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Data Augmentation And Imputation For Sparse Learner Performance Data In Intelligent Tutoring Systems, Liang Zhang Jul 2025

Data Augmentation And Imputation For Sparse Learner Performance Data In Intelligent Tutoring Systems, Liang Zhang

Electronic Theses and Dissertations Archive

Intelligent Tutoring Systems (ITSs) leverage computer-aided technologies to provide dynamically adaptive instruction tailored to individual learners. Recent advancements in Artificial Intelligence (AI) have further enhanced their capacity to deliver responsive, personalized learning experiences. As learners interact with ITSs by responding to questions, their performance data, such as correct and incorrect answers, become essential for assessing and predicting latent knowledge states through analysis and modeling. However, real-world learner data frequently suffer from sparsity due to incomplete interactions, unanswered questions, and missed attempts. Such missing information poses significant challenges, undermining the accuracy of learner modeling and the effectiveness of personalized instruction. To …


‘They Say There’S More Equality…’: Women’S Perspectives On Progress And Setbacks In Gender Equality In Northern Iceland During Times Of Crisis, Marya Rozanova-Smith, Embla Eir Oddsdóttir, Andrey N. Petrov Jul 2025

‘They Say There’S More Equality…’: Women’S Perspectives On Progress And Setbacks In Gender Equality In Northern Iceland During Times Of Crisis, Marya Rozanova-Smith, Embla Eir Oddsdóttir, Andrey N. Petrov

Faculty Publications

Enabling gender equality through the empowerment of women to fully participate in modern society is one of the most critical steps toward sustainable development. However, recent UN reports indicate that the impacts of the COVID-19 pandemic have jeopardized the achievement of Sustainable Development Goal 5 by 2030 in many countries worldwide, including Iceland, which has consistently been ranked as a global leader in gender equality. The main objective of this qualitative study is to examine the gendered impacts of the COVID-19 pandemic by exploring women’s lived experiences during the crisis and its aftermath across the primary domains of gender equality—personal …


Classroom Occupational Performance Issues For A High School Student Following A Concussion: A Case Study, Cortney Day, Hannah Hall, Holly Treber, Clare Belkowski, Janel Ritt Jul 2025

Classroom Occupational Performance Issues For A High School Student Following A Concussion: A Case Study, Cortney Day, Hannah Hall, Holly Treber, Clare Belkowski, Janel Ritt

Masters Projects

Abstract

Background: This study aims to understand any occupational performance issues experienced by a high school student in the classroom following a concussion. Concussion symptoms can include difficulty with vision and cognition, impacting a student’s ability to pursue their education. This information may lead to improved management of students following a concussion in support of their academic participation.

Methods: Using purposive sampling, researchers recruited potential participants by contacting athletic trainers affiliated with Grand Valley State University (GVSU) throughout the local Grand Rapids, MI area. Researchers first obtained written permission to recruit on campus from the principals of the …


The Impact Of High-Fidelity Urinary Catheterization Simulation On Occupational Therapy Students In A Graduate Curriculum: A Pilot Study, Haley Blaney, Reagan Schonhard, Maddie Spring, Rachael Eads, Claire Donahue Jul 2025

The Impact Of High-Fidelity Urinary Catheterization Simulation On Occupational Therapy Students In A Graduate Curriculum: A Pilot Study, Haley Blaney, Reagan Schonhard, Maddie Spring, Rachael Eads, Claire Donahue

Masters Projects

The most recent estimate of the annual incidence of spinal cord injury (SCI) in the United States is approximately 54 cases per one million people. Occupational therapy (OT) students may not feel adequately prepared to treat and educate clients with SCIs about bladder management if they are not exposed to real-life scenarios during their graduate curriculum. Using high-fidelity simulations (HFS) offers a high level of interactivity and realism for the learner, often using human patient simulators and taking place in realistic, mock clinical settings. This study aims to examine the effects of a HFS on OT student's confidence with urinary …


Drug Recognition Experts’ Perspectives On The State Of Maryland’S Legalization Of Cannabis And Its Impact On Impaired Driving, Raymond D. Brooks Jul 2025

Drug Recognition Experts’ Perspectives On The State Of Maryland’S Legalization Of Cannabis And Its Impact On Impaired Driving, Raymond D. Brooks

Walden Dissertations and Doctoral Studies

Motor vehicles have become both affordable and practical to own. As a result, law enforcement has been tasked with enforcing laws related to safe vehicular operation on the roadways nationwide. Further, much like alcohol, drug influence causes concern for motorists, and with the introduction of cannabis legalization, there is a clash between use, public interaction and vehicle operation. Cannabis consumption in public, the perception that use is allowed anywhere, and the impact that impairment has while driving can be a concern for those tasked with enforcing laws that some perceive to be allowed. This study introduces cannabis legalization within the …


Perceived Experiences Of Native American Men During Incarceration In Tribal Jail, Stacy Marie Becker Jul 2025

Perceived Experiences Of Native American Men During Incarceration In Tribal Jail, Stacy Marie Becker

Walden Dissertations and Doctoral Studies

The subject of this dissertation is the Perceived Experiences of Native American Men during Incarceration in Tribal Jail. The reason for this research is to determine what practices are rehabilitative and what practices are detrimental to this population. This is important to learn so that criminal justice professionals will be able to consider possible changes that can be made to make recidivism less likely among this population while increasing practices that are conducive to rehabilitation. This work was researched using the Indigenous Standpoint Theory which is meant to reflect the experiences and views of the research participants without analysis through …


Bridging Classical Rhetoric And Ai: A Systematic Framework For Developing Authorial Voice Through Large Language Models, Daniel Plate Jul 2025

Bridging Classical Rhetoric And Ai: A Systematic Framework For Developing Authorial Voice Through Large Language Models, Daniel Plate

Theses

This project addresses critical gaps in AI-assisted writing by developing the first systematic framework that integrates classical rhetorical principles with modern large language model capabilities for authorial voice development. The primary focus is on creating reliable methods for stylistic control through strategic AI collaboration rather than ad hoc prompting approaches. The project develops a comprehensive coding system for analyzing prose style, creates ten distinct authorial personas, and establishes a dual curation methodology that structures both stylistic analysis and content preparation. Implementation through the AI Writing Guide website provides practical tools including prompt templates, annotated examples, and instructional materials that demonstrate …


Under Pressure: Performance Loads And Recovery In Ncaa Division I Women’S Soccer During Fixture Congestion, Jade X. Dawson, Fabiano T. Amorim Jul 2025

Under Pressure: Performance Loads And Recovery In Ncaa Division I Women’S Soccer During Fixture Congestion, Jade X. Dawson, Fabiano T. Amorim

Health, Exercise, and Sports Sciences ETDs

Soccer places high physiological demands on athletes, and match congestion—playing more than two games per week—is a growing concern at the NCAA Division I level. Limited recovery time between matches can impair performance and increase injury risk, prompting widespread use of recovery strategies. However, research on their effectiveness remains inconclusive, and most existing studies focus on male athletes, leaving a gap in evidence specific to female players. This review and observational study aim to evaluate non-nutritional recovery strategies in NCAA Division I women’s soccer and examine how recovery duration influences performance.

Match load data were collected from eleven female athletes …


Mitigation Behaviors Of Homeowners And Renters In The Wildland Urban Interface, Aishwarya Borate, Omar Pérez Figueroa, Douglas Houston, Christopher Ihinegbu, Ariane Jong-Levinger, Jochen E. Schubert, Brett F. Sanders Jul 2025

Mitigation Behaviors Of Homeowners And Renters In The Wildland Urban Interface, Aishwarya Borate, Omar Pérez Figueroa, Douglas Houston, Christopher Ihinegbu, Ariane Jong-Levinger, Jochen E. Schubert, Brett F. Sanders

Biology, Chemistry, and Environmental Sciences Faculty Articles and Research

Residential development within the wildland-urban interface (WUI) has greatly expanded in the United States since the 1990s, amplifying wildfire risk by placing people and structures in greater proximity to flammable vegetation. Household wildfire mitigation actions can vary substantially by cost, knowledge required, and perceived effectiveness, but few studies have examined them separately and how their adoption varies by housing tenure in the context of wildfires. To address this gap, we surveyed residents living in WUI areas within Southern California near recent burn scars in the Santa Ana and San Bernardino Mountain ranges. Drawing on the Protection Motivation Theory and the …


Zoo Visitors Learn By Observing Olive Baboons (Papio Anubis) Participate In Cognitive Research Or Engage In Natural Behaviors, Anna Sofia Hege Jul 2025

Zoo Visitors Learn By Observing Olive Baboons (Papio Anubis) Participate In Cognitive Research Or Engage In Natural Behaviors, Anna Sofia Hege

Theses

I conducted two experiments at the baboon exhibit at the Seneca Park Zoo in Rochester, New York to measure attitudes and actual knowledge in children and adults, as well as perceived learning in adults. I also recorded caregiver-child conversations in the presence and absence of live research. Experiment 1 included 150 adult participants, and Experiment 2 included 18 caregiver-child dyads. In each experiment, the research on-scientist present and research on-scientist absent group watched the baboons engage with live cognitive research while the research off-scientist present and research off-scientist absent group watched the baboons carry out their natural behaviors. A scientist …


Health-Related Quality Of Life In Children With Steroid-Resistant Nephrotic Syndrome, Mohamed Mahgoob, Marwa W.E. Ali Jul 2025

Health-Related Quality Of Life In Children With Steroid-Resistant Nephrotic Syndrome, Mohamed Mahgoob, Marwa W.E. Ali

Sultan Qaboos University Medical Journal

Objectives: Nephrotic syndrome (NS) is considered as a major global health concern, and a higher proportion of children with NS have steroid resistance (SR). This study aimed to assess the health-related quality of life (HRQoL) of children with SRNS. Methods: This case-control study was conducted from January to June 2023 at University Children’s Hospital, Minia, Egypt. There were 160 participants in total who were divided into 3 groups: 60 participants with SRNS and 2 control groups (one of which had steroid-sensitive NS) that were matched appropriately. Each participant’s QoL was assessed using the Pediatric Quality of Life Inventory (PedsQL 4.0 …


Psilocybin Treatment Extends Cellular Lifespan And Improves Survival Of Aged Mice, Kosuke Kato, Jennifer M Kleinhenz, Yoon-Joo Shin, Cristian Coarfa, Ali J Zarrabi, Louise Hecker Jul 2025

Psilocybin Treatment Extends Cellular Lifespan And Improves Survival Of Aged Mice, Kosuke Kato, Jennifer M Kleinhenz, Yoon-Joo Shin, Cristian Coarfa, Ali J Zarrabi, Louise Hecker

Faculty, Staff and Students Publications

Psilocybin, the naturally occurring psychedelic compound produced by hallucinogenic mushrooms, has received attention due to considerable clinical evidence for its therapeutic potential to treat various psychiatric and neurodegenerative indications. However, the underlying molecular mechanisms remain enigmatic, and few studies have explored its systemic impacts. We provide the first experimental evidence that psilocin (the active metabolite of psilocybin) treatment extends cellular lifespan and psilocybin treatment promotes increased longevity in aged mice, suggesting that psilocybin may be a potent geroprotective agent.


Mediating The Exquisite: Aesthetic Affordances Of The Network Arts, Seth Adams Jul 2025

Mediating The Exquisite: Aesthetic Affordances Of The Network Arts, Seth Adams

Journal of Network Music and Arts

This paper argues that the Network Arts afford uniquely nuanced aesthetic interactions among humans and between humans and machines. After defining these moments under a new concept I call exquisite musicking, I investigate how distributed networks of human and nonhuman actors create experiences that challenge or complicate traditional notions of agency, ensemble, aesthetics, and synchrony. Using Actor-Network Theory as a lens of inquiry, I explore the exquisite affordances of network-based musicking, discussing how pitch, timbre, and texture are co-created in networked performances. I also examine how exquisite musicking could serve as a fruitful concept in music education, particularly in pedagogical …


Tumult, Terror, And Tripping: The Roles Of Psychedelics And Radical Politics In The Counterculture, Daniel J. Melbert Jul 2025

Tumult, Terror, And Tripping: The Roles Of Psychedelics And Radical Politics In The Counterculture, Daniel J. Melbert

The Purdue Historian

From the immense political upheaval of the Civil Rights Movement and anti-war protests to the advent of the hippie counterculture and its psychedelic aesthetic, the 1960s is commonly conceptualized as a significantly transformative period in American history, socially, culturally, and politically. While this is certainly an accurate observation, the political and cultural shifts that occurred within this period are typically approached as separate, if not disparate, segments within the development of the period. The counterculture is often approached solely within the confines of its art, aesthetics, bohemian lifestyle, and perhaps most ubiquitously, the use of psychedelic drugs. As a result, …


Xyy: Why? Science For The People And The Xyy Controversy, Fern Rice Jul 2025

Xyy: Why? Science For The People And The Xyy Controversy, Fern Rice

The Purdue Historian

The mid-20th century saw a boom of scientific discoveries in genetics as people sought to understand the American political landscape through genomes. The desire to understand criminality through genetics rose as counterculture surged. The genetic defect known as “XYY syndrome” became connected to criminality through biased medical studies and sensationalized criminal cases worldwide. When the National Institute of Mental Health began to fund studies attempting to prove a link between XYY syndrome and criminality, organizations concerned with scientific justice took notice. The leftist organization Science for the People campaigned against an XYY study in Boston, deeming it unethical and biologically …


The Tax Adviser, Volume 13, Number 11, November 1982, American Institute Of Certified Public Accountants Jul 2025

The Tax Adviser, Volume 13, Number 11, November 1982, American Institute Of Certified Public Accountants

Tax Adviser

No abstract provided.


Highlights Of The Tax Equity And Fiscal Responsibility Act Of 1982, David D. Green Jul 2025

Highlights Of The Tax Equity And Fiscal Responsibility Act Of 1982, David D. Green

Tax Adviser

No abstract provided.


Promoting Wellbeing In Collegiate Aviation Programs, Revati Dodani Jul 2025

Promoting Wellbeing In Collegiate Aviation Programs, Revati Dodani

Discovery Day - Daytona Beach

This study explores the impact of mental wellness workshops on the mental health and resilience of collegiate aviation pilots in Part 141 training programs, with a focus on awareness, coping strategies, and stigma reduction. The high-pressure environment of aviation training often exacerbates mental health challenges, underscoring the need for effective wellness interventions. The research investigates how participation in mental wellness workshops enhances pilots' awareness and understanding of mental health issues, aiming to foster a more informed and resilient cohort of future aviation professionals. It further examines the perceived benefits of these workshops in improving coping strategies and stress management skills, …


Trustworthy Integration Of Ai In Online Learning: Supporting Student Agency And Inquiry Through Open Pedagogy, Paula Macdowell, Katrina Korchinski, Kristin Moskalyk, Khadijeh Ravan Jul 2025

Trustworthy Integration Of Ai In Online Learning: Supporting Student Agency And Inquiry Through Open Pedagogy, Paula Macdowell, Katrina Korchinski, Kristin Moskalyk, Khadijeh Ravan

International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM

Open pedagogy is a transformative educational approach that fosters innovative, inclusive, and sustainable instructional practices while addressing persistent challenges such as accessibility, equity, and the affordability of educational resources. This qualitative study explores how open pedagogy can develop AI literacy skills while supporting student agency and inquiry in online graduate education. The collaborative initiative involved two cohorts of graduate students (n = 39) who co-authored openly licensed textbooks: AI-Enhanced Instructional Design (ETAD 873, 2023) and Streamlined Instructional Design with AI (ETAD 873, 2024). A multi-phase data collection approach included analysis of student-authored chapters, structured peer review processes, and open-ended focus …


Co-Design Of A Program For Medical Students’ Experiential Learning In Community-Engaged Research, Daenique H. A. Jengelley, Tess D. Weathers, Dustin O. Lynch, Morgan E. Ness, Luis Garcia, Gina E. Claxton, J. Dennis Fortenberry, Tamara S. Hannon Jul 2025

Co-Design Of A Program For Medical Students’ Experiential Learning In Community-Engaged Research, Daenique H. A. Jengelley, Tess D. Weathers, Dustin O. Lynch, Morgan E. Ness, Luis Garcia, Gina E. Claxton, J. Dennis Fortenberry, Tamara S. Hannon

Journal of Community Engagement and Higher Education

Medical education may lack experiential training on authentic community engagement (CE). Employing a human-centered design approach with medical faculty and students to identify goals, opportunities, needs, and barriers to implementing CE research, we developed an Experiential Community Engagement Learning Series (EXCELS) pilot program. EXCELS supported both our community partners and medical students as a platform from which to learn from each other. EXCELS can be accomplished virtually, incorporated in medical training, and disseminated broadly.


Enhancing Undergraduate Education Through Social Innovation Projects: The Experience Of A Young University In Singapore, Intan Azura Mokhtar, Yong Lim Foo Jul 2025

Enhancing Undergraduate Education Through Social Innovation Projects: The Experience Of A Young University In Singapore, Intan Azura Mokhtar, Yong Lim Foo

Journal of Community Engagement and Higher Education

In this paper, social innovation is used as a catch-all phrase for projects and initiatives by higher education institutions (HEIs) related to community engagement, community-based learning, and service-learning. This paper explores the concept and application of social innovation in higher education, followed by a case study of implementing social innovation projects in a young, applied learning university in Singapore, a discussion of lessons learned, and plans for the near future in enhancing and strengthening its implementation.


The Civic Minded (Post) Graduate: Examining The Long-Range Benefits Of Community-Engaged Service Learning, Catherine Wilkins Jul 2025

The Civic Minded (Post) Graduate: Examining The Long-Range Benefits Of Community-Engaged Service Learning, Catherine Wilkins

Journal of Community Engagement and Higher Education

This project seeks to fill gaps in the knowledge about the long-term benefits of undergraduate participation in community-engaged service learning (CESL). A mixed-methods research protocol delivered to graduates of an R1 public university three years after the completion of a CESL senior capstone course observed significant divergences in knowledge and behavioral attributes of civic mindedness. This research methodology could be employed by other scholars to determine if these findings are reproducible.


Intergenerational Design Challenges: Participants’ Perspectives On Moving From Ideas To Implementation, Tina M. K. Newsham, Matthew J. Peterson, Alicia M. Sellon, Logan Elkins, Abrielle Leblanc, Tess Ryan, Andrew Zeldin Jul 2025

Intergenerational Design Challenges: Participants’ Perspectives On Moving From Ideas To Implementation, Tina M. K. Newsham, Matthew J. Peterson, Alicia M. Sellon, Logan Elkins, Abrielle Leblanc, Tess Ryan, Andrew Zeldin

Journal of Community Engagement and Higher Education

Many social innovation efforts are aimed at meeting social challenges presented by the aging of the population, yet older adults are often excluded from such efforts. The purpose of this case study was to examine an approach used in a midsized university in southeast North Carolina to create intergenerational opportunities for students, local community organizations, and older adult residents of the surrounding area to collaboratively develop suggestions for addressing challenges facing the older adult population.


First-Year Intersections: Professional Preparation And Civic Engagement Across Four New American Colleges And Universities (Nacu) Campuses, Shereen Ilahi, Chastity Blankenship, Andy Morris, Jeffrey Thomas Jul 2025

First-Year Intersections: Professional Preparation And Civic Engagement Across Four New American Colleges And Universities (Nacu) Campuses, Shereen Ilahi, Chastity Blankenship, Andy Morris, Jeffrey Thomas

Journal of Community Engagement and Higher Education

Four institutions hypothesized that civic engagement in first-year courses reinforces career readiness by helping students think critically, communicate effectively, and work well with diversity. We measured teamwork skills, the ability to synthesize and apply different perspectives, and the ability to express, listen to, and adapt ideas based on the perspective of others. We compared self-assessments to direct assessment of student-created artifacts and found a positive correlation that encourages further enquiry.


Feasibility Of A Peer-Facilitated Video-Based Mental Health And Substance Use Service-Learning Program, Mara Carmina A. Tamayo, King Filart, Maria Regina Hechanova Jul 2025

Feasibility Of A Peer-Facilitated Video-Based Mental Health And Substance Use Service-Learning Program, Mara Carmina A. Tamayo, King Filart, Maria Regina Hechanova

Journal of Community Engagement and Higher Education

This study examined the feasibility of implementing a peer-facilitated mental health and substance use video-based program delivered by psychology students as part of service learning. The program was delivered on-site and online. Findings reveal improvements in knowledge, attitudes, refusal self-efficacy, and adaptive coping among on-site participants. However, there was no effect on online participants given many implementation challenges. Recommendations include delivering the program on-site, strengthening training for facilitators, increasing program duration, and shortening the videos.


Community-Based Art Education In Early Field Experiences: Facilitating Opportunities For Preservice Art Education Students To Support Students With Disabilities, Kristin Vanderlip Taylor Jul 2025

Community-Based Art Education In Early Field Experiences: Facilitating Opportunities For Preservice Art Education Students To Support Students With Disabilities, Kristin Vanderlip Taylor

Journal of Community Engagement and Higher Education

Preservice art education students are often required to engage in Early Field Experience (EFE) observation hours before entering a credential program. Community-based art education (CBAE) projects may provide them with EFE opportunities to apply what they are learning in art education environments beyond the traditional classroom. This article describes one such CBAE project with a nonprofit organization providing arts instruction to students with different abilities and needs, primarily those with autism spectrum disorder (ASD).


Teaching About Substance Use Recovery: The Pedagogical Power Of Community-Based Learning, Jumi Hayaki, Isabelle Jenkins Jul 2025

Teaching About Substance Use Recovery: The Pedagogical Power Of Community-Based Learning, Jumi Hayaki, Isabelle Jenkins

Journal of Community Engagement and Higher Education

Community-based learning (CBL) is a form of experiential learning that integrates academic theory and content with active service in an applied setting. CBL is especially well suited for teaching about complex social issues. We present the case study of a psychology course on substance use recovery that leverages CBL to dismantle stereotypes, humanize a highly stigmatized mental health problem facing society, and afford students the opportunity to consider their own privilege and positionality.


The Association Between Callous-Unemotional (Cu) Traits And Suicidal Behavior In A Psychiatric Inpatient Adolescent Sample, Emily C. Kemp Phd, Paige Picou Phd, Erin P. Vaughan Ma, Emily L. Robertson Phd, Toni M. Walker Phd, Paul J. Frick Phd, Ryan M. Hill Phd, John De Back Md Jul 2025

The Association Between Callous-Unemotional (Cu) Traits And Suicidal Behavior In A Psychiatric Inpatient Adolescent Sample, Emily C. Kemp Phd, Paige Picou Phd, Erin P. Vaughan Ma, Emily L. Robertson Phd, Toni M. Walker Phd, Paul J. Frick Phd, Ryan M. Hill Phd, John De Back Md

Journal of Applied Research on Children: Informing Policy for Children at Risk

Introduction: Suicide in adolescents poses a major public health crisis as the second leading cause of death in youth. Suicidal thoughts and behaviors (STBs) are a principal reason for psychiatric hospitalization among adolescents. Numerous studies across development have identified risk factors (e.g., depression, borderline personality (BPD) features, family history of suicide) associated with STBs, while research in adults largely reports that the affective component of psychopathy, captured by callous-unemotional (CU) traits, is negatively associated with STBs. However, the relationship between CU traits and STB risk among adolescents remains unclear.

Methods: The present study tested associations between self-reported CU …


The State Of The Field On Popular Culture Themed (Pct) Courses: Introducing The Journal Of Thematic Instruction, Kathy R. Doody Ph.D., Pamela Schuetze Ph.D., Jill M. Swirsky Ph.D. Jul 2025

The State Of The Field On Popular Culture Themed (Pct) Courses: Introducing The Journal Of Thematic Instruction, Kathy R. Doody Ph.D., Pamela Schuetze Ph.D., Jill M. Swirsky Ph.D.

Journal of Thematic Instruction

As universities adapt to meet evolving student needs, popular culture themed (PCT) courses have emerged as an innovative approach that integrates media with academic theory to foster engagement, critical thinking, and interdisciplinary connections. PCTs use popular culture themes that are not directly related to the course content to teach the course content. Despite their growing use across diverse disciplines, from STEM to the humanities, there is a lack of cohesive understanding, consistent terminology, and empirical research on the impacts of PCT courses in higher education.

This paper reviews existing literature on PCT courses organized by discipline, highlighting representative pedagogical strategies, …


Unraveling The Scarf: How Dimensions Of The Scarf Model Influence The Relationship Between Workplace Exclusion And Turnover Intentions, Matthew Aplin-Houtz Jul 2025

Unraveling The Scarf: How Dimensions Of The Scarf Model Influence The Relationship Between Workplace Exclusion And Turnover Intentions, Matthew Aplin-Houtz

Ed G. Smith College of Business Graduate Works

Workplace exclusion – often subtle and difficult to detect – significantly contributes to employee disengagement and turnover, costing US organizations over $1 trillion annually. This study examines how exclusionary behaviors (EBs) influence turnover intentions (TOIs) through disruption of psychological needs, using Rock’s SCARF model (Status, Certainty, Autonomy, Relatedness, Fairness) and self-determination theory. A two-wave survey of full-time US employees (N = 277) assessed EB, SCARF-based need satisfaction, and TOI. Partial least squares structural equation modeling revealed that EB significantly undermines all five SCARF domains, but only fairness and status mediated the EB–TOI link. Certainty, autonomy, and relatedness did not have …