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Factores Motivacionales, De Aprendizaje Y De Enseñanza Que Median En La Elaboración De Un Rediseño Instruccional Para Un Curso Práctico A Nivel Doctoral De Evaluación Cognitiva, Carlos F. Sellas-Hernández Jan 2026

Factores Motivacionales, De Aprendizaje Y De Enseñanza Que Median En La Elaboración De Un Rediseño Instruccional Para Un Curso Práctico A Nivel Doctoral De Evaluación Cognitiva, Carlos F. Sellas-Hernández

Theses and Dissertations

La impartición de cursos de Práctica en Evaluación Cognitiva representó un desafío pedagógico, principalmente por la amplitud y complejidad de los contenidos que deben abordarse en un marco temporal limitado. Esta investigación exploró los factores motivacionales y las estrategias de aprendizaje y enseñanza que median en el diseño instruccional del curso integrando la estrategia del Aula Invertida como enfoque metodológico.

El estudio se enmarcó en un enfoque de métodos mixtos con un diseño tipo paralelo convergente. Se condujo un análisis de necesidades con estudiantes que estuvieron o hayan tomado el curso utilizando el Cuestionario de Motivaciones y Estrategias de Aprendizaje, …


Balancing Care And Chaos: A Phenomenological Study On The Emotional And Mental Health Challenges Of Emergency Department Nurses, Shantilee Green Jan 2026

Balancing Care And Chaos: A Phenomenological Study On The Emotional And Mental Health Challenges Of Emergency Department Nurses, Shantilee Green

Theses and Dissertations

The purpose of this qualitative, phenomenological study was to examine the experiences of emergency department nurses related to emotional and mental health challenges, coping with stress, and ways to provide them with better workplace support. Emergency department nurses are required to work 12-hour shifts in a high-stress environment with a significant patient load and an inadequate patient-to-nurse ratio. Emergency department nurses are exposed daily to patient events that can be traumatic and affect their mental and emotional health, and nurses may find it challenging to cope with the resultant stress.

The researcher created an interview protocol of 14 questions to …


Exploring The Benefits Of Virtual Learning Environments For Students With Autism Spectrum Disorders, Kenton Louis-Jean Jan 2026

Exploring The Benefits Of Virtual Learning Environments For Students With Autism Spectrum Disorders, Kenton Louis-Jean

Theses and Dissertations

This qualitative phenomenological applied dissertation explored the lived experiences of K–5 teachers who worked with students with Autism Spectrum Disorder (ASD) in virtual learning environments. As virtual instruction became increasingly prevalent in K–12 education, limited research had examined how teachers adapted instructional practices to meet the cognitive, sensory, and engagement needs of students with ASD in online settings. This study addressed that gap by examining educators' firsthand perspectives on implementing virtual instruction for students with ASD.

Data were collected through semi-structured interviews with eight K–5 teachers who had experience teaching students with ASD in virtual or hybrid learning environments. Participants …


Impact Of Single-Gender Education On Academic Performance, Stacey Wilcher Jan 2026

Impact Of Single-Gender Education On Academic Performance, Stacey Wilcher

Theses and Dissertations

This dissertation examines the performance of middle school students Grades 6–8 in single-gender versus coeducational schools in a large urban district in the southeastern United States. It evaluates whether single-gender education leads to better academic outcomes and higher engagement, offering important insights for educational leaders and policymakers.

The study utilized Social Cognitive Theory and gender segregation theory through a mixed-methods approach, collecting quantitative data from standardized assessments (2021-2025) like the GMAS and MAP. Statistical analyses, including t-tests and ANOVA, were used to assess academic performance. Qualitative data from interviews and focus groups explored classroom engagement and teaching practices.

Participants included …


Educación Financiera Y Adquisición De Vivienda En Adultos Mayores: Desafíos Y Estrategias En El Condado De Dade, Florida, José Rafael Torres Arocha Jan 2026

Educación Financiera Y Adquisición De Vivienda En Adultos Mayores: Desafíos Y Estrategias En El Condado De Dade, Florida, José Rafael Torres Arocha

Theses and Dissertations

Esta disertación examinó la influencia de la educación financiera y legal en la adquisición y mantenimiento de vivienda en adultos mayores de 55 años en el Condado de Dade, Florida. El estudio surgió ante el incremento sostenido de los costos de vivienda, la limitada asequibilidad habitacional y la persistente brecha de conocimiento financiero y legal que afecta a esta población, condicionando su capacidad para tomar decisiones informadas.

Se adoptó un enfoque cualitativo mediante un estudio de caso instrumental, que permitió comprender en profundidad las experiencias vividas de cinco participantes que habían atravesado recientemente procesos de adquisición de vivienda. La recolección …


The Perceptions Of Parents, Teachers, And Administrators On The Transition Of Latino Migrant Students Into Colleges, Sylma Samuel Ferreira Jan 2026

The Perceptions Of Parents, Teachers, And Administrators On The Transition Of Latino Migrant Students Into Colleges, Sylma Samuel Ferreira

Theses and Dissertations

This qualitative case study examined the perceptions of Latino migrant parents, teachers, and school administrators regarding barriers affecting Latino migrant students’ transition to higher education in rural Mississippi Delta schools. Guided by achievement goal theory and culturally responsive pedagogy, the study explored how structural, cultural, and institutional factors shape students’ educational pathways. Data were collected through semi-structured interviews with 15 participants, including parents, teachers, and administrators.

Findings revealed that Latino migrant students face interconnected barriers to higher education, including financial constraints, language barriers, family responsibilities, and limited access to college preparation resources and transportation. Participants emphasized the influence of family …


Effects Of Mental Health Services On Adolescents’ Mental Health-Related Behavior Problems And Academic Performance, Marsha Bernard Jan 2026

Effects Of Mental Health Services On Adolescents’ Mental Health-Related Behavior Problems And Academic Performance, Marsha Bernard

Theses and Dissertations

The problem to be addressed in the research study was that students who are marginalized and racially profiled exhibit behavioral problems in school and lack the resources to understand and manage their emotional behaviors. The purpose of the study was to determine how mental health counselors in schools and in the community can assist marginalized families with adequate mental health services. The study sought an understanding of the underlying causes of disruptive behaviors and miscommunication between students and administrators. Overall, the study revealed that mental health has an impact and plays a critical role in the day-to-day experiences of marginalized …


Conocimientos Sobre La Transición Postsecundaria De Estudiantes Del Programa De Educación Especial De Undécimo A Duodécimo Grado En Una Escuela Secundaria Pública En Puerto Rico, Nancy L. Ortiz Rivera Jan 2026

Conocimientos Sobre La Transición Postsecundaria De Estudiantes Del Programa De Educación Especial De Undécimo A Duodécimo Grado En Una Escuela Secundaria Pública En Puerto Rico, Nancy L. Ortiz Rivera

Theses and Dissertations

El propósito de este estudio fue determinar el nivel de conocimiento que poseían los estudiantes del Programa de Educación Especial sobre el proceso de transición postsecundaria. La investigación se desarrolló mediante un enfoque cuantitativo con un diseño descriptivo, considerando la transición como una etapa determinante en la vida académica y personal de los estudiantes con discapacidades, por su influencia en la preparación para la educación universitaria, la inserción laboral y el desarrollo de la vida independiente.

El estudio se llevó a cabo en una escuela secundaria pública de Puerto Rico e incluyó una muestra de 21 estudiantes del Programa de …


Teacher Perceptions Of Social-Emotional Learning On Student Academic And Behavioral Performance, Kayla Zucco Jan 2026

Teacher Perceptions Of Social-Emotional Learning On Student Academic And Behavioral Performance, Kayla Zucco

Theses and Dissertations

This study explored teacher perceptions of the impact of social-emotional learning (SEL) on students’ academic and behavioral performance. Guided by two research questions examining how teachers perceive SEL influences academic outcomes and behavioral development, data were collected through open-ended interview questions among seven participants. The study aimed to better understand how educators conceptualize and implement SEL within classroom settings and how these practices are perceived to affect student success.

Thematic analysis of participant responses revealed several consistent findings. All participants (100%) reported a strong understanding of and confidence in their SEL knowledge, suggesting a shared sense of competence in this …


From Bias To Bottleneck: A Quantitative Analysis Of Gender Preferences In Tech Hiring, Uma Chidambaram Jan 2026

From Bias To Bottleneck: A Quantitative Analysis Of Gender Preferences In Tech Hiring, Uma Chidambaram

Theses and Dissertations

This applied dissertation examined whether gender preferences influence hiring decisions in the information technology (IT) sector, and whether such preferences contribute to the ongoing labor shortage in the field. Despite national and international initiatives to close the gender gap, women continue to represent only 28% of the United States IT workforce and remain significantly underrepresented in technical and leadership roles. Grounded in the Eagly and Karau (2002) Role Congruity Theory of Prejudice, this study investigated whether evaluator gender and candidate gender alignment affect interview selection outcomes at the résumé screening stage for both leadership and non-leadership IT positions.

A quantitative, …


Teacher Perceptions Of Social-Emotional And Behavioral Factors That Impede Preschool Adjustment, Allease J. Glamore Jan 2026

Teacher Perceptions Of Social-Emotional And Behavioral Factors That Impede Preschool Adjustment, Allease J. Glamore

Theses and Dissertations

Children with behavioral and social-emotional challenges struggle to adjust to the preschool environment which places increased demands on preschool teachers to implement effective strategies. The purpose of the study was to assess teachers’ perceptions regarding social-emotional and behavioral factors implicated for successful preschool adjustment. The theoretical framework guiding this study is grounded in the integration of Bronfenbrenner’s ecological systems theory, social-emotional learning theory, and behavior theory. A case study design was used to examine the perceptions and use of social-emotional and behavior interventions and supports by four early childhood teachers across two programs.

Data were collected using qualitative in-depth one-on-one …


Impact Of Job Demands On Performance, Satisfaction, And Environment, Michelle Chin Loy Jan 2026

Impact Of Job Demands On Performance, Satisfaction, And Environment, Michelle Chin Loy

Theses and Dissertations

This applied dissertation examined the relationships between job resources, job demands, work engagement, perceived stress, and job satisfaction among university employees. The target participants for the study were employees at an academic institution in the South Florida area. The researcher e-mailed two surveys to the employees, and a response rate of 20% was achieved. One survey was conducted to assess the psychosocial work environment factors, and the impact on the employees’ well-being. The sub-scales used were Job Resources, Job Demands, Well-being outcomes, and Stress. The other survey measured the work engagement, the employees’ well-being, and how they experience enthusiasm, commitment, …


Mixed-Methods Study Of High School Teachers’ Perceived Training, Self-Efficacy, And Assessment Competencies In Online Courses, Chantell Radford Jan 2026

Mixed-Methods Study Of High School Teachers’ Perceived Training, Self-Efficacy, And Assessment Competencies In Online Courses, Chantell Radford

Theses and Dissertations

The problem in this study was that, in a large urban school district in South Florida, the online high school teachers’ training, self-efficacy, and assessment competencies in courses required enhancement. The purpose of this study was to examine the perceptions of high school teachers on their training, self-efficacy, and assessment competency in online courses.

Twenty high school online teachers participated in the study. Recruitment occurred through a link posted on Facebook and LinkedIn. The design (sequential explanatory mixed-methods design) aligned with the five research questions. Two instruments (survey and questionnaire) were used to collect data. Quantitative data analyis occurred with …


Revisión Sistemática Sobre La Actitud Del Docente De Educación Preescolar Frente A La Incorporación De Niños Especiales Dentro Del Programa Regular Y Sus Efectos En El Aprendizaje De Estudiantes Regulares De Usa, Período 2015 Al 2024, Fressia Mary Medina Greenbaum Jan 2026

Revisión Sistemática Sobre La Actitud Del Docente De Educación Preescolar Frente A La Incorporación De Niños Especiales Dentro Del Programa Regular Y Sus Efectos En El Aprendizaje De Estudiantes Regulares De Usa, Período 2015 Al 2024, Fressia Mary Medina Greenbaum

Theses and Dissertations

El propósito de esta investigación fue evidenciar hallazgos sobre la actitud del docente de educación preescolar frente a la incorporación de niños especiales dentro del programa regular de educación preescolar y sus efectos en el aprendizaje de estudiantes regulares en preescolares de Estados Unidos de América. La posición que adopte el docente es de suma importancia para el logro de la incorporación de estudiantes especiales desde temprana edad, conocer cuáles son los obstáculos que enfrenta el docente y aclarar cuales son los beneficios tanto para estudiantes especiales como para estudiantes regulares.

La presente investigación utilizó la revisión sistemática como metodología, …


Increasing Reading Comprehension Of Middle School Students With Hearing Disabilities, Abbis Bivins Jan 2026

Increasing Reading Comprehension Of Middle School Students With Hearing Disabilities, Abbis Bivins

Theses and Dissertations

In this study, the effectiveness of researcher-created training sessions for teachers designed to improve reading comprehension in class for students who are deaf or hard of hearing was examined. The training was focused on key instructional components, including morphology, syntax, vocabulary, phonology, explicit feedback, and activation of prior knowledge. Additionally, parent-focused strategies such as collaboration with professionals, reading routines, summarization, interactive reading, and the use of home language were taught. A qualitative research design was used to explore the perceptions for both teacher and parent groups following participation in six 1-hour training sessions.

Teachers’ findings indicated increased confidence, intentional instructional …


Examining Reframing Behavior Implementation: Teacher Perspectives And Discipline Patterns In Middle School, Francisco J. Hidalgo Jan 2026

Examining Reframing Behavior Implementation: Teacher Perspectives And Discipline Patterns In Middle School, Francisco J. Hidalgo

Theses and Dissertations

This applied dissertation examined teacher-reported implementation of the Reframing Behavior (RB) Initiative at a middle school in North Central Florida. The districtwide training occurred in the 2024-2025 school year. The RB Initiative provides educators with opportunities to reframe how they address disruptive behaviors among students perceived as problematic, who may receive numerous disciplinary actions. Disciplinary actions can affect students’ academic and social lives. Using a convergent mixed methods design, the study addressed four research questions and examined implementation fidelity, teacher perceptions, school-wide discipline patterns, and teacher experiences with RB implementation.

The researcher surveyed 19 teachers and interviewed four teachers. The …


How Leadership Styles Can Effectively Alleviate Some Of The Organizational Stressors Of Food-Plant Workers, Latarshe Mccuthin Jan 2026

How Leadership Styles Can Effectively Alleviate Some Of The Organizational Stressors Of Food-Plant Workers, Latarshe Mccuthin

Theses and Dissertations

This applied dissertation was designed to investigate how leaders in the food processing industry perceive their management style and how they may alleviate some job related employee stress. There was no management training at the organization; the only training provided was for food safety for certification and licensure procedures. Once a year, the company listed a management course, but the supervisors had to pay for it without reimbursement. Further, although the course was available, most supervisors did not know of it.

The researcher developed semi-structured, in-depth interviews to answer the research questions regarding how supervisors perceived leadership styles, strategies, and …


Usage Behavior Of Hispanic English Learners With Bilingual Homework Resources In Developmental Mathematics At Community College, Debra Krieg Jan 2026

Usage Behavior Of Hispanic English Learners With Bilingual Homework Resources In Developmental Mathematics At Community College, Debra Krieg

Theses and Dissertations

This applied dissertation, grounded in the theoretical framework of metalinguistic awareness, was designed to understand how six Hispanic English learners (ELs) were utilizing homework help resources when offered in both English and Spanish. Specifically, the study was conducted at a mid-Atlantic community college with students enrolled in a developmental mathematics course. Homework has long been established as a tool that increases the probability of academic success. The shift to web-based assignments in developmental mathematics from traditional pencil and paper homework has yielded positive results yet little is known regarding how learners utilize bilingual digital assessment tools to achieve mastery of …


A Qualitative Study Of Teacher Perceptions Of Reading Proficiency, Latia Tyler Jan 2026

A Qualitative Study Of Teacher Perceptions Of Reading Proficiency, Latia Tyler

Theses and Dissertations

This applied qualitative dissertation was constructed to provide insight into the experiences of teachers who provide reading instruction for third grade students at the target school. Seven teachers engaged in semi structured interviews that sought to examine their perceptions on their abilities in teaching reading instruction, their perception on school supports, their perceptions on reading proficiency and factors that contribute to it. Additionally, comprehensive reading plans, published by the state of Florida, were examined to further understand the perceptions of teachers alongside district intended approach for reading instruction.

Thematic analysis of data revealed eight key themes including gaps in foundational …


The Effectiveness Of Behavioral Skills Training In Enhancing Teachers’ Ability To Write Specific, Measurable, And Individualized Iep Goals Targeting Quality-Of-Life Skills, Emilia Endean Jan 2026

The Effectiveness Of Behavioral Skills Training In Enhancing Teachers’ Ability To Write Specific, Measurable, And Individualized Iep Goals Targeting Quality-Of-Life Skills, Emilia Endean

Theses and Dissertations

This applied dissertation sought to assess the effectiveness of a behavior skills training (BST) protocol in improving teacher behaviors for writing high-quality individualized education plan (IEP) goals that target quality-of-life (QoL) domains. High-quality IEP goals that target both academic and functional repertoires are required by the Individuals with Disabilities Education Act (2004) and are essential for students with disabilities to achieve meaningful outcomes. BST is an effective intervention for teaching a variety of skills. No prior research has explicitly examined the application of BST for teacher professional development in writing IEP goals.

This single-subject study used a time-lagged multiple probe …


Identifying The Knowledge And Skills That Students Enrolled In Agricultural Systems Technology Degree Programs Need: Perspectives From University Faculty, Jerry Blake Kennedy Jan 2026

Identifying The Knowledge And Skills That Students Enrolled In Agricultural Systems Technology Degree Programs Need: Perspectives From University Faculty, Jerry Blake Kennedy

Murray State Theses and Dissertations

National trends have highlighted the need for a knowledgeable, skilled workforce in advanced agricultural systems. University-level Agricultural Systems Technology (AST) undergraduate degree programs and closely-related degree programs are vital to equipping the agricultural workforce with the knowledge and skills needed to support the industry. Ensuring that AST curricula are relevant and appropriate is vital to equipping undergraduate students in such programs with the knowledge and skills they need to succeed in the modern agricultural workforce. This study sought to identify the essential knowledge and skills needed by undergraduate AST degree program students from the perspectives of university-level faculty across the …


Regulation Of Private Higher Education In Mexico: How Non-Elite Institutions Navigate Authorization, Edson Eduardo Navarro Meza Jan 2026

Regulation Of Private Higher Education In Mexico: How Non-Elite Institutions Navigate Authorization, Edson Eduardo Navarro Meza

Electronic Theses & Dissertations (2024 - present)

Low quality, excessive commercialization, fraud, profit in disguise, and predatory dynamics remain the most pressing regulatory challenges in the context of private higher education in Mexico. These problems have been largely attributed to the ineffectiveness of authorization mechanisms, which have repeatedly become the focus of controversy and criticism from social, academic, and media sectors regarding their role in shaping the development of the sector. Some observers blame the government for its inaction in the face of rapid institutional proliferation, as well as for maintaining authorization procedures that have proven to be ineffective gatekeepers of sectoral expansion. Others place responsibility on …


Evolving Legal Issues In Higher Education: Introduction To The Higher Education And The Law Symposium, Patricia E. Salkin Jan 2026

Evolving Legal Issues In Higher Education: Introduction To The Higher Education And The Law Symposium, Patricia E. Salkin

Touro Law Review

The Touro Law Review could not have selected a better time to highlight many of the evolving legal issues in higher education. It can be both an exciting time to practice law in this space and one that challenges the creative problem-solving skills of lawyers and their clients. This issue of the Law Review highlights a number of key developments and trends.


Loper Bright Enterprises V. Raimondo And The Prospect Of “Management By Judiciary”, Rodger D. Citron Jan 2026

Loper Bright Enterprises V. Raimondo And The Prospect Of “Management By Judiciary”, Rodger D. Citron

Touro Law Review

In January 2025, Touro University, Touro Law Center, and Touro Law Review held a wide-ranging conference on higher education in the 21st century. The timing could not have been more apt. We were days away from the inauguration of Donald Trump’s second term as President. The ferment in higher education would continue, only more so. In addition, in its 2023-24 term, the Supreme Court had decided a number of important administrative law cases, none more significant than Loper Bright Enterprises v. Raimondo (“Loper Bright”). Although I did not speak at the panel session on “The Changing Regulatory Landscape in Higher …


Fant Memorial Library Strategic Plan, 2026-2031, Hillary Richardson Jan 2026

Fant Memorial Library Strategic Plan, 2026-2031, Hillary Richardson

Fant Library News and Reports

Fant Memorial Library's vision, mission, and values statements, and its guiding priorities, goals, and objectives for 2026-2031


From Deference To Dialogue: How International Gtas From High Power Distance Cultures Adapt To U.S. Classroom Dynamics, Deborah Akua Afi Appiah Jan 2026

From Deference To Dialogue: How International Gtas From High Power Distance Cultures Adapt To U.S. Classroom Dynamics, Deborah Akua Afi Appiah

Theses and Dissertations

International graduate teaching assistants (GTAs) from high power distance cultures play a significant role in undergraduate education at U.S. universities, yet they face challenges that go well beyond language proficiency. Coming from educational backgrounds where teacher authority is unquestioned and hierarchical, these GTAs must navigate American classrooms that operate on fundamentally different assumptions, where authority is earned rather than assumed, informality is the norm, and students expect to question, negotiate, and be personally known by their instructors. The present study examined how eighteen (18) international GTAs from seven (7) high power distance countries perceived and adapted to these differences while …


Are We Perceived The Same? A Cross-Cultural Comparison Of Instructor Communication Between American And International Graduate Teaching Assistants, Deborah Aku Shika Pappoe Jan 2026

Are We Perceived The Same? A Cross-Cultural Comparison Of Instructor Communication Between American And International Graduate Teaching Assistants, Deborah Aku Shika Pappoe

Theses and Dissertations

The study examined college students’ perceptions of American Teaching Assistants and International Teaching Assistants on credibility, clarity, respect, homophily, cultural homophily, and instructor quality within the same instructional context. Guided by Face Negotiation Theory, the study employed a mixed-methods design combining survey data and open-ended responses from undergraduate students at a Midwestern university. Results indicated significant differences in perceptions of clarity, homophily, and instructor quality, with ATAs rated higher on these dimensions, while no significant differences were found in credibility and respect. Students’ narratives reflected comparable experiences with both ATAs and ITAs, as perceptions of cultural homophily and instructor quality …


The Role Of Non-Academic Staff In First-Year Retention At Regional, Comprehensive Universities, Marco A. Krcatovich Ii Jan 2026

The Role Of Non-Academic Staff In First-Year Retention At Regional, Comprehensive Universities, Marco A. Krcatovich Ii

Theses and Dissertations

Regional comprehensive universities (RCUs) serve a large share of U.S. undergraduates, yet the role of non‑academic staff in shaping first‑year retention remains understudied. This dissertation examines how staff diversity and staffing structures relate to student persistence using seven years of IPEDS panel data and Linear Mixed‑Effects Models. Analyses were conducted separately for residential and commuter RCUs to reflect their distinct engagement environments. Findings show that staff diversity is significantly associated with retention, though the direction and magnitude vary by campus type and staff role. Staffing structure also matters as higher proportions of full‑time staff are positively associated with retention at …


Refusing To Die On The Vine: Black Women's Survival, Resistance, And Dei Labor In Historically White Institutions, Senesta D. Howard Jan 2026

Refusing To Die On The Vine: Black Women's Survival, Resistance, And Dei Labor In Historically White Institutions, Senesta D. Howard

Theses and Dissertations

This dissertation examines the lived experiences of Black women in non-diversity, non-faculty roles at historically White institutions (HWIs) who engage in diversity, equity, and inclusion (DEI) advocacy beyond their formal job responsibilities. Grounded in Black Feminist Thought and guided by Interpretative Phenomenological Analysis, the study explores how race and gender shape invisible labor expectations, emotional and psychological burdens, and strategies for safety and meaning-making. Semi-structured interviews with 12 Black women staff members yielded seven interrelated themes, including invisible DEI labor, hypervisibility, emotional exhaustion, sisterhood as a form of resistance, respectability politics, self-constructed safety, and purpose rooted in legacy and spirituality. …


Staff Attitudes Toward Ai Adoption At A Private Research University, Ashley C. Smith Jan 2026

Staff Attitudes Toward Ai Adoption At A Private Research University, Ashley C. Smith

Theses and Dissertations

This study addresses the limited research on university staff attitudes toward artificial intelligence use and adoption. Using the Unified Theory of Acceptance and Use of Technology (UTAUT) research framework, the General Attitudes towards Artificial Intelligence Scale (GAAIS), and quantitative survey methodology, the study examines the attitudes of higher education staff toward AI, specifically examining whether demographic or professional characteristics are factors. The findings indicate that staff had moderately negative attitudes toward AI while also expressing some concerns. The results suggest that more resources and support for AI are needed for staff to address concerns. It also suggests that construct-level analysis …