeutic Modality In Mental Health Counseling For Identity Restoration & Trauma Healing, Rebecca Webster, Charlotte H. Sanders
Salubritas: International Journal of Spirit-Empowered Counseling
No abstract provided.
Full Issue Salubritas 5 (2026), Editors Salubritas
Full Issue Salubritas 5 (2026), Editors Salubritas
Salubritas: International Journal of Spirit-Empowered Counseling
No abstract provided.
Parameters Autumn 2026, Usawc Press
Parameters Autumn 2026, Usawc Press
The US Army War College Quarterly: Parameters
No abstract provided.
The Intersection Of Sport Betting And Consumer Behavior: A Systematic Review, Jackson Sears, Beth Cianfrone
The Intersection Of Sport Betting And Consumer Behavior: A Systematic Review, Jackson Sears, Beth Cianfrone
UNLV Gaming Research & Review Journal
Sport betting is a popular and lucrative entertainment segment of the sport industry. As such, understanding consumer behavior across the betting experiences is critical for the many stakeholders involved. The current study is a systematic quantitative literature review which assesses the current state of literature that intersects sport betting and consumer behavior literature, specifically cognitive, affective, conative, and consumption behavior of the sport bettors. The purpose of the systematic review is to (1) identify the most recent sport betting consumer behavior research, (2) compile and examine theoretical frameworks guiding sport gambling consumer research, (3) provide a descriptive summary of findings …
The Post-Covid Experiences Of Low-Income Single Mothers In Maintaining Social Capital And Informal Social Support, Marissa L. Goldman
The Post-Covid Experiences Of Low-Income Single Mothers In Maintaining Social Capital And Informal Social Support, Marissa L. Goldman
Walden Dissertations and Doctoral Studies
Low-income single mothers often manage financial, caregiving, emotional, and logistical demands with limited resources and rely on informal support networks that may be inconsistent. This problem matters to social workers, community-based practitioners, and researchers because a greater understanding can guide interventions that reduce isolation and role overload and improve resource access. The purpose of this generic qualitative study was to explore how low-income single mothers used trust, reciprocity, social norms, and collective support to maintain informal networks in the post-COVID era. Guided by Bourdieu’s social capital theory, the study included 10 English-speaking U.S. mothers with household incomes at or below …
Consumer Behavior In The Social Media Ecosystem: A Scoping Review Of Influential Factors, Huda Fadhil Gatea
Consumer Behavior In The Social Media Ecosystem: A Scoping Review Of Influential Factors, Huda Fadhil Gatea
Muthanna Journal of Administrative and Economics Sciences
The rapid expansion of social media has fundamentally transformed the ways consumers search for information, interact with brands, and make purchasing decisions. This study provides a structured synthesis of the literature on consumer behavior in the social media ecosystem using a Scoping Review approach aligned with the PRISMA-ScR framework. The review aimed to map the main research streams, identify dominant thematic categories, and clarify the conceptual directions shaping this field. A total of 31 studies published between 2011 and 2025 were included in the final review following a multi-stage screening process involving identification, screening, eligibility assessment, and final inclusion. The …
Workplace Loneliness And The Impact Of Social Connections In Distributed Teams, Belkys Stallings
Workplace Loneliness And The Impact Of Social Connections In Distributed Teams, Belkys Stallings
Walden Dissertations and Doctoral Studies
Workplace loneliness is a growing organizational challenge as the rise of distributed teams reshapes opportunities for social connection and engagement. Business leaders need to understand this challenge because it is associated with reduced belonging, lower job satisfaction, diminished productivity, and increased turnover intentions. The purpose of this quantitative correlational study was to examine the extent to which distributed team environments (remote, hybrid, or flexible) impacted workplace loneliness and whether social connectedness moderated this relationship. Social exchange theory, self-determination theory, and Weiss’s concept of loneliness grounded this study. The participants comprised 84 adults working full-time in distributed team environments across the …
The Relative Strength Of Compulsive Reward-Driven Eating, Weight Self-Efficacy, And Physical Appearance Comparison In Predicting Feelings Of Self-Worth, Kathleen Rowe
Walden Dissertations and Doctoral Studies
Walden University College of Psychology and Community Services This is to certify that the doctoral dissertation by Kathleen Rowe has been found to be complete and satisfactory in all respects, and that any and all revisions required by the review committee have been made. Review Committee Dr. Hedy Dexter, Committee Chairperson, Psychology Faculty Dr. Medha Talpade, Committee Member, Psychology Faculty Chief Academic Officer and Provost Sue Subocz, Ph.D. Walden University 2026
The Influence Of Managerial Attitudes And Dynamic Capabilities On E-Marketing Adoption Among Small And Medium Tourism Enterprises, Hilal Maabad Ame, Omari Khalifa Mbura, Amani Gration Tegambwage
The Influence Of Managerial Attitudes And Dynamic Capabilities On E-Marketing Adoption Among Small And Medium Tourism Enterprises, Hilal Maabad Ame, Omari Khalifa Mbura, Amani Gration Tegambwage
Arab Economic and Business Journal
This study examines how managerial attitudes and dynamic capabilities shape e-marketing adoption among Small and Medium Tourism Enterprises (SMTEs) in Zanzibar, using PLS-SEM on survey data from 216 SMTEs in the Urban-West and South Regions. Drawing on the Decomposed Theory of Planned Behaviour and Dynamic Capabilities Theory, the study finds that perceived ease of use and perceived security significantly increase adoption, while perceived usefulness and compatibility significantly decrease it suggesting that recognising a technology's value is insufficient without the operational capacity to act on it. Supporting this, dynamic capabilities significantly strengthen the usefulness–adoption and compatibility–adoption relationships, but show no moderating …
Hospital Charity Care And Medical Debt Among Low-Wage Workers In The United States, Mathieu Despard, Stephen Roll, Eva Stahl, Camila Salvagno, Ruth Lande
Hospital Charity Care And Medical Debt Among Low-Wage Workers In The United States, Mathieu Despard, Stephen Roll, Eva Stahl, Camila Salvagno, Ruth Lande
Center for Social Development Research
With one in five low-wage workers reporting medical or dental debt they cannot afford to pay, financial assistance programs (also known as charity care) are an important resource. Federal law requires nonprofit hospitals to offer such programs, but evidence suggests that workers experience administrative burdens in learning about and applying for the assistance. Drawing upon data from the Workforce Economic Inclusion and Mobility (WEIM) survey, this brief presents findings on associations between the characteristics of low-wage workers and their experiences with financial assistance programs. The brief also shares examples of how hospital policies and patients’ needs may not align, presenting …
Do Nonprofit Ratings Help Donors Make Better Decisions?, Ashraf Haque
Do Nonprofit Ratings Help Donors Make Better Decisions?, Ashraf Haque
Center for Policy Research
Nonprofit organizations depend on donations to fulfill their missions, but donors choosing among 1.8 million U.S. public charities often lack the time or capacity to evaluate which organizations are actually performing well. This brief summarizes findings from a study that used a five-year panel dataset of over one million nonprofit-year records from GuideStar (2014–2018) to examine how transparency seal ratings affect donation behavior. The author finds that having any GuideStar seal increases donations by about 7% compared to having no seal, and that platinum-rated nonprofits receive 34% more in donations than unrated organizations, regardless of actual organizational quality. Donors do …
Connecting Families Through Cash Transfers And An Enabling Environment In Colombia, Mexico, And The Philippines: A Qualitative Study, Johanna K P Greeson, John Gyourko, Sarah Wasch, Kristin Mallory, Lory Fehlig, Cesar Jácome, Nestor David Lara Yanes, Fátima Areli Ruiz Gutiérrez, Dennis Guamos, Adele R. Lehman
Connecting Families Through Cash Transfers And An Enabling Environment In Colombia, Mexico, And The Philippines: A Qualitative Study, Johanna K P Greeson, John Gyourko, Sarah Wasch, Kristin Mallory, Lory Fehlig, Cesar Jácome, Nestor David Lara Yanes, Fátima Areli Ruiz Gutiérrez, Dennis Guamos, Adele R. Lehman
Faculty Scholarship
Nearly 700 million people worldwide live in extreme poverty, and almost half of the world’s population lives below the poverty line. Cash transfer programs are increasingly used to address poverty’s effects on family well-being, yet less is known about how families experience programs that combine cash transfers with peer-driven mutual aid. Children International’s (CI) Community Independence Initiative (CII) provides conditional cash transfers and promotes family-led goal setting, mutual support, and shared learning. This qualitative study explored how families in Colombia, Mexico, and the Philippines experienced CII and made meaning of its material and relational components. We conducted focus groups with …
Artificial Intelligence And Social Equities: Navigating The Intersectionalities In A Digital Age (Editorial), Daisuke Akiba, Julie Albright
Artificial Intelligence And Social Equities: Navigating The Intersectionalities In A Digital Age (Editorial), Daisuke Akiba, Julie Albright
Publications and Research
This editorial article introduces and synthesizes the Special Issue, “Artificial intelligence and social equities: navigating the intersectionalities in a digital age,” which examines how AI systems intersect with race, ethnicity, and interconnected identity dimensions across global contexts. The eight contributions span healthcare, digital media, higher education, organizational communication, and speculative futures, addressing anti-racist psychiatric algorithms, AI-generated visual disinformation, epistemic injustice between the Global North and South, algorithmically mediated rural–urban divides, culturally untranslated technology transfer, accessibility auditing across the AI lifecycle, and the tension between mechanical objectivity and empathic understanding. Read together, they show that AI is neither inherently …
‘Passing’ The Baton Of Trauma: Queer Failure Of The Women’S Sport Policy Working Group’S Anti-Trans ‘Position’, Meredith M. Bagley, Mary Anne Taylor, Sarah F. Price
‘Passing’ The Baton Of Trauma: Queer Failure Of The Women’S Sport Policy Working Group’S Anti-Trans ‘Position’, Meredith M. Bagley, Mary Anne Taylor, Sarah F. Price
Publications and Research
Engaging in critical rhetorical theory and methodology, we interrogate the contemporary landscape of anti-trans backlash in women’s sport. Specifically, we read the ‘TERF wars’ (Pearce et al.) across critiques of biofeminism (Pape) and whiteness (Fischer) while drawing upon critical social science research into trauma-bonding, bullying, and the structural impacts of gender verification policies. Our analysis focuses on the Women’s Sports Policy Working Group (WSPWG), offering a trauma-informed reading of the WSPWG’s ‘Position’ statement to illuminate how lesbian female athletes who were previously slandered for failing to meet femininity norms in sport are unable to overcome that trauma to recognize and …
Mentor Evaluation Of A Black Male Youth Mentoring Program, Kenneth Brown
Mentor Evaluation Of A Black Male Youth Mentoring Program, Kenneth Brown
Walden Dissertations and Doctoral Studies
This study was an exploration of how Black male mentors perceived organizational practices, culturally responsive mentoring, relational safety, and systems level barriers shaping their effectiveness and continued participation. The purpose was to examine early mentor-mentee match dissolution and low mentor retention in a nonprofit youth mentoring through the lens of the ecological systems theory and program evaluation framework. The practice-focused research questions were: How do volunteer mentors and program staff perceive the organizational practices and culturally responsive strategies that influence mentor effectiveness and retention in youth mentoring programs, and what organizational and systemic challenges do Black male mentors encounter in …
Paragliding The Cliff Edge: Introducing Open Mic Studies. A Creative Response To Navigating The Post-18 Landscape For Young Adults With Send., James Tarling, Charlie Robinson, Nick Hall, Sammy Shepherd
Paragliding The Cliff Edge: Introducing Open Mic Studies. A Creative Response To Navigating The Post-18 Landscape For Young Adults With Send., James Tarling, Charlie Robinson, Nick Hall, Sammy Shepherd
Plymouth Interdisciplinary Education Open Journal
This conceptual article investigates novel ways of thinking about Open Mic Nights (OMN) – performance spaces understood as free, community arts and performance opportunities where the members of the public are welcome to perform music, poetry and comedy in front of an audience. For the purposes of this article, music-related OMN that take place in pubs or community centres are discussed.
The article is intended to be a primer for OMN studies that offers new and emerging trailheads for future research and discussion. Its central focus is how OMN may benefit the Special Educational Needs and Disabilities (SEND) community with …
The Mundlak Estimator In A Panel Data Model With Serially Correlated Error Component Disturbances, Badi H. Baltagi, Long Liu
The Mundlak Estimator In A Panel Data Model With Serially Correlated Error Component Disturbances, Badi H. Baltagi, Long Liu
Center for Policy Research
This paper shows that the classic Mundlak (1978) result where the random effects estimator reduces to the fixed effects estimator when the regressors are all correlated with the individual effects, may not hold if the remainder disturbances have a general serial correlation variance-covariance matrix. This includes the popular AR(1), MA(1) and ARMA(p, q) processes for serial correlation. This is illustrated with an empirical example for the AR(1) case.
The Banality Of Evil And Delayed Rehabilitation: Uncovering Post-1965 State Crime Through The Lens Of Decolonial Criminology, Farhan Arif Sumawiharja, S.H., M.Si., M.Krim
The Banality Of Evil And Delayed Rehabilitation: Uncovering Post-1965 State Crime Through The Lens Of Decolonial Criminology, Farhan Arif Sumawiharja, S.H., M.Si., M.Krim
Jurnal Kriminologi Indonesia
This study sets out to reconstruct the history and structural repression that followed the 1965–1966 events in Indonesia—events that have long been reduced to a simple “horizontal conflict” between ordinary citizens. Using a socio-historical method, the study examines a wide range of historical literature and documents in order to reframe this violence as a State Crime, seen through the lenses of Critical Criminology and Decolonial Criminology. The findings show that the New Order regime borrowed the tools of subjugation first developed in the colonial era to crush progressive groups—a project that, in essence, served the interests of global capitalism during …
Identifying And Addressing Problematic Studies In Allergy And Asthma Research: A Commentary, Alexandro W L Chu, Gordon H Guyatt, Jason W Busse, Romina Brignardello-Petersen, Xiajing Chu, Daniel G Rayner, Paul Oykhman, Vanessa Wong, Yetiani Roldan, Diane R Baker, Leonard B Bacharier, Lisa A Beck, Moshe Ben-Shoshan, Bradley Chipps, Flavia Hoyte, Elliot Israel, David M Lang, Sameer K Mathur, Sharmilee M Nyenhuis, Paul M O'Byrne, Eric T Oliver, John Oppenheimer, Tamara T Perry, Katherine Rivera-Spoljaric, Sarbjit S Saini, Javed Sheikh, Kaharu Sumino, Susan Waserman, Elissa M Abrams, Aikaterini Anagnostou, Jonathan A Bernstein, Anne K Ellis, David B K Golden, Caroline C Horner, Dennis K Ledford, Jay Lieberman, Giselle Mosnaim, Matthew A Rank, Marcus Shaker, Julie Wang, David A Khan, Derek K Chu
Identifying And Addressing Problematic Studies In Allergy And Asthma Research: A Commentary, Alexandro W L Chu, Gordon H Guyatt, Jason W Busse, Romina Brignardello-Petersen, Xiajing Chu, Daniel G Rayner, Paul Oykhman, Vanessa Wong, Yetiani Roldan, Diane R Baker, Leonard B Bacharier, Lisa A Beck, Moshe Ben-Shoshan, Bradley Chipps, Flavia Hoyte, Elliot Israel, David M Lang, Sameer K Mathur, Sharmilee M Nyenhuis, Paul M O'Byrne, Eric T Oliver, John Oppenheimer, Tamara T Perry, Katherine Rivera-Spoljaric, Sarbjit S Saini, Javed Sheikh, Kaharu Sumino, Susan Waserman, Elissa M Abrams, Aikaterini Anagnostou, Jonathan A Bernstein, Anne K Ellis, David B K Golden, Caroline C Horner, Dennis K Ledford, Jay Lieberman, Giselle Mosnaim, Matthew A Rank, Marcus Shaker, Julie Wang, David A Khan, Derek K Chu
Center for Medical Ethics and Health Policy Staff Publications
Randomized controlled trials underpin evidence-based medicine, but a growing proportion of trials contain implausible, inaccurate, or fabricated data. When such studies are incorporated into systematic reviews, they distort effect estimates, inflate evidence certainty, and can mislead the guideline recommendations that the reviews aim to inform. Within 8 recent American Academy of Allergy, Asthma & Immunology and American College of Allergy, Asthma and Immunology Joint Task Force on Practice Parameters (JTFPP) systematic reviews, 17% of trials published between 2021 and 2024 were problematic, and in a network meta-analysis of antihistamines for chronic urticaria, 39% of recent trials were excluded because of …
Early Childhood Access To Language Acquisition Services In Arizona, Kendra Benedict, Wendy Steuerwald, Najwa Ghattas, Cheryl Johnson
Early Childhood Access To Language Acquisition Services In Arizona, Kendra Benedict, Wendy Steuerwald, Najwa Ghattas, Cheryl Johnson
Journal of Early Hearing Detection and Intervention
This investigation reviewed existing services and gaps for young children who are deaf or hard of hearing (DHH) in Arizona and explored community-based approaches to improve access to language development resources. The study was conducted in two phases, each focusing on different approaches for language acquisition based on surveys of parents and providers. Phase I, completed in 2024, addressed listening and spoken language (LSL) as a methodology for language acquisition while Phase II, completed in 2025, focused on the use of American Sign Language (ASL). Findings from Phase I surveys found that 63% of parents reported using LSL as the …
Grounding Dependency Within Case Study Of Tourism In Cuba, Abby Mccarroll
Grounding Dependency Within Case Study Of Tourism In Cuba, Abby Mccarroll
Sociology Honors Projects
The research investigates the tourism industry in Cuba as a case study for dependency theory as articulated by Milton Santos’s Toward an Other Globalization. The research examines interactions between tourists and locals, and how Cubans navigate the contradictions of a socialist project embedded in a capitalist economy. Through an analytical macrosociological lens, the research contributes to wider considerations of dependency, economic sovereignty, and the uneven impacts of globalization. I argue that the case study of tourism in Cuba expands Santos’ theories to demonstrate how a country that refutes neoliberal ideology still finds itself trapped within the dynamic of dependency.
Recursive Artificial Intelligence Training And The Homogenization Of Discourse, Sam Hemesath
Recursive Artificial Intelligence Training And The Homogenization Of Discourse, Sam Hemesath
Political Science Honors Projects
As Large Language Models (LLMs) begin to produce text on the internet, the same repository from which training data for LLMs are scraped, LLMs will start to train on data they produced. What will happen to future models when LLMs are trained on their own text? Scholars have raised concerns about the possibility that LLMs homogenize language and discourse. These concerns are further exaggerated as LLMs begin to infect their own repositories, marking a turn from human-produced training data sets. In this paper I simulate a recursive training loop by prompting a popular open-source LLM with 1000 prompts and using …
Covid-19, Politicization, And Vaccine Hesitancy: A Spatiotemporal Analysis Of Non-Medical Exemptions In Minnesota, 2014-2024, Benjamin Arnold
Covid-19, Politicization, And Vaccine Hesitancy: A Spatiotemporal Analysis Of Non-Medical Exemptions In Minnesota, 2014-2024, Benjamin Arnold
Geography Honors Projects
Vaccination rates have declined due to the growing hesitancy by many parents to vaccinate their children, signified by an increasing amount of non-medical exemptions. While there has been previous spatial analysis of exemption patterns as a threat to herd immunity, there has not been much post-COVID. This analysis provides a modern analysis of changing exemption clustering in Minnesota, while also considering the impact of public health being increasingly politicized. We used kindergarten vaccination data for 1475 elementary schools to analyze the evolution of clustering and predictors of NMEs across space and time in Minnesota, from 2014 to 2024.