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Bridging Worlds Of Care: A Qualitative Exploration Of Integrating Non-Western Healing Modalities With Mental Health Counseling, Douglas Valdez Jan 2026

Bridging Worlds Of Care: A Qualitative Exploration Of Integrating Non-Western Healing Modalities With Mental Health Counseling, Douglas Valdez

Antioch University Dissertations & Theses

The aim of the study is to explore the experiences of practitioners who treat individuals presenting with depression and anxiety using culturally integrative non-Western healing modalities. Participants included 15 experienced practitioners (minimum five years of practice) who identified as Traditional Chinese Medicine providers (e.g., acupuncturists, herbalists) and/or Curandero/x/as. The approach was qualitative, utilizing open-ended survey responses collected electronically and analyzed with thematic analysis. Results indicated six primary themes: (a) Philosophies in Healing, highlighting culturally grounded conceptualizations of depression and anxiety; (b) Traditional Chinese Medicine Interventions, including acupuncture, botanical, nutritional, manual, and movement-based practices; (c) Curanderismo Pláticas and Integrative Western Healing …


Bipoc Faculty Thriving In The Community College System: Collective Healing, Joy And Liberation, Carolina Forero-Moreno Jan 2026

Bipoc Faculty Thriving In The Community College System: Collective Healing, Joy And Liberation, Carolina Forero-Moreno

Antioch University Dissertations & Theses

This professional innovation dissertation addresses the need for Black, Indigenous, and other people of color (BIPOC) faculty in Washington State community and technical colleges to have safe, sacred spaces to engage in anti-racist, anti-colonial, and healing practices. The proposed space is a year-long institute with bimonthly gatherings focused on decolonization work, liberatory practices, and collective healing. Gloria Anzaldúa’s Path of Conocimiento (2002) will be used to develop participants’ critical consciousness as racialized people. Emergent Strategy (brown, 2017) and the Constellations Framework (Constellations Framework, 2022) are used to learn and embody liberatory practices, all the while the Seven Circles of Wellness …


Experiences Of Title Ix Investigations For Bipoc Survivors Of Sexual Violence, Tiffini Vo Jan 2026

Experiences Of Title Ix Investigations For Bipoc Survivors Of Sexual Violence, Tiffini Vo

Antioch University Dissertations & Theses

Sexual violence is among the most common crimes on college campuses. Nearly one in four undergraduate women experience sexual violence during college, yet reporting remains low (Spencer et al., 2020). Some students avoided reporting because of fear of criticism, backlash, blame, and shame (Lorenz et al., 2023). These responses not only influence reporting decisions but can also contribute to persistent psychological harm. A common consequence of sexual assault is the survivor developing post-traumatic stress disorder (PTSD), depressive and anxiety symptoms, and suicidality, demonstrating the severity of the crime perpetrated against them (Rothman et al., 2021). Even more so, those who …


Storytelling And Equity: A Program Evaluation That Promotes And Supports Narrative-Based Learning And Open Dialogue Practices At Higher Ed Institutions, Regis A. Peeples Jan 2026

Storytelling And Equity: A Program Evaluation That Promotes And Supports Narrative-Based Learning And Open Dialogue Practices At Higher Ed Institutions, Regis A. Peeples

Antioch University Dissertations & Theses

On college campuses worldwide, storytelling functions as a primary method for transmitting and affirming knowledge. It serves to validate lived experiences, acts as a relational teaching tool, and supports theoretical inquiry. Given that teaching is inherently political, storytelling can also perpetuate hate, oppression, and other social harms within academic environments. Even when educators use storytelling constructively, limited training exists on the full range of its impacts on students, particularly in terms of what may be described as “dangerous” storytelling. Dangerous storytelling refers to narratives, intentional or authentic, that reinforce or cultivate phobias about physical appearance (e.g., race, culture, nationality), propagate …


Sustainable Justice: A Critical Contemplative Approach To Sustainability In Higher Education, Jessica A. Reneau Jan 2026

Sustainable Justice: A Critical Contemplative Approach To Sustainability In Higher Education, Jessica A. Reneau

Antioch University Dissertations & Theses

The field of sustainability studies increasingly asks students to confront ecological crises alongside considerations of power, privilege, and unequal environmental harm. This work can be emotionally challenging as well as intellectually complex. Contemplative practices, such as meditation and yoga, may offer meaningful pedagogical support, helping students cultivate the attention, reflection, and emotional capacity needed to stay engaged with justice-centered sustainability learning. Although the use of contemplative pedagogies is growing in higher education, little research has examined how these practices shape justice-orientated learning outcomes in sustainability education. This dissertation addresses that gap by exploring how both student and instructor experience contemplative …


Disability And Self-Identity: Examining Their Relationship And Impact On First-Year Students’ College Transition, Caroline A. Mcpartlin Jan 2026

Disability And Self-Identity: Examining Their Relationship And Impact On First-Year Students’ College Transition, Caroline A. Mcpartlin

Electronic Theses & Dissertations (2024 - present)

As students with disabilities enroll in college at increasing rates, higher education institutions (HEIs) are challenged to consider students with disabilities’ unique needs. Student development theory informs higher education policy and practice but lacks disability perspectives. As such, this study was designed to narrow gaps in disability literature and supplement student development theory with a needed disability perspective. Through an examination of how participants categorized their self-identities and identities as college students, this study investigated students with disabilities’ identity development and its impact on their college transition.

Utilizing qualitative interviews, 12 students with disabilities (SWDs) were prompted to share their …


Understanding The Experiences Of First-Generation College Students Working As Resident Assistants, Mairead S. Murray Jan 2026

Understanding The Experiences Of First-Generation College Students Working As Resident Assistants, Mairead S. Murray

Electronic Theses & Dissertations (2024 - present)

First-generation college students have been a population of interest in higher education for several decades as they are both a historically underserved group and make up a significant portion of the college-going population (RTI International, 2019a; Schuyler et al., 2021), making them an impactful group of students to research. As a whole, first-generation college students tend to fall behind their non-first-generation college student peers in key areas that are indicators of student success, including engagement, persistence, and degree completion (Goldman et al., 2022; Kezar & Kitchen, 2020; Kuh et al., 2007; McCallen & Johnson, 2020; Means & Pyne, 2017; Pendakur, …


Academic Drift In Indonesian Islamic Higher Education: An Empirical Study Of The State Islamic University Of Mataram, Ade Alimah Jan 2026

Academic Drift In Indonesian Islamic Higher Education: An Empirical Study Of The State Islamic University Of Mataram, Ade Alimah

Electronic Theses & Dissertations (2024 - present)

Many higher education institutions imitate one another to achieve upward movement, a phenomenon known as academic drift. While this trend is widely acknowledged, the existing academic literature primarily focuses on developed nations. This research aims to investigate how academic drift occurs in Indonesian Islamic higher education, particularly through institutional transformations that involve institutes transitioning to universities.

This qualitative study examines academic drift at the State Islamic University of Mataram, Indonesia. To gather extensive data, in-depth interviews were conducted with participants from this university, representatives from two leading public Islamic universities, and senior officials from the Ministry of Religious Affairs.

Our …


An Ethical Analysis Of International Graduate Student Workers' (Igsws) Employment Vulnerability, Adeola F. Oladeji Jan 2026

An Ethical Analysis Of International Graduate Student Workers' (Igsws) Employment Vulnerability, Adeola F. Oladeji

University of Kentucky Doctoral Dissertations

International graduate student workers (IGSWs) occupy a distinctive position within U.S. higher education as students, employees, and temporary visa holders. Their academic progress, financial support, and legal authorization to remain in the United States are often closely intertwined, creating dependencies that heighten their vulnerability to exploitation, unequal treatment, and institutional power imbalances. Although previous scholarship has documented these challenges from empirical, legal, and policy perspectives, comparatively little attention has been given to universities' ethical responsibilities toward IGSWs.

This dissertation examines how U.S. higher education institutions should fulfill their ethical responsibilities to international graduate student workers. Grounded in Dewey's pattern of …


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. …


Institutional Retention And Graduation Outcomes Before And During Covid-19: A Comparison Of Online-Experienced And Online-Inexperienced Four-Year Institutions, Nicholas J. Finnessey Jan 2026

Institutional Retention And Graduation Outcomes Before And During Covid-19: A Comparison Of Online-Experienced And Online-Inexperienced Four-Year Institutions, Nicholas J. Finnessey

Theses and Dissertations

This study examined whether student success outcomes and their trajectories over time differed across higher education institutions before, during, and after the COVID-19 pandemic based on prior experience with online education. Guided by Astin’s (1993) Input-Environment-Output (I-E-O) framework, pre-pandemic participation in online coursework was conceptualized as an institutional-level environmental condition. A quantitative, causal-comparative research design was employed, using secondary data from the Integrated Postsecondary Education Data System (IPEDS), to examine longitudinal differences in institutional retention and graduation rates across institutions classified by their pre-pandemic participation in online education. The sample included 528 Title IV-eligible, degree-granting, four-year institutions observed across five …


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 …


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 …


Reconceptualizing Instructional Supervision For Stem Education In The Digital Age, Armen Alvarez Jan 2026

Reconceptualizing Instructional Supervision For Stem Education In The Digital Age, Armen Alvarez

Theses and Dissertations

This conceptual thesis reconceptualizes instructional supervision for AI-enabled STEM teaching in the Digital Age. Traditional supervision models, including clinical, developmental, and cognitive coaching, emphasize human-centered observation and feedback but lack guidance for supervising AI-mediated instruction, interpreting algorithmic outputs, and addressing neurodiverse learner variability. Using integrative literature review methodology, this thesis synthesizes scholarship across five theoretical foundations: epistemic perspectives, the neurodiversity paradigm, Universal Design for Learning, human-centered AI and educational leadership, and supervision literature.

The resulting conceptual framework organizes supervisory attention into four interconnected domains:

  • human-centered AI use in teaching and assessment,
  • neurodiversity- and UDL-informed pedagogy,
  • relational and compassionate classroom climate, …


Tensions And Possibilities: A Study Of International Graduate Students' Encounters With Critical Pedagogy In The United States, Munchuree Kaosayapandhu Jan 2026

Tensions And Possibilities: A Study Of International Graduate Students' Encounters With Critical Pedagogy In The United States, Munchuree Kaosayapandhu

Theses and Dissertations

This study investigates the question, “How do international graduate students experience and negotiate their encounters with critical pedagogy across time and educational contexts?” The research was motivated by the researcher’s own experience in encountering critical pedagogy and prior studies focusing on critical pedagogy from the teacher perspective. This left a gap in understanding the student experience. The research used the phenomenology paradigm. The participants included six international graduate students in education studies programs. Using the phenomenological interview approach, each participant was asked over a series of three interviews about past experiences of education, their initial encounters with critical pedagogy and …


The Acculturation Of International-Born Student Affairs Administrators In The United States, Amber Joy Webb Jan 2026

The Acculturation Of International-Born Student Affairs Administrators In The United States, Amber Joy Webb

Theses and Dissertations

This qualitative narrative study explored how international student affairs administrators in the United States experience acculturation. Guided by Berry’s (1997) fourfold model of acculturation, the study examined how participants experienced assimilation, integration, separation, and marginalization as they navigated their professional roles, institutional expectations, and cultural identities. Eight participants, representing diverse countries of origin, institutional types, and professional roles, were interviewed using a semi-structured interview guide. Data were analyzed using Braun and Clarke's (2006) framework. Findings indicated participants employed multiple, context-dependent acculturation strategies rather than adhering to a single strategy. Assimilation emerged as a strategic process for establishing professional legitimacy, navigating …


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 …


The Cost Of Care: A Mixed Methods Study Of Social Work Student Well-Being, Practicum Pay, And The Future Of Feminized Care In The Health Workforce, Christian Adeleke Jan 2026

The Cost Of Care: A Mixed Methods Study Of Social Work Student Well-Being, Practicum Pay, And The Future Of Feminized Care In The Health Workforce, Christian Adeleke

Social Work Dissertations

Social work field education, commonly enacted as the practicum, is widely regarded as the profession’s signature pedagogy, yet its material conditions—particularly the prevalence of unpaid or minimally compensated placements—are rarely problematized. This dissertation examined the financial, academic, and well-being consequences of practicum participation among social work students and the mechanisms through which these consequences arise. Using an embedded mixed methods design, the study analyzed secondary data from the Payment for Placements (P4P) survey (N = 618), combining a moderated-mediation structural equation model with a reflexive thematic analysis of open-ended narrative responses. Drawing on feminist political economy and social reproduction …


Emotional Labor, Well-Being, And Community Care In Student Conduct Administration, Tiffany Shierling, Kelly Burlison Jan 2026

Emotional Labor, Well-Being, And Community Care In Student Conduct Administration, Tiffany Shierling, Kelly Burlison

Journal of Higher Education & Student Affairs

This explanatory sequential mixed-methods study examined emotional labor, stress, and coping among student conduct administrators (SCAs). SCAs work in emotionally intensive, high-stakes environments that require balancing student development, institutional risk management, and legal compliance. Despite clear parallels to other helping professions, the emotional toll of student conduct work remains underexamined. Grounded in self-compassion theory and resilience theory, this explanatory sequential mixed-methods study examined the emotional labor demands, stressors, and coping strategies experienced by SCAs in higher education. Quantitative (n = 101) findings revealed strong relationships among stress, burnout, and anxiety, while individual self-care practices offered limited protection without institutional support. …


Faculty Handbook, Georgia Southern University Jan 2026

Faculty Handbook, Georgia Southern University

Faculty Handbooks

Faculty Handbook for Georgia Southern University for the 2025-2026 academic year. The Faculty Handbook is published online by the Office of the Vice President for Academic Affairs and archived in Digital Commons@Georgia Southern.


Conceptualizations Of Hazing: An Exploratory Study Using Lukes’ Three Dimensions Of Power, David James Kerschner, Emily Feuer, Elizabeth J. Allan Jan 2026

Conceptualizations Of Hazing: An Exploratory Study Using Lukes’ Three Dimensions Of Power, David James Kerschner, Emily Feuer, Elizabeth J. Allan

Journal of Higher Education & Student Affairs

Building on connections between hazing and power in the literature, we analyzed data generated from campus hazing climate interviews with 308 participants (209 staff members, 99 students) at nine research universities in the United States. Our analysis draws on Lukes’ (1974, 2005) three dimensions of power as a conceptual framework and highlights how each of these dimensions is embedded in staff member and student definitions, conceptualizations, and understandings of hazing. Findings and subthemes for each of Lukes’ dimensions are shared and described, illuminating sources of power associated with each dimension. This investigation reveals important nuances associated with hazing, aligning with …


Racial Discrimination And Racial Identity Among Asian College Students: The Moderating Role Of Interdependent Self-Construal, Foong Yan Lee, Qianyi Wang, Eunseon Gong Jan 2026

Racial Discrimination And Racial Identity Among Asian College Students: The Moderating Role Of Interdependent Self-Construal, Foong Yan Lee, Qianyi Wang, Eunseon Gong

Journal of Higher Education & Student Affairs

The current study examined the moderating role of interdependent self-construal in the relationship between perceived racial discrimination and racial group identification among 130 Asian college students at a U.S. institution. Using moderation regression analyses, results indicated that perceived racial discrimination was associated with lower racial group identification, and this relationship was significantly moderated by interdependent self-construal. Specifically, racial discrimination was negatively associated with racial group identification among students reporting lower levels of interdependent self-construal, whereas this association was not significant among those with higher interdependent self-construal. These findings suggest that individual differences in self-construal shape how Asian college students interpret …


Common Data Set, Georgia Southern University Jan 2026

Common Data Set, Georgia Southern University

Georgia Southern Common Datasets

No abstract provided.


A Front-End Analysis Of Teacher Retention At A High Poverty K-5 Public School, Nicole Gray Jan 2026

A Front-End Analysis Of Teacher Retention At A High Poverty K-5 Public School, Nicole Gray

Theses and Dissertations

This dissertation explored the experiences of educators impacted by teacher retention issues at a high-poverty K-5 public school. Researchers have studied the decline in individuals entering into the education profession as well as the high rates of individuals exiting the profession. With individuals leaving the profession at high rates, and not enough entering to replace those that are leaving, there is now a massive shortage with not enough teachers to meet the needs of students in public schools. The few individuals that are entering into the profession are not being retained, especially at high-poverty schools. This study explored the thoughts …


Implementing Effective Reading Strategies To Improve Reading Comprehension Among Minority Students, Mirlene Georges Moreau Jan 2026

Implementing Effective Reading Strategies To Improve Reading Comprehension Among Minority Students, Mirlene Georges Moreau

Theses and Dissertations

This applied dissertation examined teachers' perceptions of instructional strategies used to support reading comprehension among minority middle school students. The purpose of the quantitative, non-experimental correlational study was to examine relationships among teacher-reported instructional strategies, differentiated instruction, culturally responsive teaching practices, and perceived student reading comprehension outcomes. Because the study relied on survey perception data rather than direct achievement data or experimental intervention, findings were interpreted as associations rather than causal evidence. Data were collected through a researcher-developed survey administered to middle school English Language Arts, ESOL, and reading teachers. Descriptive statistics (frequencies, percentages, means, and standard deviations) summarized demographics …


Teachers’ Perceptions Towards The Impact Of Reading Plus On 10th-Grade Intensive Reading Students, Melvia Williams Jan 2026

Teachers’ Perceptions Towards The Impact Of Reading Plus On 10th-Grade Intensive Reading Students, Melvia Williams

Theses and Dissertations

The purpose of this generic qualitative study was to explore teachers’ experiences and perceptions regarding the impact of the Reading Plus program on 10th-grade students in intensive reading courses. The research was aimed to understand how teachers perceive the program’s effectiveness in enhancing reading fluency, comprehension, and vocabulary, as well as their reports about student engagement and the challenges and successes encountered during implementation. The data was gathered from semi structured interviews with 8 teachers with at least 2 years of experience teaching with Reading Plus in intensive reading programs. Themes for teachers' experiences were generated by inductive analysis.

Findings …


Social Dirt Or Fertile Soil: A Phenomenological Study Of Contingent Faculty, Ann M. Hiloski-Fowler Jan 2026

Social Dirt Or Fertile Soil: A Phenomenological Study Of Contingent Faculty, Ann M. Hiloski-Fowler

West Chester University Graduate Theses, Dissertations, and Final Projects

The experiences of contingent or adjunct faculty affect their professional identity development. Contingent faculty use has increased since the 1970s. By 2013, two-thirds of U.S. higher education faculty were contingent (Finkelstein et al., 2016). While institutions use contingent faculty to fulfill their educational missions (Haviland et al., 2017; Kezar & Sam, 2011; Kimmel & Fairchild, 2017), their status as academic laborers stigmatizes them in academia, developing what Levin and Shaker (2011) term a “hybrid identity” (p. 1479), as both professionals and laborers, professors and temporary employees. Historically, the professional status of the professoriate has been defined on the tenure track …


A Phenomenological Analysis Of Sense Of Belonging Among Community College Educators, Muhammad Owais Aziz Jan 2026

A Phenomenological Analysis Of Sense Of Belonging Among Community College Educators, Muhammad Owais Aziz

EVMS School of Health Professions Theses & Dissertations

This phenomenological study explored the complex phenomenon of sense of belonging (SB) among diverse health professions educators (HPEs) and non-health professions educators (non-HPEs) at a Canadian community college. SB, as a dynamic construct shaped by an individual's perception of being valued and respected, is influenced by personal preferences and by complex interactions with the individual's surroundings. To better understand SB and foster a more inclusive environment for diverse educators, it is necessary to investigate SB among these educators. This qualitative study used eleven semi-structured interviews and seven steps of data analysis. The results of this study can inform strategies, policies, …


Guidelines For Automatic Grading Of Student Essays Using Large Language Models, Diwakar Yalpi, Sruta Keerti Kasula, Ravi Mukkamala Jan 2026

Guidelines For Automatic Grading Of Student Essays Using Large Language Models, Diwakar Yalpi, Sruta Keerti Kasula, Ravi Mukkamala

Computer Science Faculty Publications

Automated essay evaluation using large language models (LLMs) has emerged as a promising approach to support scalable and consistent educational assessment. However, the effectiveness of LLM-based grading varies significantly across evaluation dimensions and is highly influenced by prompt design and model selection. In this study, we evaluate five state-of-the-art LLMs across five rubric-based categories: Relevance to Question, Reasoning and Critical Thinking, Evidence and Examples, Organization, and Clarity and Writing Quality. We systematically investigate the impact of three prompting strategies, including rubric-only prompting, exemplar-based prompting (with and without rubric guidance)(Original and Refined prompt designs) incorporating structured instructions. Additionally, a prompt ablation …


Major And Institution Transfer Path Combinations And The Relaxed Lasso Method: Parsimonious Prediction Of Vertical Transfer Student Success, David Wutchiett, A. W. Logue, Martin Kurzweil, Colin Chellman Jan 2026

Major And Institution Transfer Path Combinations And The Relaxed Lasso Method: Parsimonious Prediction Of Vertical Transfer Student Success, David Wutchiett, A. W. Logue, Martin Kurzweil, Colin Chellman

Publications and Research

The majors, institutions, and their combinations, which characterize transfer between higher education institutions relate to student success but introduce high-dimensionality and multicollinearity to statistical modeling. Relaxed lasso regression, a procedure blending regularized lasso models with unregularized refit models, selects variables and facilitates unbiased coefficient estimation in high-dimensional settings. Using a large sample of students transferring from associate to bachelor’s programs (n=28,166), we compared lasso and ridge regression parsimonious models predicting bachelor’s graduation and posttransfer GPA improvement, evaluating associations using unregularized parsimonious predictive models. Relaxed lasso parsimonious optimal models outperformed standard lasso and ridge regression models while including few of 702 …