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Articles 1951 - 1980 of 94584
Full-Text Articles in Entire DC Network
How Elementary School Principals Equitably Support Mexican Indigenous Students Using The Cultural Proficiency Essential Elements, Veronica Hernandez
How Elementary School Principals Equitably Support Mexican Indigenous Students Using The Cultural Proficiency Essential Elements, Veronica Hernandez
Dissertations
Purpose: The purpose of this qualitative study was to identify and describe how elementary principals used the essential elements of cultural proficiency (i.e., assessing culture, valuing diversity, managing the dynamics of difference, adapting to diversity, and institutionalizing cultural knowledge) to provide equitable access for Mexican Indigenous students in California. A second purpose was to identify what elementary principals recommended as best practices for implementing the essential elements of cultural proficiency. Methodology: This ethnographic qualitative research study utilized the elements of cultural proficiency to identify and describe the practices of California elementary school principals in equitably supporting Mexican Indigenous students. Using …
A Qualitative Case Study On Pacific Northwest K-12 Christian School Administrators’ Perceptions Of Critical Thinking As Part Of Their Schools’ Missional Fulfillment, Shawn Lorenzen
Doctor of Education (EdD)
This qualitative case study examined how K–12 Christian school administrators in the Pacific Northwest perceived critical thinking (CT) as part of their schools’ missional fulfillment and the extent to which those perceptions aligned with school mission statements and related missional outcome documents. Guided by a conceptual framework focused on administrator perceptions of CT and the missional language of institutional documents, the study used multiple sources of evidence, including open-ended surveys, document analysis, and follow-up interviews. The bounded sample included Christian schools in Oregon, Washington, and Idaho affiliated with ACSI, ACCS, and/or SCL in which CT appeared in public mission-related language. …
Reflective Observations Of Instructional Approaches In Job Coaching: A Personal Perspective On Student-Centered Strategies For Students With Disabilities, Cailey R. Piekarski
Reflective Observations Of Instructional Approaches In Job Coaching: A Personal Perspective On Student-Centered Strategies For Students With Disabilities, Cailey R. Piekarski
Williams Honors College, Honors Research Projects
This project is a reflective case study exploring my personal experiences as a job coach for students with disabilities at Total Education Solutions. The research focuses on my own observations, interpretations, and emotional responses while alternating between student-centered and teacher-directed instructional approaches during workforce readiness sessions. By journaling daily, I will analyze how I perceive student engagement, task completion, and session flow under different coaching styles. The consistent student group, task structure, and session format will allow for focused, qualitative reflection without collecting any student-specific data. The study aims to deepen my understanding of instructional decision-making in real-world coaching settings …
Helping The Helpers: Addressing Burnout In Mental Health Providers In Schools, Julianna Calapai
Helping The Helpers: Addressing Burnout In Mental Health Providers In Schools, Julianna Calapai
Doctor of Education (Ed.D.)
Burnout is a significant challenge for many in the helping professions, particularly those who support others to create positive change. One field where this is acutely felt is education-related occupations. While research has examined how stress impacts teachers, less is known about how burnout affects mental health providers working in schools. These professionals face increased challenges, including role confusion, limited control over workloads, and empathy burnout. This Intervention Science Dissertation in Practice employs a mixed-methods design to address burnout among school-based mental health providers by creating a community of practice (CoP). The CoP incorporated the sense of coherence and socio-ecological …
Session C: You’Re Using Ai – But Is It Actually Making You More Productive? Research, Thoughts & Tips, Julie Darling
Session C: You’Re Using Ai – But Is It Actually Making You More Productive? Research, Thoughts & Tips, Julie Darling
Learning Together at the Forefront of Change: GenAI Summit 2026
In this interactive workshop, we'll review current research about worker productivity using AI, examine prompting techniques for determining chatbot strengths and weaknesses, and we will explore several generative AI tools from a lens of productivity. Topics covered will include lateral prompting, daisy chaining, different generative modalities, and challenging the idea that productivity is paramount.
Do Algorithms Dream Of Electric Muses? Teaching Creative Writing In The Age Of Generative Ai, Anna Leahy
Do Algorithms Dream Of Electric Muses? Teaching Creative Writing In The Age Of Generative Ai, Anna Leahy
English Faculty Articles and Research
In Philip K. Dick’s novel Do Androids Dream of Electric Sheep? androids are given a psychological test to confirm they are not human before killing them. The story’s end suggests that humans will treat a seemingly harmless android as authentically as a human even when humans are aware the android is not human. Students use tools like ChatGPT, which function as autocomplete on steroids, to produce text using probabilistic relationships among words, and instructors can’t always tell the difference between average student writing and Gen AI text. In creative writing classes, instructors might use thinking for oneself as a central …
Data Culture's Influence On Instructional Change And Continuous School Improvement, Sara Guth
Data Culture's Influence On Instructional Change And Continuous School Improvement, Sara Guth
Theses, Dissertations and Capstones
The use of data for decision making and taking an evidence-based approach to instruction has been the gold standard for schools and their continuous improvement efforts for many years in elementary education. The system of military-connected schools is no different. This unique system has taken steps to support the development of a data culture in its schools to include providing clear guidance in its Blueprint for Continuous Improvement, designating weekly release time for students so that educators may engage in Focused Collaboration time, and designing structures and resources to support teams with this practice such as the Focused Collaboration …
Adaptation In The Tallgrass Prairie: The Thirteen-Lined Ground Squirrel, Katherine Sikorski
Adaptation In The Tallgrass Prairie: The Thirteen-Lined Ground Squirrel, Katherine Sikorski
OER Materials
The goal of this lesson was to design an immersive, place-based learning inquiry for students to observe and learn about animal adaptations influenced by the tallgrass prairie ecosystem. By exploring the MSUM Regional Science Center, students engage with the natural phenomenon of camouflage, specifically analyzing how the physical traits of the Thirteen-lined Ground Squirrel and the Prairie Pocket Gopher are influenced by their environment. Through a combination of hands-on "phenomenon walks" and argumentative journaling, this lesson empowers students to construct evidence-based arguments regarding how survival is tied to habitat-specific traits.
Shooting Star Flower: Place-Based Learning Plan For The Msum Regional Science Center, Ava Bauch
Shooting Star Flower: Place-Based Learning Plan For The Msum Regional Science Center, Ava Bauch
OER Materials
The lesson plan engages fourth-grade students in a hands-on field experience at the MSUM Regional Science Center located in Moorhead, Minnesota focusing on the Shooting Star flower with the scientific name Dodecatheon meadia. Aligned with Minnesota Science Standard 4L.4.1.1.1, the lesson emphasizes how environmental conditions influence the traits and survival of living organisms. Students begin by observing an image of the flower and generating questions and predictions to spark curiosity. Then explore the natural environment to locate the plant and record observations about its surroundings, structure, and survival strategies. Through guided discussion, students learn how the Shooting Star adapts to …
Butterflies: Place-Based Learning Plan For The Msum Regional Science Center, Cacee Danielson
Butterflies: Place-Based Learning Plan For The Msum Regional Science Center, Cacee Danielson
OER Materials
This submission presents a 4th grade science inquiry lesson that is focused on the life cycle of a butterfly. The lesson is designed to challenge students to use hands-on learning, field-based investigation, in which they get to observe, sketch, and record observations like physical characteristics, and observations about their habitat. Students will observe how butterflies interact with plants and their surroundings. Throughout the lesson, students are expected to make observations and collect evidence of things that they notice. These activities give students a challenge to interpret, collect and analyze data, draw and write, and its giving them more of an …
Leadership In Chaos: Law Enforcement Perspectives On Addressing The Missing Piece Of Nims, Joshua Pierce
Leadership In Chaos: Law Enforcement Perspectives On Addressing The Missing Piece Of Nims, Joshua Pierce
Theses, Dissertations and Capstones
The purpose of this qualitative study was to investigate the perceptions of law enforcement leaders regarding how to address the missing piece of the National Incident Management System (NIMS): the initial, chaotic phases of large-scale incidents. Specific elements investigated included the major challenges faced by incident commanders, the necessary knowledge and skills required, effective training models, the receptivity of the law enforcement community to new and/or additional training, any perceived implications for personnel, and evidence-based guidelines and recommendations from policymakers and leaders. Purposeful, convenience, and snowball sampling were used to select study participants. Study participants (n=20) were active, sworn law …
Secondary Traumatic Stress, Compassion Fatigue, And Resiliency Strategies In Urban Public Schools, Clay Russell Welch
Secondary Traumatic Stress, Compassion Fatigue, And Resiliency Strategies In Urban Public Schools, Clay Russell Welch
Theses, Dissertations and Capstones
Urban educators frequently support students who have experienced significant trauma, increasing their vulnerability to secondary traumatic stress (STS) and compassion fatigue (CF). Although trauma-informed practices have expanded in public education, limited research has examined how educators develop and sustain resilience strategies as they navigate the emotional demands of their work. The purpose of this phenomenological study was to explore the strategies urban educators use to mitigate STS and CF and to understand how these strategies develop across educators’ professional experiences. The study also examined potential differences in strategies across demographic groups and considered implications for educational leadership.
Seventeen educators from …
The Reformation And The Formation Of A Ukrainian Model Of Theological Education: From The Ostroh Academy To The Present, Vitalii Leonidovich Khromets Dr.
The Reformation And The Formation Of A Ukrainian Model Of Theological Education: From The Ostroh Academy To The Present, Vitalii Leonidovich Khromets Dr.
Occasional Papers on Religion in Eastern Europe
The article traces the institutional history of theological education in Ukraine from the Ostroh Academy (1576) to the present, proposing a typological framework of four models. The Ostroh Academy is interpreted as a proto-university synthesising Orthodox confessional formation, humanist learning, and civic responsibility. The Kyiv-Mohyla Academy (1632/1701) is read as a paradoxical Counter-Reformation continuation of the same logic, appropriating the Jesuit collegium model as an instrument of resistance to Polonisation and Latinisation. The eighteenth-century network of collegia — Chernihiv, Pereiaslav-Khmelnytsky, Kharkiv, and the Poltava Slavonic Seminary — is treated as a mature networked form integrating theological education with Pietist influences …
Thriving In The Middle: The Role Of Mindfulness, Psychological Capital, And Supervisor Support For Assistant Principals, Susan Kim, Peter Williams, Mei Jiang, Teresa Farler
Thriving In The Middle: The Role Of Mindfulness, Psychological Capital, And Supervisor Support For Assistant Principals, Susan Kim, Peter Williams, Mei Jiang, Teresa Farler
Faculty Publications
Purpose: This study investigates the well-being of public-school assistant principals by examining how socio-cognitive mindfulness (SCM), psychological capital (PsyCap), tenure, and perceived supervisor support (PSS) contribute to their experience of thriving, a construct reflecting overall well-being.
Design/Methodology: This cross-sectional quantitative study explored the mediating role of PsyCap, PSS, and tenure in the relationship of SCM and thriving among public school assistant principals in Texas.
Findings: SCM, PsyCap, and PSS were all positively associated with holistic thriving. PsyCap fully mediated the relationship between SCM and thriving, but PSS did not mediate it. This study identified a portable resource-building route (SCM → …
Excellence In Onboarding: A Case Study Of Campus Leader Support For Early-Career Teachers, Kelsey Bowles, Peter E. Williams, Alicia Piechowiak
Excellence In Onboarding: A Case Study Of Campus Leader Support For Early-Career Teachers, Kelsey Bowles, Peter E. Williams, Alicia Piechowiak
Faculty Publications
Purpose: It is critical in industries experiencing labor shortages and high attrition rates, as is the case for early-career teachers (ECTs) in Texas, to understand effective early-career supports and how they contribute to career persistence and effectiveness. This study examines the context-specific onboarding experiences of ECTs and the leadership practices they found valuable.
Design/Methodology: This qualitative, collective case study used a positive deviance approach to examine teacher onboarding experiences. Located in a high-needs, urban public-school campus with atypically low teacher turnover and high student academic achievement. We interviewed eight mid-career teachers about their early-career experiences of supervisor and organizational …
Security-Oriented Voice Authentication Using Machine Learning, Ifeoluwa Stella Elegbe
Security-Oriented Voice Authentication Using Machine Learning, Ifeoluwa Stella Elegbe
College of Graduate Studies: Theses & Dissertations
This study develops and evaluates a machine learning and deep learning-based voice authentication system for secure identity verification. As traditional authentication methods such as passwords, PINs, and security tokens continue to face challenges, including identity theft, forgetting, and unauthorized access, voice biometrics offers a more secure, convenient, and user-friendly alternative, especially for remote, hands-free, and accessibility-focused applications. The study adopts a closed-set speaker identification framework, where the system determines the most likely speaker from a predefined group of enrolled users. A structured methodology is implemented, beginning with audio preprocessing and feature extraction. Key acoustic features, including Mel-Frequency Cepstral Coefficients (MFCCs), …
Smu Launches Resilient Workforces Institute To Strengthen Singapore’S Workforce In The Age Of Ai, Singapore Management University
Smu Launches Resilient Workforces Institute To Strengthen Singapore’S Workforce In The Age Of Ai, Singapore Management University
SMU Press Releases and News
Singapore Management University (SMU) announced the launch of the Resilient Workforces Institute (ResWORK), a new university-level research institute advancing workforce resilience and lifelong learning amid accelerating technological change. It is among the first institutes in Singapore and the region to jointly study adult-learning and the future of work through an integrated, interdisciplinary lens spanning economics, management, behavioural science and technology.
Strengthening Literacy Outcomes For Students With Severe Disabilities: The Impact Of Teacher Preparation, Evidence-Based Approaches, And Learning Environments, Kallie Casale
All Electronic Theses and Dissertations
This literature review thesis examines factors influencing literacy instruction for students with severe disabilities, focusing on evidence-based approaches, educator training, and learning environments. The findings highlight that systematic instruction and specialized training, such as online modules, eCoaching, and practice-based feedback, significantly improve educator knowledge and student skill acquisition. The review demonstrates that comprehensive curricula, such as the Early Literacy Skills Builder (ELSB), yield greater gains in phonics and decoding than traditional sight-word approaches. The review of research also illustrates that inclusive settings promote academic progress through peer modeling and higher learning expectations than traditional self-contained environments. However, some educators prefer …
Supporting Early Literacy In Preschool: The Influence Of Activity Settings, Shared Reading, And Teacher–Child Interactions, Megan Turnquist
Supporting Early Literacy In Preschool: The Influence Of Activity Settings, Shared Reading, And Teacher–Child Interactions, Megan Turnquist
All Electronic Theses and Dissertations
This literature review explores current research about the activities and settings currently in place in preschool classrooms across North America. While a majority of the preschool day is spent in whole-group and free-choice activities, research indicates that instruction provided in small groups and book reading are two important ways to harness engagement and deliver high-quality instruction. Different kinds of teacher-child interactions during book reading can support the development of crucial early literacy skills, such as vocabulary and print knowledge. While time spent on literacy content varied widely across classrooms, teachers responded well to training in both print referencing and dialogic …
Supporting Success In Collegiate Student-Athletes With Autism Spectrum Disorder: Coaching, Accommodations, And Mental Health Supports, Sharon Marcella Miller
Supporting Success In Collegiate Student-Athletes With Autism Spectrum Disorder: Coaching, Accommodations, And Mental Health Supports, Sharon Marcella Miller
All Electronic Theses and Dissertations
This literature review examines the support needed to promote the academic, athletic, social, and psychological success of collegiate athletes with autism spectrum disorder (ASD)—research related to autism in higher education, mental health, and sensory processing disability accommodations. New diversity and coaching practices will be synthesized to identify common barriers and effective support strategies. Findings indicate that successful outcomes are less focused on the autism diagnosis itself and more focused on accessibility, communication, relationships, organizational culture, and practices surrounding the athlete. Direct communication, individualized accommodations, psychological safety, predictable routines, sensory-informed practices, and collaboration among coaches, disability service professionals, athletic trainers, mental …
Entry Requirements As Predictors Of Early Academic Success And Student Performance In Undergraduate Occupational Therapy Education, Eileen Du Plooy, Daleen Casteleijn, Denise Franzsen, Gopika Ramkilawon
Entry Requirements As Predictors Of Early Academic Success And Student Performance In Undergraduate Occupational Therapy Education, Eileen Du Plooy, Daleen Casteleijn, Denise Franzsen, Gopika Ramkilawon
Journal of Occupational Therapy Education
The selection process for health sciences programs such as occupational therapy is complex, involving a combination of academic and non-academic selection criteria as entry requirements. This study aimed to investigate the predictive value of entry requirement variables on academic performance during the first and second year of an undergraduate occupational therapy program in South Africa. A quantitative, cross-sectional design was utilized, and the sample included 129 first- and second- year occupational therapy students. Data was collected retrospectively through educational data mining of university records and institutional dashboards. The variables analyzed included National Senior Certificate Grade12 (NSC12) grades (Mathematics, Life Sciences, …
Effective Teaching Behaviors Of Adjunct Faculty In Occupational Therapy Education: Perspectives Of Students, Adjuncts, And Core Faculty, Kayla Collins, Marian Gillard, Christine Davis, Kirsten Davin, Barbara M. Doucet, Bridget Scheidler
Effective Teaching Behaviors Of Adjunct Faculty In Occupational Therapy Education: Perspectives Of Students, Adjuncts, And Core Faculty, Kayla Collins, Marian Gillard, Christine Davis, Kirsten Davin, Barbara M. Doucet, Bridget Scheidler
Journal of Occupational Therapy Education
Adjunct faculty constitute nearly half of the higher education workforce in the United States, yet they often receive limited preparation and institutional support for their teaching responsibilities. In occupational therapy education, where rapid program expansion has heightened reliance on adjunct instructors, understanding which teaching behaviors are most valued is critical to ensuring instructional quality, student success, and professional readiness. This study examined perceptions of effective adjunct teaching behaviors in a doctoral occupational therapy program using the Teaching Behavior Checklist (TBC), a validated 28-item measure of teaching effectiveness. Participants included students (n = 33), adjunct faculty (n = 19), and core …
Exploring Microaggressions Experienced By Students Of Color In Occupational Therapy Programs: Fostering A Climate Of Belonging, Laurie Knis-Matthews Ph.D., Ot, Sara Frommer Otd, Otr/L, Jacquelyn Pierre Otd, Otr/L, Geena Santomo Otd, Otr/L, Corrine Pineda Msot, Otr/L, Jackeline Artiles Otd, Shaniqua Bradley Ph.D., Lcsw
Exploring Microaggressions Experienced By Students Of Color In Occupational Therapy Programs: Fostering A Climate Of Belonging, Laurie Knis-Matthews Ph.D., Ot, Sara Frommer Otd, Otr/L, Jacquelyn Pierre Otd, Otr/L, Geena Santomo Otd, Otr/L, Corrine Pineda Msot, Otr/L, Jackeline Artiles Otd, Shaniqua Bradley Ph.D., Lcsw
Journal of Occupational Therapy Education
Microaggressions, which are subtle and often unintentional acts of bias, continue to shape the educational experiences of students from marginalized backgrounds, yet their nuanced nature makes them difficult to define and address. This phenomenological qualitative study investigated the lived experiences of occupational therapy graduate students of color regarding microaggressions within their academic programs. Using purposeful sampling, five occupational therapy graduate students from various United States institutions participated in individual, semi-structured interviews. Thematic analysis revealed four key themes: It’s Hard to Describe a Microaggression without Using Examples and Explaining the Emotions Behind It; These Microaggressions Had Immediate and Long-Term Consequences on …
What Motivates Occupational Therapy Students To Self-Study Anatomy, Samantha Williams, Athena Kirou-Mauro, Kelly Hennessy, Lexi Davidson, Emily S. Ho
What Motivates Occupational Therapy Students To Self-Study Anatomy, Samantha Williams, Athena Kirou-Mauro, Kelly Hennessy, Lexi Davidson, Emily S. Ho
Journal of Occupational Therapy Education
Informed by self-determination theory, this study examined the motivations and preferred learning styles of entry-level occupational therapy students and explored how their perceived anatomy competency related to their academic performance. To investigate this, ninety-seven occupational therapy students completed a reflective assignment through which they set anatomy self-study learning goals. Self-study learning approaches were categorized, and the relationship between student perceived anatomy competency and academic outcomes (i.e., anatomy quizzes, term grades) was analyzed. When examining self-study learning approaches, students favored computer assisted instructional tools (n = 75, 77%) and integrated clinical application with their learning goals (n = 52, …
Validity And Reliability Of The Professional Belonging Scale For Occupational Therapy Students Version 2, Sarah Corcoran Otd, Otr/L, Pooja Patel Drot, Otr/L, Izabela Dubiel Drot, Otr/L, Theresa Rhett-Davis Edd, Otr/L, Nancy Green Ms, Drot, Otr/L, Emily Pasqualetto Drot, Otr/L, Amanda Carter Drot, Otr/L
Validity And Reliability Of The Professional Belonging Scale For Occupational Therapy Students Version 2, Sarah Corcoran Otd, Otr/L, Pooja Patel Drot, Otr/L, Izabela Dubiel Drot, Otr/L, Theresa Rhett-Davis Edd, Otr/L, Nancy Green Ms, Drot, Otr/L, Emily Pasqualetto Drot, Otr/L, Amanda Carter Drot, Otr/L
Journal of Occupational Therapy Education
A strong sense of belonging supports student engagement, motivation, clinical competency, retention, and overall well-being; yet few tools specifically assess this construct in occupational therapy (OT) and occupational therapy assistant (OTA) programs. To address this gap, Corcoran et al. (2025) developed the Professional Belonging Scale for Occupational Therapy Students (PBSOTSv1). The current study aimed to revise the PBSOTSv1 for clarity, inclusivity, and alignment with emerging theoretical frameworks and to evaluate the revised version (PBSOTSv2) for content validity and internal consistency reliability. Revisions involved expert cognitive interviews and Content Validity Index (CVI) ratings, guided by Allen et al.’s framework of belonging, …
Effect Of Simulation On Occupational Therapy Students' Self-Efficacy When Preparing For Level Ii Fieldwork, Juliet Steffe, Karen Menard, Angela Gibson
Effect Of Simulation On Occupational Therapy Students' Self-Efficacy When Preparing For Level Ii Fieldwork, Juliet Steffe, Karen Menard, Angela Gibson
Journal of Occupational Therapy Education
Occupational therapy academic programs provide students with knowledge and professional skills through coursework and clinical skills practice, enabling them to transition successfully into clinical placement. Despite completing multiple semesters of didactic work, students may experience high levels of anxiety and self-doubt when preparing for Level II fieldwork. The problem addressed in this study was the lack of perceived self-efficacy in clinical skills when preparing for Level II fieldwork, leading to the potential for difficulty transitioning from the classroom to the clinic among entry-level occupational therapy graduate students. A basic qualitative study was conducted using focus groups to explore how providing …
Generative Artificial Intelligence Application In Occupational Therapy Education, James Wersal, Justin Mason, Mary Shotwell
Generative Artificial Intelligence Application In Occupational Therapy Education, James Wersal, Justin Mason, Mary Shotwell
Journal of Occupational Therapy Education
Generative artificial intelligence (GenAI) is a developing technology within Higher Education Institutions with substantial potential to transform teaching pedagogy, improve individualized learning experiences, and automate administrative functions. GenAI has the potential to bring significant enhancements by advancing adaptive learning interfaces, customized learning materials, and automate administrative support. Despite these benefits, ethical considerations, data privacy, and the risk of over-reliance should be considered prior to using GenAI. The authors highlight how GenAI is supported by adult learning theory and provide practical strategies for incorporating GenAI in the occupational therapy curricula and to support the faculty role. The impact of GenAI on …
Hands-On: Integrating Active Learning Into An Upper Extremity Occupational Therapy Elective, Jennifer Radziak, Katie Jones, Kelsey Picha
Hands-On: Integrating Active Learning Into An Upper Extremity Occupational Therapy Elective, Jennifer Radziak, Katie Jones, Kelsey Picha
Journal of Occupational Therapy Education
In an effort to provide students with advanced clinical practice skills, several occupational therapy elective courses were developed. The current article describes an educational innovation that involved an in-person elective course for graduate second year Master of Science in Occupational Therapy students that focused on the upper extremity. The course was team-taught, promoted active learning, and used unique activities to engage students in the learning process. Relevant evidence-based practice literature and clinical guidelines were incorporated into the course to teach students about the treatment of upper extremity conditions. The active learning strategies implemented in the course included fresh donor dissection, …
Machine Learning: Thematic Feature Grouping, And The Magnificent Seven: A Forecasting Analysis, Mirarmia Jalali, Mohammad Najand, Andrew Cohen
Machine Learning: Thematic Feature Grouping, And The Magnificent Seven: A Forecasting Analysis, Mirarmia Jalali, Mohammad Najand, Andrew Cohen
Finance Faculty Publications
This study examines the predictability of monthly excess returns for the “Magnificent Seven” U.S. technology firms using machine learning and economically motivated thematic feature grouping. Framed as a focused study of the most systemically consequential equity panel in modern markets—seven firms representing over 30% of the S&P 500—the analysis confronts a small-N, large-P environment where economically structured dimensionality reduction is essential. Using 154 firm-level characteristics categorized into 13 economic themes, we evaluate linear, penalized, tree-based, and neural network models in a small-N, large-P setting. Unrestricted models suffer substantial overfitting and fail to outperform the historical average benchmark out-of-sample. In contrast, …
Integrating Web-Gis And Inquiry Learning To Enhance Spatial Thinking In Geography Learning, Nyokro Mukti Wijaya, Meri Herlina, Sugeng Widodo, Suhendro Suhendro
Integrating Web-Gis And Inquiry Learning To Enhance Spatial Thinking In Geography Learning, Nyokro Mukti Wijaya, Meri Herlina, Sugeng Widodo, Suhendro Suhendro
Journal of Educational Technology Development and Exchange (JETDE)
This study investigates the impact of integrating Web-GIS with Inquiry Learning on secondary school students’ spatial thinking skills. A 2×2 factorial experimental design was employed with 116 eleventh-grade students from SMA Negeri 13 Bandar Lampung, divided into four treatment groups: direct instruction with printed maps, direct instruction with Web-GIS, inquiry learning with printed maps, and inquiry learning with Web-GIS. The Spatial Thinking Ability Test (STAT), a widely validated international instrument, was used to measure outcomes. Data were analysed using two-way ANOVA. The findings indicate that the learning media had a significant effect, with Web-GIS outperforming printed maps, whereas learning strategies …