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Articles 571 - 600 of 77243
Full-Text Articles in Entire DC Network
Visionarium, June 2026, Full Issue
Visionarium, June 2026, Full Issue
International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM
No abstract provided.
Toward A Metric For Disciplinary Learning In The Age Of Ai: The Unblooms™ Metacognitive Awareness Scale And Discernment Rate In Ai-Mediated Learning, Tina R. Austin
International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM
Telling students to “reflect on their own thinking” has become insufficient in AI-mediated learning environments. When students are rewarded for polished outputs, cognitive offloading to AI tools becomes rational, and traditional snapshot assessments (single-moment evaluations of task completion) produce false signals about whether durable learning has occurred. This problem is sharpened by the broader shift in AI learning tools toward Socratic tutors, study modes, Khan Academy's Khanmigo, and agentic systems that can shape the learner’s process over time. Lodge and Loble (2026) distinguish beneficial cognitive offloading, which frees working memory for intrinsic learning, from detrimental outsourcing, which bypasses the cognitive …
Metacognition As Disciplinary Infrastructure In Ai-Mediated Learning, Tina R. Austin, Jason Gulya, Nick Potkalitsky
Metacognition As Disciplinary Infrastructure In Ai-Mediated Learning, Tina R. Austin, Jason Gulya, Nick Potkalitsky
International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM
Metacognition is often presented as a response to generative AI’s disruption of teaching and learning, yet the term has become too generalized to guide practice. In AI-mediated environments, asking students merely to “reflect on your thinking” is insufficient. Because AI tools can redistribute cognitive labor, their educational value depends on how students use them and whether that use supports disciplinary forms of reasoning. This essay argues that metacognition must be understood as disciplinary infrastructure: students cannot effectively monitor their thinking without understanding the epistemological and ontological demands of the field in which they are working. Classrooms therefore become sites where …
Optimizing Human Capital In Ai-Enabled Architectures: A Systems Constraint And Capability Analysis, Jeremy A. Schlegel, Jennifer Daffinee
Optimizing Human Capital In Ai-Enabled Architectures: A Systems Constraint And Capability Analysis, Jeremy A. Schlegel, Jennifer Daffinee
International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM
Artificial intelligence (AI) comprises not only models, but full socio-technical systems involving data pipelines, instrumentation, human-machine interfaces, deployment architectures, and organizational processes for design, monitoring, and evaluation. Using a systems-oriented analytical framework, this paper argues that despite accelerating advances in AI capabilities, human capital remains the enduring and dominant system constraint. Human interfaces define throughput limits in areas such as prompt engineering, data-stream curation, adjudication of model outputs, and the orchestration of hybrid automation workflows including robotics, scraping, and digitization. Synthesizing emerging research across human-AI interaction, machine-learning lifecycle management, organizational adoption, and adult learning theory, we present a socio-technical evaluation …
Ai As A Creative Collaborator In Music: Exploring Human-Centered Innovation In Large Musical Contexts, Nicholas Caluori, Noah D. Taylor
Ai As A Creative Collaborator In Music: Exploring Human-Centered Innovation In Large Musical Contexts, Nicholas Caluori, Noah D. Taylor
International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM
AI-driven audio tools are reshaping musical creation, yet the most consequential shift is not automation of artistry but reconfiguration of collaboration, metacognition, and quality control within large ensembles. This paper examines how generative audio models, vocal synthesis platforms, and stem-splitting technologies can function as creative partners in music arranging and composition workflows, particularly in musical contexts where artistic coordination and interpretive judgment remain paramount. We position AI in music creation as analogous to the calculator in mathematics: widely available, efficiency-enhancing, and therefore unavoidable, while still requiring disciplined human oversight to preserve intent, style, and accountability. The paper surveys practical implementation …
Law Or Flaw: A Double – Blind Study Comparing Student Comprehension Of Real And Ai Generated Legal Case Briefs, Grant Shostak, Nick Wintz, Melissa A. Petkovsek
Law Or Flaw: A Double – Blind Study Comparing Student Comprehension Of Real And Ai Generated Legal Case Briefs, Grant Shostak, Nick Wintz, Melissa A. Petkovsek
International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM
In recent years, the U.S. legal system has seen an increase of legal filings using fictitious court cases or legal propositions generated by artificial intelligence (AI) (Stokel-Walker, 2026). Rules of professional responsibility require that lawyers review filings in which AI was used to ensure their accuracy (Missouri Bar, Office of Legal Ethics Counsel, 2024, Opinion No. 2024‑11) Despite this mandate, filings with fictitious cases and incorrect statements of law are being filed. Besides posing a threat to the parties to an action, such filings may set an unwarranted precedent for future cases. They also tie up court resources searching for …
Reflexivity As A Metacognitive Skill: A Conceptual Triadic Learning Alliance Framework For Ethical Human-Ai Collaboration In Education, Jennifer Young
Reflexivity As A Metacognitive Skill: A Conceptual Triadic Learning Alliance Framework For Ethical Human-Ai Collaboration In Education, Jennifer Young
International Journal of Emerging and Disruptive Innovation in Education : VISIONARIUM
As artificial intelligence (AI) is integrated into education and workforce development, the ability to engage reflexively with technology may represent an emerging metacognitive skill. This paper conceptualizes reflexivity as an intentional, cyclical process of recognizing assumptions, reflecting on human-AI interactions, and responding with ethical discernment. Drawing from counselor education and supervision models that emphasize self-awareness and metacognitive reflection, the paper proposes a conceptual framework for cultivating ethical reflexivity in AI-augmented learning and decision-making environments. Through conceptual analysis and integration of the Triadic Learning Alliance (TLA) model, the framework identifies potential strategies for professionals and students to monitor cognitive biases, critically …
Disciplining The "Unrestrained" Child Through Moral Rectification: The "Civilizing" Role Of The Us Educational System, Unleashing An Era Of Assimilation, Urnisha Dutta
Impact: A Journal of Community and Cultural Inquiry in Education
Moral education in the US frequently has centered on cultivating “civic sense” and developing citizens who are morally akin to the dominant culture’s ideals. Although implemented as preventive measures (to avoid an otherwise inevitable suspension), these interventions are colored with dominant cultural sentiments that visualize differences as immoral. The idea of disciplining the “unrestrained” child thus aligns with a Western historical “civilizing” mission that aims at creating “moral citizens” through cultural erasure and behavioral transformation. This article discusses the unpleasant reality of moral education in the US educational system, demonstrating an inherent acculturation politics underlying behavior rectification initiatives. The essay …
English For Speakers Of Other Languages Program: Compliance Vs Realities Of Practice, Ana Sofia Rodriguez-Oronoz
English For Speakers Of Other Languages Program: Compliance Vs Realities Of Practice, Ana Sofia Rodriguez-Oronoz
Graduate Student Dissertations, Theses, Capstones, and Portfolios
This research study examined the misalignment between policy compliance and instructional practice within English for speakers of other languages (ESOL) programs in K–12 public education. Although federal and state mandates require equitable access and services for English language learners (ELLs), compliance with these requirements has not consistently resulted in effective classroom practice. The problem of practice focused on how educators interpreted and enacted ESOL policies and the extent to which these practices aligned with the intent of the Multicultural Education, Training, and Advocacy (META) Consent Decree and related accountability frameworks.
A qualitative research design was used to explore educators’ perceptions …
An Evaluation Of The Leader In Me Program’S Influence On Time And Project Management In Secondary Pbl Classrooms, Tiffany L. Brandenburg
An Evaluation Of The Leader In Me Program’S Influence On Time And Project Management In Secondary Pbl Classrooms, Tiffany L. Brandenburg
Education Theses and Dissertations
This mixed-methods evaluation examined the implementation of the Leader in Me (LIM) framework and its relationship to secondary students’ time and project management skills within project-based learning (PBL) environments. Conducted across Grades 6–12 in a public charter school district, the study analyzed teacher surveys, student reflections, classroom observations, and Measurable Results Assessment (MRA) data to evaluate perceptions and implementation patterns related to student self-management practices. Findings indicated variability in LIM implementation across classrooms and inconsistencies in how leadership and organizational practices were integrated into daily instruction. Teachers frequently reported challenges related to students’ planning, prioritization, and task management skills, while …
Transformative Leadership In Community Schools: Building Equitable Cultures And Sustainable Community Partnerships For Student Success, Latiecea Janie Hailey-Brown
Transformative Leadership In Community Schools: Building Equitable Cultures And Sustainable Community Partnerships For Student Success, Latiecea Janie Hailey-Brown
USF Tampa Graduate Theses and Dissertations
Abstract
This qualitative autoethnographic inquiry explored how transformative and relational leadership were enacted and evolved during the creation, development, and sustainability of a community partnership school, and how these leadership experiences shaped my understanding of leadership and influenced my development and identity as a leader. Grounded in a constructivist paradigm and framed within a scholarly practitioner orientation, I critically examined my leadership experiences as assistant principal and principal of Havenwood: A Community Partnership School, the first community school in Rosewood County, Florida. Through reflective analysis of leadership practices, relationships, and decision-making processes, I illuminated how my leadership contributed to student …
Developing An Ecosystem Of Stem Success For Built Environment Scholars, Melanie Villatoro, Hamid Norouzi
Developing An Ecosystem Of Stem Success For Built Environment Scholars, Melanie Villatoro, Hamid Norouzi
Publications and Research
The National Science Foundation S-STEM program at NYC College of Technology (City Tech), Developing an Ecosystem of STEM success for Built Environment Scholars (Award Number 2150432), focuses on supporting and developing scholars in the majors relating to the Built Environment which include Civil Engineering Technology, Construction Engineering Technology, Electrical Engineering Technology, Mechanical Engineering Technology and Environmental Control Technology. The S-STEM program aims to reduce financial barriers for low-income students by providing scholarships. SSTEM scholars are provided with faculty mentors and opportunities to engage in cohort building activities that include field trips, research, workforce internships, and networking sessions. The project began …
Pathways To Green Economy Occupations In Engineering And Construction, Melanie Ekka Villatoro, Ivan L. Guzman, Marzi Azarderakhsh
Pathways To Green Economy Occupations In Engineering And Construction, Melanie Ekka Villatoro, Ivan L. Guzman, Marzi Azarderakhsh
Publications and Research
The Department of Construction Management and Civil Engineering technology (CMCE) at New York City College of Technology is incorporating curricular modifications to prepare our students to enter “focus occupations,” identified by New York City as critical to the sustainable growth of the Green economy. We offer three degrees in construction management, civil engineering technology and construction engineering technology. The Department was recently selected as part of the 2025 ASEE Engineering for One Planet (EOP) mini grant cohort. The EOP grant provided support for curriculum development to incorporate sustainability focused learning outcomes. The project team used the EOP framework to modify …
Practical Implementation Of Ethnomathematics To Increase The Engagement, Math Self-Efficacy, And Hawaiian Cultural Identity Of HawaiʻI Algebra 2 Students, Kamalani George Mamatuki Kaluhiokalani
Practical Implementation Of Ethnomathematics To Increase The Engagement, Math Self-Efficacy, And Hawaiian Cultural Identity Of HawaiʻI Algebra 2 Students, Kamalani George Mamatuki Kaluhiokalani
Theses and Dissertations
The underrepresentation of Hawaiian cultural practices in mathematics education has contributed to a disconnect between students' cultural identities and their academic experiences, resulting in diminished engagement among Native Hawaiian learners. This design-based research examines the integration of ethnomathematics into high school mathematics curricula, with a focus on Hawaiian cultural practices as frameworks for teaching mathematical concepts. Participants include approximately 100 students in Hawaiʻi from a public school and a private school, as well as two mathematics teachers with varying degrees of experience in culturally responsive pedagogy and ethnomathematics. Employing a mixed-methods approach, the study collects data through classroom observations, teacher …
Exploring Generative Artificial Intelligence Perceptions And Information Retrieval Behaviors Among Students: An Investigation Of Google Search And Chatgpt Queries, Annie Kiele Brown
Exploring Generative Artificial Intelligence Perceptions And Information Retrieval Behaviors Among Students: An Investigation Of Google Search And Chatgpt Queries, Annie Kiele Brown
Theses and Dissertations
Generative AI tools are rapidly reshaping how undergraduate students seek and engage with academic information, yet empirical understanding of what drives adoption and how students behave when using these tools relative to traditional search engines remains limited. This study examined undergraduate students’ information-retrieval behaviors and perceptions when using ChatGPT compared to Google Search, using the technology acceptance model (TAM; Davis, 1989) extended to include trust (Gefen et al., 2003) as the guiding framework. An embedded mixed-methods design was employed, in which Likert-scale perception ratings provided a structured quantitative signal and thematic analysis of semi-structured interviews, structured information-retrieval tasks, and concurrent …
Effects Of A Peer Mentoring Program For Adolescent Newcomers On Feelings Of Peer Connectedness And School Belonging, Eden Elizabeth Moon Barnhill
Effects Of A Peer Mentoring Program For Adolescent Newcomers On Feelings Of Peer Connectedness And School Belonging, Eden Elizabeth Moon Barnhill
Theses and Dissertations
There is a significant lack of empirical evidence regarding the effectiveness of peer mentoring to support newcomer students, particularly for refugee populations. This study evaluated the effects of a peer mentor program for newcomer students on their feelings of peer connectedness and school belonging in a high school setting. Participants were made up of 15 newcomer student mentees across three high schools. Measures were administered pre- and post-intervention, and participants were also interviewed about their experience. Results indicated no quantitative findings of significance but did yield a small positive effect size for peer connectedness. According to qualitative data, many participants …
Urban Teachers’ Perceptions Of The Influence Of Their Alternate Route Certification Programs On Their Retention, Jenifer Phillips
Urban Teachers’ Perceptions Of The Influence Of Their Alternate Route Certification Programs On Their Retention, Jenifer Phillips
Student Theses and Dissertations
This qualitative case study explored how secondary teachers in one urban public school system described their experiences in alternate-route certification programs and how those experiences shaped their decisions to stay in the classroom. As districts continue relying on alternate-route teachers to address ongoing shortages, it is important to understand how teachers interpret their preparation, coaching, and early classroom experiences through the lens of adult learning, or andragogy, and what supports they believe actually helped them succeed with students, particularly in areas such as phonological awareness, classroom management, and foundational instructional practices. A total of 196 teachers met the study’s criteria …
Understanding Educational Burnout: An Analysis Of The Perceptions Of K-5 Elementary Teachers, Melody Sebastian
Understanding Educational Burnout: An Analysis Of The Perceptions Of K-5 Elementary Teachers, Melody Sebastian
Student Theses and Dissertations
Burnout in the educational environment is highly prevalent among teachers. Studies reveal that workplace burnout is characterized as chronic stress while on the job that persists over time. Although research has examined this issue, there remains a need for further studies focused specifically on elementary teachers’ perceptions and experiences with burnout. The purpose of this qualitative phenomenological study aimed to understand the perceptions of K-5 elementary classroom teachers’ experiences with burnout and how they informally built support systems to mitigate burnout. Maslach’s Multidimensional Theory of Burnout served as the theoretical framework for this study. The methodological approach utilized semi-structured, one-on-one …
The Influence Of Leadership Styles On Teacher Motivation And School Climate In Urban Schools From Three South-Central Region States, Jennifer L. Thomas
The Influence Of Leadership Styles On Teacher Motivation And School Climate In Urban Schools From Three South-Central Region States, Jennifer L. Thomas
Student Theses and Dissertations
This phenomenological study explored how leadership styles influenced teacher motivation and school climate across three Southern South-Central region states. Through an analysis of 15 interviews, the research explored teachers' lived experiences and interactions with administrators that shaped their motivation, work efficacy, sense of value, and emotional well-being. Three states served as the data pool for the study: Arkansas, Texas, and Tennessee. Seven themes emerged related to motivation and school climate: Teacher Voice, Support, Empowerment, Relational Confidence, Feeling Valued, Emotional Safety, and Building Community. These themes illuminated how leadership behaviors can either strengthen or hinder teachers’ professional commitment, instructional effectiveness, and …
Impact Of Expanded Core Curriculum On College And Job Placement For The Blind And Visually Impaired, Susan Drake
Impact Of Expanded Core Curriculum On College And Job Placement For The Blind And Visually Impaired, Susan Drake
Student Theses and Dissertations
Students who are blind or visually impaired face persistent barriers in postsecondary education and employment, despite access to academic instruction and legally mandated supports. Although academic accommodations are often provided, less is known about how instruction in nonacademic skill areas influences long-term outcomes. . This study addressed a critical gap by examining the perceived impact of Expanded Core Curriculum instruction on college readiness, employment attainment, and adult independence for blind or visually impaired high school graduates. The purpose of this qualitative study was to explore how former students described their access to, understanding of, and benefit from Expanded Core Curriculum …
Educator Perceptions Of The Impact Of The Avid Program On Minority Students’ School Achievement, Genia Smith
Educator Perceptions Of The Impact Of The Avid Program On Minority Students’ School Achievement, Genia Smith
Student Theses and Dissertations
While Hispanic and African American college enrollment rates have increased over the past 20 years, minority students continue to face structural and educational barriers that make it more challenging for them to prepare for and gain entry to college. The Advancement Via Individual Determination (AVID) program is a college preparatory initiative designed to provide additional academic and social support for historically disadvantaged students. Guided by a socio-cultural theoretical framework, this mixed-methods survey-based study explored the perceptions of 10 administrators and 10 teachers in a Southeast region school district regarding the impacts of AVID on minority students’ achievement. The findings revealed …
The Impact Of Academic Advising Models On Undergraduate Student Performance: A Multiple Regression Analysis, Kayla Meaders
The Impact Of Academic Advising Models On Undergraduate Student Performance: A Multiple Regression Analysis, Kayla Meaders
Student Theses and Dissertations
Institutions of higher education continue to seek effective strategies to improve student persistence, academic performance, and degree completion. Academic advising is widely recognized as a key institutional support that helps students navigate academic requirements and institutional expectations. However, universities organize advising services using different structural models, and limited empirical evidence exists regarding how these models influence measurable student outcomes. This study examined the predictive relationship between academic advising models and undergraduate student success outcomes at a public university in North Texas. The study investigated the extent to which advising models, centralized or decentralized, predict cumulative grade point average, first-to-second-year retention, …
Integration Of Culturally Responsive Teaching Strategies In High School Science Classes, Pamela Chanell Williams
Integration Of Culturally Responsive Teaching Strategies In High School Science Classes, Pamela Chanell Williams
Student Theses and Dissertations
This qualitative case study investigated the integration of culturally responsive teaching strategies in high school science classes. The problem addressed in this study is that teachers are underprepared to employ culturally responsive teaching strategies to facilitate academic success in science courses for culturally and linguistically diverse students. By investigating the integration of culturally responsive teaching strategies during instruction, improvements can be made to the effectiveness of professional development centered on culturally responsive teaching strategies found in the Ready for Rigor framework. The conceptual framework that served as the foundation for this study was Hammond’s (2015) Ready for Rigor framework. Questionnaires, …
If It Doesn't Hurt You Aren't Working Hard Enough: An Examination Of Coach Experience In High School Debate, Rosie Valdez Block
If It Doesn't Hurt You Aren't Working Hard Enough: An Examination Of Coach Experience In High School Debate, Rosie Valdez Block
Student Theses and Dissertations
High school debate coaching constitutes a uniquely demanding educational role, defined by emotional labor, extended work hours, institutional precarity, and systemic inequities. Despite their significant contributions to students’ intellectual and personal growth, the professional sustainability of debate coaches remains underexamined. This dissertation investigates the conditions contributing to burnout among high school debate coaches through the theoretical lenses of Maslach’s Burnout Theory, as contemporized by Edú-Valsania et al. (2022), and teacher self-efficacy theory, to understand how emotional exhaustion, depersonalization, and diminished professional confidence emerge in this context. The study is further guided by constructivist grounded theory (Charmaz, 2014), enabling a bottom-up, …
College Success Comparison Between First-Generation College Students And Non-First-Generation College Students In The South Texas Plains, Obed Guerrero
Student Theses and Dissertations
This study examined differences in academic success between first-generation college students and non-first-generation college students enrolled in community colleges in the South Texas region. National research has consistently reported that first-generation college students tend to experience lower academic outcomes; however, limited empirical evidence exists regarding whether these disparities persist within South Texas, a region characterized by a high Hispanic student population and a substantial proportion of first-generation students. This gap limits the ability of institutions to make context-specific decisions that support student success. The purpose of this study was to compare grade point average, fall-to-fall retention, and graduation outcomes between …
Behind The Screen: Exploring How Undergraduate Students Experience Sense Of Belonging In Online Learning Environments In The United States, Grace Ellen Kiersznowski
Behind The Screen: Exploring How Undergraduate Students Experience Sense Of Belonging In Online Learning Environments In The United States, Grace Ellen Kiersznowski
ETDs from 2020-2029
Enrollment in online courses in higher education has been rising rapidly over the past couple of decades and has accelerated since the COVID-19 pandemic. This has made higher learning more accessible for students who would otherwise have difficulty earning a degree. Online education poses many barriers to students’ development of a sense of belonging, something research has been found to be of great importance to student success and well-being. Relatively little was known about students’ sense of belonging in online learning environments prior to the pandemic. Since the pandemic, online education has undergone major changes, changing the landscape in a …
From Cork To Coasting: A Multi-Stage Ode Model Of Water-Rocket Flight, Viktoria Savatorova, Patryk Kustra, Ethan Dyer, Connor Carlson, Aleksei Talonov
From Cork To Coasting: A Multi-Stage Ode Model Of Water-Rocket Flight, Viktoria Savatorova, Patryk Kustra, Ethan Dyer, Connor Carlson, Aleksei Talonov
CODEE Journal
Water rockets provide an affordable and engaging context for exploring applications of differential equations. Motivated by outreach activities conducted with undergraduate students, we develop a four-stage mathematical model of vertical water-rocket flight that is suitable for use in an ODE or mathematical modeling course. The model includes the cork-release phase, water-thrust propulsion, air-thrust propulsion with compressible and potentially choked flow, and the final ballistic stage with quadratic drag. While retaining key physical features, the model can be formulated as a system of ordinary differential equations that can be integrated numerically using tools familiar to students. We compare model predictions with …
Exploring Culturally Responsive Leadership Practices Among Female Leaders In Title I Schools: Strategies For Enhancing Student Success, Tara K. Indar
Exploring Culturally Responsive Leadership Practices Among Female Leaders In Title I Schools: Strategies For Enhancing Student Success, Tara K. Indar
USF Tampa Graduate Theses and Dissertations
The academic achievement gap between White students and diverse student populations remains a persistent and prominent disparity in schools across the United States. While this issue affects schools nationwide, it is particularly significant in Title I schools, where many students from diverse, lower-socioeconomic-status backgrounds are served. Although a substantial body of literature examines this gap and highlights the positive impact of culturally responsive leadership, there remains a limited understanding of which specific practices are most effective in improving students’ academic outcomes. This study explores the perceptions of female school leaders in Title I schools regarding the strategies they believe contribute …
Teacher Perceptions On Optimizing Instructional Practices For English As A Second Language Instruction, Molly Elizabeth Davis
Teacher Perceptions On Optimizing Instructional Practices For English As A Second Language Instruction, Molly Elizabeth Davis
Student Theses and Dissertations
The rapid growth of English learners (ELs) in middle schools across Northwest Arkansas has intensified the need for instructional practices that effectively support English language acquisition while promoting equitable academic outcomes. Despite the presence of district-level English as a Second Language (ESL) policies, inconsistencies remain in how instructional practices are implemented at the classroom level. The purpose of this qualitative grounded theory study was to examine middle school teachers’ perceptions of instructional practices that optimize ESL instruction, explore the alignment between teacher practices and district policy, and identify challenges educators face in implementing effective strategies. Guided by Vygotsky’s (1978) sociocultural …
Internships As A High-Impact Practice: A Phenomenological Study Of Hbcu Student Experiences With Soft Skills, Michelle Bennett Simmons
Internships As A High-Impact Practice: A Phenomenological Study Of Hbcu Student Experiences With Soft Skills, Michelle Bennett Simmons
Doctoral Dissertations and Projects
The purpose of this transcendental phenomenological study was to describe soft skill development gains through high-impact practice internship experiences for Black students at an HBCU in the Mid-Atlantic United States. The theory presented informed and supported the focus of inquiry was Kolb’s experiential learning theory. This theory served as the theoretical framework for the study to answer the following central research question: What are the lived experiences of HBCU Alpha University students who participate in HIP internships? Participants included 10 Black students at Alpha University who completed an internship. The participants were selected using purposeful sampling. Data was collected through …