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Articles 61 - 90 of 4024

Full-Text Articles in Elementary and Middle and Secondary Education Administration

Silent Detonations: Redirecting Focus, Preserving Identity, And Leading Under The Weight Of Microaggressions, Ray Lavan Mar 2026

Silent Detonations: Redirecting Focus, Preserving Identity, And Leading Under The Weight Of Microaggressions, Ray Lavan

Tapestry: Journal of Research in Education

African American educational leaders consistently navigate racial microaggressions that challenge their focus, identity, and well-being. This study explores how these leaders deploy attention to manage the emotional weight of microaggressions in K-12 public school settings. Using Gross’s emotion regulation theory and Sue’s taxonomy of racial microaggressions, this qualitative phenomenological study examines how attentional deployment serves as both a shield and constraint. Data from the African American leaders reveal that silence, background processing, selective focus, and redirection to professional goals are common strategies to sustain composure. These strategies protect leaders in the moment but create emotional strain, identity conflict, and cumulative …


The Rural Minnesota Principalship: Commitment Amid Challenge Interpreting The Minnesota Principals Survey Through A Rural Leadership Lens, Brennan Kent Mar 2026

The Rural Minnesota Principalship: Commitment Amid Challenge Interpreting The Minnesota Principals Survey Through A Rural Leadership Lens, Brennan Kent

Essays in Education

School principals occupy one of the most complex leadership roles within public education, particularly in rural communities where schools often serve as central institutions for both learning and community life. This paper interprets findings from the 2023 Minnesota Principals Survey (MnPS) through a rural leadership lens. While the survey reflects statewide perspectives on principal workload, leadership efficacy, and barriers to student learning, several findings carry particular relevance for rural districts where staffing capacity and access to services may be more limited. MnPS results indicate that principals work an average of 57 hours per week and that only 52% perceive their …


System-Level Drivers For The Adoption Of Evidence-Based Practices In Schools, Marijne Medhurst, Jen Jackson, Pru Mitchell, Romany Manuell Mar 2026

System-Level Drivers For The Adoption Of Evidence-Based Practices In Schools, Marijne Medhurst, Jen Jackson, Pru Mitchell, Romany Manuell

School and system improvement

This report outlines strategies that education system leaders can use to support the adoption of evidence-based teaching practices within schools, recognising the importance of teaching quality to lift student outcomes. It is based on an adapted systematic review of available evidence conducted by the Australian Council for Educational Research (ACER) for and in collaboration with the Australian Education Research Organisation (AERO). The report begins by identifying considerations or approaches that system leaders can apply to selecting strategies to support schools, to ensure that they are culturally reflexive, aware of contextual enablers and barriers, and aligned with the approaches evident in …


My Schoolhouse Remains A Ghost Town: When The School Closes, The Block Dies, Sunni Ali Mar 2026

My Schoolhouse Remains A Ghost Town: When The School Closes, The Block Dies, Sunni Ali

Journal of Research Initiatives

This conceptual essay examines the neoliberal policy forces driving widespread public school closures in urban communities across the United States. Drawing on scholarship in education policy, urban sociology, and community studies, the author argues that the closure of traditional public schools — accelerated by charter school expansion and accountability-driven federal policies such as No Child Left Behind and Race to the Top — has had devastating consequences for low-income communities of color. The essay explores how school closures erode neighborhood cohesion, dismantle civic anchors, and disproportionately burden students and families with the fewest school choice options. The author advocates for …


The Campaign For Motivation: Comparing Tabletop Role-Playing Game Running With Classroom Instruction, Arpit Bawa Mar 2026

The Campaign For Motivation: Comparing Tabletop Role-Playing Game Running With Classroom Instruction, Arpit Bawa

Journal of Research Initiatives

Motivation is a cornerstone of effective teaching and learning, influencing student engagement, satisfaction, and academic performance. This descriptive case study examines Tabletop Role-Playing Games (TRPGs) as an underutilized pedagogical approach in higher education and compares the motivational processes involved in TRPG game running with those in classroom instruction. Leveraging the mere exposure effect (Zajonc, 1968), the study proposes that faculty unfamiliar with TRPGs can lower perceived barriers to adoption by identifying familiar motivational elements shared with classroom teaching. The study draws on self-determination theory, motivational frameworks, and case study methodology to analyze structural parallels between TRPG game mastering and instructional …


Enhancing Science Accessibility And Engagement For Students With Visual Impairments: A Randomized Trial Of The Talking Labquest In Nigerian Schools, Sariat A. Adelakun Dr Feb 2026

Enhancing Science Accessibility And Engagement For Students With Visual Impairments: A Randomized Trial Of The Talking Labquest In Nigerian Schools, Sariat A. Adelakun Dr

Journal of Science Education for Students with Disabilities

Students with Blindness in Nigeria are often erroneously perceived as incapable of engaging with science at the basic education level, contributing to their low enrolment in science-related careers. Although various techniques and materials have been proposed to support students with blindness in science, many lack empirical validation. This study investigated one such approach by examining the impact of the Talking LabQuest on the interest of Students with blindness in science subjects.

A randomized controlled trial was conducted in inclusive junior secondary schools in Nigeria, involving 20 classrooms over an 18-week period. Twelve classrooms were randomly assigned to the intervention group, …


The Justice Implications Of Public-School Discipline For African American Students In The Usa, Dr. Demeka Denay Simmons, Dr. Festus Obi Feb 2026

The Justice Implications Of Public-School Discipline For African American Students In The Usa, Dr. Demeka Denay Simmons, Dr. Festus Obi

African Journal of Criminology and Justice Studies

National data illustrates that using exclusionary discipline practices has resulted in disproportionality and overrepresentation in school discipline. Additionally, research also illustrates that African Americans have been overrepresented in exclusionary discipline at higher rates than their White counterparts. This study aimed to determine if there was a statistically significant difference in the percentage of exclusionary discipline practices between African American and White students based on school district settings within Texas. The researchers analyzed archival data from 673 students in grades 3-12 enrolled in a Texas public school. The statistical tests used to analyze the research questions included Chi-Square and multinomial logistic …


Consequences Of Time Poverty Due To Work Intensification: Lived Experiences Of High School Teachers, John Manning, Lisa Reason Feb 2026

Consequences Of Time Poverty Due To Work Intensification: Lived Experiences Of High School Teachers, John Manning, Lisa Reason

Journal of Organizational & Educational Leadership

This qualitative study sought to explore teachers’ lived experiences with work intensification in a public high school. Apple’s teacher work intensification thesis was used as a framework to evaluate how organizational conditions, time poverty, and job demands contribute to increasing complexity in teachers’ work as well as how they mediate their own responses to it. The research explored the lived experiences of 10 public high school teachers as they managed their perceived feelings of time poverty alongside increasing job demands. Data was collected through interviews, reflective journals, and a qualitative survey. Analysis strategies included in vivo coding, horizontalization, triangulation, and …


Leading Where You Live: A Qualitative Multi-Case Study Of Public High School Principals Who Reside In Their School Communities, Joseph Held Feb 2026

Leading Where You Live: A Qualitative Multi-Case Study Of Public High School Principals Who Reside In Their School Communities, Joseph Held

Doctorate in Education

Despite extensive scholarship on relational trust, social capital, place-based leadership, and culturally responsive practice, little is known about how a principal’s residency within the school community shapes leadership demands. This qualitative, multi-case study employed semi-structured interviews, reflexive memoing, and cross-case thematic analysis to examine how nine Minnesota high school principals who lived in the urban, suburban, and rural communities they served experienced leadership practice, equity work, and emotional labor. Findings revealed that residency functions as a consequential leadership condition that reorganizes how principals build trust, exercise judgment, engage families, navigate boundaries, and interpret equity-related tensions. Six themes illuminated residency as: …


Greater Newark Stem Ecosystem - 2026 Convening - Small Group Outcomes & Action Plan, Brad Schenker Feb 2026

Greater Newark Stem Ecosystem - 2026 Convening - Small Group Outcomes & Action Plan, Brad Schenker

STEM for Success Showcase

In January 2026, GNSE convened ecosystem partners for a co-design session focused on identifying shared challenges, opportunities, and near-term actions to strengthen STEM education and career-connected learning. Participants engaged in small-group discussions to surface barriers, enablers, and potential areas for coordinated action.


The Hidden Opportunities Within The Stem Workforce Pipeline, Brad Schenker Jan 2026

The Hidden Opportunities Within The Stem Workforce Pipeline, Brad Schenker

STEM for Success Showcase

Five Connections in STEM Education That Can Harmonize America's Workforce Pipeline

The recent changes to our education system have created a state of uncertainty and instability, which presents a unique moment in time to change systemic design failures that can be accomplished within existing budget, people and resource constraints.

This analysis of research, mostly from 2015-2025, identifies five opportunities in the STEM workforce pipeline to create “Moments of Impact” that can change the direction of a student's STEM education pathway.


Dual Credit Enrollment And First-Year Undergraduate Experience In Texas: Insights From A Mixed Methods Study, Summer Pannell, Jennifer D. Goddard Jan 2026

Dual Credit Enrollment And First-Year Undergraduate Experience In Texas: Insights From A Mixed Methods Study, Summer Pannell, Jennifer D. Goddard

School Leadership Review

There has been considerable expansion in the availability of dual credit coursework, however, there is still a lack of understanding regarding how effective these programs are in equipping students for success in post-secondary education (Struhl & Vargas, 2012). This study used a mixed-methods approach to explore the relationships between various components of dual credit programs and the experiences of first-time undergraduate students. The results of a hierarchical multiple regression indicated a statistically significant relationship between the modality of dual credit coursework and students’ first-year undergraduate GPAs but not between the setting of the two factors. Further, the results did not …


Multimedia-Based Interventions To Improve Science Learning Outcomes For Deaf Students At Wangsel Institute For The Deaf., Cheten Tshering Mr., Tshering Wangchuk Jan 2026

Multimedia-Based Interventions To Improve Science Learning Outcomes For Deaf Students At Wangsel Institute For The Deaf., Cheten Tshering Mr., Tshering Wangchuk

Journal of Science Education for Students with Disabilities

Efforts have been made to ensure inclusive learning opportunities for all students, including those from diverse backgrounds. One key strategy to enhance children’s learning and academic performance involves the thoughtful selection and application of instructional tools tailored to meet learners' specific needs. This study examines the impact of multimedia-based instruction on science achievement among deaf students at Wangsel Institute for the Deaf in Bhutan. Using a quasi-experimental design, the research compared pretest and post-test results between a control group and an experimental group. Data analysis included descriptive statistics (t-test) and ANCOVA. The findings indicated a statistically significant differences (p = …


Preparing Students For What Comes Next: A Qualitative Study Of District Approaches To Postsecondary And Career Readiness, Amanda C. Pelsor Jan 2026

Preparing Students For What Comes Next: A Qualitative Study Of District Approaches To Postsecondary And Career Readiness, Amanda C. Pelsor

Dissertations of Practice

PREPARING STUDENTS FOR WHAT COMES NEXT: A QUALITATIVE STUDY OF DISTRICT APPROACHES TO POSTSECONDARY AND CAREER READINESS

This qualitative study examines how Illinois school districts support students’ readiness for postsecondary success and career planning and exploration. Despite longstanding state and federal efforts to improve college and career readiness, many students continue to face challenges after high school, including lack of workforce readiness, underpreparedness for postsecondary education, unclear career pathways, and difficulty navigating complex transitions. Using semi-structured interviews, this study explores how districts conceptualize and implement career readiness frameworks, the ways readiness work is embedded within district systems, and the barriers …


Leadership And Literacy Assessment Systems: A Multi-Case Study Of System Coherence And Assessment Use In Mississippi Elementary Schools, Kristin P. Walters Jan 2026

Leadership And Literacy Assessment Systems: A Multi-Case Study Of System Coherence And Assessment Use In Mississippi Elementary Schools, Kristin P. Walters

Theses and Dissertations--Educational Leadership Studies

This qualitative embedded multiple-case study examined how school-level literacy leadership shaped the coherence and use of literacy assessment systems in five Mississippi Elementary Schools. Situated within the context of Mississippi’s recent literacy gains and the policy environment emerging from the Literacy-Based Promotion Act, this study explored how literacy leaders guide assessment systems to support coherence between literacy instruction and assessment practice.

Data were collected through semi-structured interviews with 25 educators across five elementary schools in different districts. Analysis was conducted using descriptive and values coding organized into an analysis matrix that facilitated within-case and cross-case exploration of patterns in distributed …


A Review Of The Effect The Kentucky Center For School Safety Has On Kentucky School District’S Safe Schools Data, Patricia Greer Jan 2026

A Review Of The Effect The Kentucky Center For School Safety Has On Kentucky School District’S Safe Schools Data, Patricia Greer

Murray State Theses and Dissertations

The study examines the impact of the Kentucky Center for School Safety on safety data from Kentucky Schools. The data consisted of behavior events reported in the Safe Schools Data collected from the student information system, Infinite Campus. The analysis was conducted using interaction data from the Kentucky Center for School Safety and behavioral data from Kentucky Public Schools.


Career Readiness Indicators In High School Influenced By Leaders In Alabama, Kevin J. Wieseman Jan 2026

Career Readiness Indicators In High School Influenced By Leaders In Alabama, Kevin J. Wieseman

Murray State Theses and Dissertations

This phenomenological study investigated how educational leaders conceptualize and influence Career Readiness Indicators (CRI) in Alabama high schools. As Alabama places increasing emphasis on College and Career Readiness (CCR), this research explored how leaders’ lived experiences affect initiatives designed to prepare students for postsecondary achievement. Drawing on Transformational Leadership Theory and Distributed Leadership Theory, the study examined leadership practices associated with work-based learning, soft skills development, academic preparedness, and career-readiness outcomes. Semi-structured interviews were conducted with educational leaders from Alabama school systems recognized for exemplary CCR performance. Data were analyzed using a phenomenological approach to identify shared leadership experiences and …


The Retrograde Pendulum: Reversing Course On Standards-Based Grading, Jay C. Percell Jan 2026

The Retrograde Pendulum: Reversing Course On Standards-Based Grading, Jay C. Percell

Faculty Publications - College of Education

This commentary details one large, suburban school district that, after a decade-long commitment to implementing standards-based grading (SBG), reversed course, abandoned the initiative, and returned to traditional grading. This article provides a postmortem of the ambitious reform effort, drawing upon previous research and recent district survey data from teachers and parents. Among the factors leading to the reform's reversal are that, despite a carefully planned, multi-year rollout, the initiative was unable to resolve persistent concerns about implementation inconsistency, student motivation, and the technology reporting platform. Internal pressures were exacerbated by external turmoil, including personnel turnover and the COVID-19 pandemic, and …


The Role Of White Racial Identity Development In Leadership Practices: An Interpretive Phenomenological Study In White Educational Leaders, Kaitlyn Ryan Jan 2026

The Role Of White Racial Identity Development In Leadership Practices: An Interpretive Phenomenological Study In White Educational Leaders, Kaitlyn Ryan

Theses and Dissertations

This qualitative study examined how white educational leaders experience and make meaning of their racial identity development as they lead adult professional learning focused on racial equity and culturally responsive practice. Grounded in Helms’s White Racial Identity Development (WRID) model and guided by Interpretative Phenomenological Analysis (IPA), the study explored the lived experiences of ten white leaders across PK–12 and Institution of Higher Education (IHE). Data were collected through three semi‑structured interviews per participant and analyzed using IPA’s six‑step process. Five major themes emerged: transformational experiences that shifted leaders’ understanding of race and privilege; the critical role of white affinity …


(Trans*)Gressing Discourse: Producing And Disrupting Normativity In Education For Trans* Students With Dis/Abilities, Meagan Meredith Jan 2026

(Trans*)Gressing Discourse: Producing And Disrupting Normativity In Education For Trans* Students With Dis/Abilities, Meagan Meredith

Educational Leadership & Policy Studies Dissertations - Archive

This dissertation investigates how political rhetoric, education policy, and educational community member discourse construct, circulate, and contest meanings about trans*ness and dis/ability in K-12 public schools. In doing so, the study examines how meanings about normativity are discursively produced and disrupted for students living at this specific intersection. Grounded in a trans* methodology, this study performs a critical discourse analysis through a rhizomatic reading of policy texts, political rhetoric, and publicly available stakeholder discourse. This work responds to a gap in the literature that fails to understand the complexities experienced by trans* students with dis/abilities, particularly in hostile school climates. …


A Descriptive Study Of Culturally Responsive Practices In Positive Behavioral Interventions And Supports (Pbis) In West Virginia Elementary Schools, Janna Rae Coleman Jan 2026

A Descriptive Study Of Culturally Responsive Practices In Positive Behavioral Interventions And Supports (Pbis) In West Virginia Elementary Schools, Janna Rae Coleman

Theses, Dissertations and Capstones

This descriptive mixed-methods study examined elementary teachers’ implementation and perceived effectiveness of culturally responsive practices within existing Positive Behavioral Interventions and Supports (PBIS) systems in a West Virginia school district. Guided by Leverson et al.’s (2021) Culturally Responsive PBIS (CRPBIS) framework, the study explored five components of culturally responsive practice: identity, voice, supportive environment, situational appropriateness, and data for equity. Both quantitative and qualitative data were collected from 86 elementary teachers using the researcher-developed Culturally Responsive Practices in Existing PBIS Survey. Findings indicated that teachers reported frequent implementation and perceived effectiveness across all five components, with the supportive environment receiving …


Enhancing International School Implementation Capacity: Supporting Contextualized Learning At An International Baccalaureate School In China, Christopher J. Hayden Iv Jan 2026

Enhancing International School Implementation Capacity: Supporting Contextualized Learning At An International Baccalaureate School In China, Christopher J. Hayden Iv

Theses and Dissertations--Educational Leadership Studies

International schools allocate substantial resources to implement progressive curricular innovations; however, the advantages offered by these developments are contingent on their effective execution within classroom settings. This mixed methods action research (MMAR) study examined the implementation of the International Baccalaureate (IB) Global Context (GC) Strategy in the Middle Years Programme (MYP) at an international school in China and asked how the school might strengthen its capacity to enact this and similar innovations. Following a sequential MMAR design, a reconnaissance phase combined a whole-staff survey (n=87) with qualitative interviews to diagnose the individual, organizational, and contextual factors shaping implementation. Analyses identified …


Extracurricular Activities' Influence On High School Students' Academic Achievement, Michael Jones Jr Jan 2026

Extracurricular Activities' Influence On High School Students' Academic Achievement, Michael Jones Jr

College of Graduate Studies: Theses & Dissertations

This quantitative study investigates the relationship between participation in extracurricular activities and academic achievement among high school students, as measured by Grade Point Average (GPA). This study uses a cross-sectional research design to analyze GPA data from Greenbrier High School in Evans, Georgia. Greenbrier is a part of the Columbia County School District and serves approximately 2,000 students. Historical data were collected from 2024-2025 school records and analyzed using t-tests and ANOVA to compare the impact of ECAs on academic achievement. The study analyzed differences in academic performance based on (a) participation versus non‑participation in ECAs, (b) the type of …


Exploring The Relationship Between Principal Instructional Leadership Practices And Student Achievement In Rural Schools, Moneak Mccrary Jan 2026

Exploring The Relationship Between Principal Instructional Leadership Practices And Student Achievement In Rural Schools, Moneak Mccrary

College of Graduate Studies: Theses & Dissertations

The purpose of this quantitative study was to examine the distribution of College and Career Ready Performance Index (CCRPI) content mastery scores and investigate the relationship between principal instructional leadership practices and student achievement in rural Georgia middle schools. To this end, we analyzed differences in CCRPI content mastery scores based on school rurality and geographic region and compared principal instructional leadership practices in higher- and lower-performing schools. Hallinger’s (1983) Principal Instructional Management Rating Scale (PIMRS) was used to assess three dimensions of instructional leadership: Defining the School Mission, Managing the Instructional Program, and Developing the School Learning Climate. The …


From Preparation To Practice: A Study Of Assistant Principals After Completion Of An Aspiring Assistant Principal Preparation Program, Mallory L. Mcconnell Jan 2026

From Preparation To Practice: A Study Of Assistant Principals After Completion Of An Aspiring Assistant Principal Preparation Program, Mallory L. Mcconnell

UNF Graduate Theses and Dissertations

Leadership programs and readiness in schools, particularly those in Florida, is well studied. However, few studies have investigated how current assistant principals who have completed Clay County District School’s Aspiring Assistant Principal Program describe their experiences, believe the program has prepared them for the realities of school leadership, or identify the most impactful elements that have supported their leadership development. This case study seeks to collect foundational research knowledge by analyzing data from the program, participants, and key facilitators. Using a sampling of current assistant principals who have completed the Aspiring Assistant Principal Program, this research examines the results in …


Ai Policy In Virginia Public Schools: A Comparative Analysis, Jesse Senechal, Jamelle Simmons, Jonathan D. Becker, Melissa Ware, Michael Broda, Kindy Anderson, Eric Byers, Kiana Bradford, Thea Racelis, Meleah Ellison Jan 2026

Ai Policy In Virginia Public Schools: A Comparative Analysis, Jesse Senechal, Jamelle Simmons, Jonathan D. Becker, Melissa Ware, Michael Broda, Kindy Anderson, Eric Byers, Kiana Bradford, Thea Racelis, Meleah Ellison

MERC Publications

This MERC research and policy review explores policy implications of artificial intelligence (AI) in Virginia public schools. It is part of a two part series with a companion report focused on AI implications for PK-12 teaching and learning. The report has two parts:

1. A review of the AI policy landscape around PK-12 education
2. Virginia AI policy analysis

It concludes with a series of key takeaways and recommendations for PK-12 policy and practice.


Ai In Pk-12 Education: Implications For Teaching And Learning, David Naff, Meleah Ellison, Casey Bailey, Tzu-Wei Wang, Kiana Bradford Jan 2026

Ai In Pk-12 Education: Implications For Teaching And Learning, David Naff, Meleah Ellison, Casey Bailey, Tzu-Wei Wang, Kiana Bradford

MERC Publications

This research and policy review from the Metropolitan Educational Research Consortium (MERC) explores the implications of artificial intelligence (AI) for teaching and learning in public PK-12 education. It is part of a two part series with a companion report focused on AI implications for PK-12 policy. The report explores two questions:

1. How is AI shaping teaching and instructional practice?
2. How is AI shaping student learning and development?

It concludes with a series of key takeaways and recommendations for PK-12 policy and practice.


Where Perspectives Meet: A Comparative Case Study Of How Participatory Practices Shape Deliberation During District-Level Educational Change, Gregory Vincent Massara Jan 2026

Where Perspectives Meet: A Comparative Case Study Of How Participatory Practices Shape Deliberation During District-Level Educational Change, Gregory Vincent Massara

Electronic Theses & Dissertations (2024 - present)

Public education in the United States is socially and politically constructed, and ongoing reforms increasingly require collaborative engagement among diverse stakeholders amid heightened divisiveness. This mixed methods comparative case study examined how educational stakeholders make sense of one another’s perspectives during district-level collaborative work and the conditions that may foster conscientization, the critical reflection on one’s positionality. Two school districts developing a Profile of a Graduate (POG) and one engaged in deliberation about the relationship between public and charter schools within its community serve as comparative cases. The study triangulated meeting observations, a post-deliberation survey of stakeholders (N = 43), …


The Teacher Shortage Crisis: How Workplace Relationships Influence Retention, Attrition, And The Education Labor Market, Jeremy Brooks Jan 2026

The Teacher Shortage Crisis: How Workplace Relationships Influence Retention, Attrition, And The Education Labor Market, Jeremy Brooks

University of the Pacific Theses and Dissertations

This study took a closer look at how high school teachers perceive the ongoing teacher shortage, with particular attention to how workplace conditions and the broader school climate impact whether they choose to stay in the profession. Special focus was given to teachers in their first five years, a group especially vulnerable to early attrition. As the conversation around teacher turnover grows louder, this research seeks to better understand what’s driving teachers’ decisions from their own perspectives, not just policy data or administrative assumptions.

The study used a basic qualitative research design, relying on one-on-one, in-depth interviews to gather insights …


College Vs. Career School Counseling: How Role Differentiation Shapes Student Postsecondary Expectations And Outcomes, Sam Luby Jan 2026

College Vs. Career School Counseling: How Role Differentiation Shapes Student Postsecondary Expectations And Outcomes, Sam Luby

Journal of College Access

This study examines how high school counselor role differentiation, specifically college preparation and workforce readiness, relates to students’ postsecondary expectations (2012) and early outcomes (2016) using nationally representative data from the High School Longitudinal Study of 2009 (HSLS:09). Multinomial logistic regression models controlling for academic achievement and socioeconomic factors indicate that the presence of college-preparation counselors significantly reduces the likelihood of students entering the workforce without postsecondary enrollment.

Workforce-preparation roles show no statistically significant association with postsecondary outcomes, though they are more common in schools serving higher-need populations. Academic performance and poverty status remain strong predictors across models. Findings underscore …