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Articles 1141 - 1170 of 25543
Full-Text Articles in Entire DC Network
Educator Professional Subjectivities In Gamification: Knowing, Being And Doing, Natalie-Jane Howard, Elizabeth J. Cook
Educator Professional Subjectivities In Gamification: Knowing, Being And Doing, Natalie-Jane Howard, Elizabeth J. Cook
Research outputs 2022 to 2026
Gamification has emerged as a prominent innovation in contemporary education, yet its influence on the enactment of educators’ professional subjectivities remains underexplored. As such, little is known about how online gamification applications like Kahoot shape the dynamic ways educators perceive, understand and enact their professional selves within higher education contexts. Adopting a tripartite framework of knowing (epistemological), being (ontological) and doing (praxiological), this qualitative study employed visual-elicitation interviews and remote observations with ten lecturers at a Middle Eastern college. The analysis revealed three key themes shaping educator subjectivities: creating and sharing quiz content; conforming with institutional culture; and infantilizing students …
A Case Study Using The Transparency Framework And Artificial Intelligence To Promote Effective Writing And Student Success In A Writing-Intensive Course, Elizabeth A. Brown, Maria Kronenburg, Ashlee Steeley, Diana Tagbor
A Case Study Using The Transparency Framework And Artificial Intelligence To Promote Effective Writing And Student Success In A Writing-Intensive Course, Elizabeth A. Brown, Maria Kronenburg, Ashlee Steeley, Diana Tagbor
Health Behavior, Policy & Management Faculty Publications
Program evaluation data suggest that undergraduate students struggle with writing in a clear and concise manner and appropriately citing. Faculty implemented the plan-do study-act cycle to pilot the Transparency in Learning and Teaching (TILT) project framework and to explore the use of artificial intelligence (AI) and discuss approaches to using AI, along with the TILT framework, in a writing-intensive course to identify the pros and cons of using ChatGPT in an online classroom. The TILT framework reinforces adult learning by helping students clearly understand the assignment's purpose and establish a clear relationship between assignment and students' professional lives. Faculty encouraged …
Reflections On Crafting A Framework Companion Document For And By Science And Technology Librarians, Dawn Cannon-Rech, Allison B. Brungard, Rachel Hamelers, Rebecca Kuglitsch, Rebecca Renirie
Reflections On Crafting A Framework Companion Document For And By Science And Technology Librarians, Dawn Cannon-Rech, Allison B. Brungard, Rachel Hamelers, Rebecca Kuglitsch, Rebecca Renirie
University Libraries: Faculty Publications
Abstract unavailable.
The B3 Scholar Seal: Designing And Implementing An Alternative To The Sobl At A Hispanic-Serving Institution In South Texas, Katherine Christoffersen, Dania López García
The B3 Scholar Seal: Designing And Implementing An Alternative To The Sobl At A Hispanic-Serving Institution In South Texas, Katherine Christoffersen, Dania López García
Writing and Language Studies Faculty Publications
This chapter describes how the Bilingualism, Biculturalism, and Biliteracy (B3) Institute at the University of Texas Rio Grande Valley (UTRGV) developed the B3 Scholar Seal. Since its founding, UTRGV has provided a rare example of dual language education at the university level, offering courses taught bilingually or in Spanish across diverse disciplines. However, the language of these courses was not formally recognized upon graduation. The B3 Institute developed the B3 Scholar Seal to acknowledge students who successfully complete five courses, including at least three courses taught in Spanish or bilingually and at least one course, including culturally sustaining pedagogy. In …
Twelve Tips To Afford Students Agency In Programmatic Assessment, Janica Jamieson, Dario Torre
Twelve Tips To Afford Students Agency In Programmatic Assessment, Janica Jamieson, Dario Torre
Research outputs 2022 to 2026
Programmatic assessment is gaining traction in health professions education, emphasizing continuous, integrated appraisal to support holistic student development. Despite its adoption, effectively affording student agency within programmatic assessment remains challenging due to longstanding educational practices, entrenched power dynamics and cultural norms favoring educator and institutional control. This article aims to provide strategies to promote student agency in programmatic assessments, essential for modernizing educational practices and preparing self-regulated, lifelong learners. The tips include establishing student–educator partnerships, making power dynamics transparent, designing purposeful and inclusive assessments, and normalizing bidirectional feedback conversations. The strategies emphasize the importance of a growth mindset, effective communication, …
Empowering Former Hispanic Student-Athletes To Become Leaders In College Athletics: An Identity-Specific And Assets-Based Leadership Training Program For Career Advancement, Raquel Orozco
Cal Poly Humboldt theses and projects
This work examines the complexities of navigating dual identities as emerging Hispanic women leaders in the spectrum of college athletes, and how Hispanic women can face personal and societal challenges when it comes to transitioning from college and then into the professional world.
By examining multiple assets that are rooted in Hispanic women’s culture, this project presents a leadership workshop by utilizing the ADDIE instructional design model. Each module of the workshop is clearly described, offering community building activities, self-reflections, and the opportunity to complete a leadership profile portfolio.
A Qualitative Inquiry Of Adult English Language Instructor Experiences Fostering Inclusion, Community Building, And Student Motivation, Kathrene Marie Razo
A Qualitative Inquiry Of Adult English Language Instructor Experiences Fostering Inclusion, Community Building, And Student Motivation, Kathrene Marie Razo
University of the Pacific Theses and Dissertations
Abstract
By Kathrene Marie Razo
University of the Pacific
2025
The central focus of this inquiry is on understanding adult English instructor experiences fostering inclusion, community building, and student motivation in the language classroom. In addition, it highlights contextual background relative to common life barriers faced by the adult English language learner population as they relate to an immigrant’s journey of establishing themselves in a new land.
Furthermore, this inquiry was prompted by a need to gain a clearer understanding of the best practices that are revealed by educators’ shared lived experiences to assist in the support of learners in …
The Chironian 2025, New York Medical College
The Chironian 2025, New York Medical College
The Chironian
The Chironian is distributed to a readership of 16,000 faculty, alumni and employees of New York Medical College, government and community leaders, affiliated hospitals and selected media. Each issue is carefully crafted to provide a balance of articles on cutting-edge research, personality profiles, student accomplishments and alumni news from all five schools on the NYMC campus. Inquiries can be sent to [email protected].
Rasch Model Utilization Towards Developing An Instrument For Measuring Creative Drive, David W. Stenulson
Rasch Model Utilization Towards Developing An Instrument For Measuring Creative Drive, David W. Stenulson
Theses and Dissertations--Educational Policy Studies and Evaluation
Creativity is commonly assessed across undergraduate programs as a graduation requirement. However, a considerable amount of literature suggests that creativity is a complex, multidimensional construct, and more efficient ways of assessing it should be explored with multiple measures representing different creative aspects. This exploratory pilot study sought to take steps in developing a supplemental instrument designed to measure creative drive, a theoretical construct with predictive potential for future creative output. In order to gain a greater understanding of the nature of creative drive and gauge accuracy of initial thinking in terms of item writing, the Creative Drive Assessment (CDA), a …
Exploring College Students’ Motivation For Physical Activity: Applications Of Self-Determination Theory And The Role Of Health And Wellness Education, Anne Russell Blevins
Exploring College Students’ Motivation For Physical Activity: Applications Of Self-Determination Theory And The Role Of Health And Wellness Education, Anne Russell Blevins
Theses and Dissertations--Kinesiology and Health Promotion
This dissertation includes three pieces of writing that aim to show the importance of physical activity for all ages but specifically college-aged students. The first piece of writing (Chapter 2) includes a teaching tip written for the Journal of Physical Education, Recreation, and Dance. Research has shown that dance was a subject of the past and many teachers did not feel comfortable teaching it. This practical piece was written to help show K-12 physical education teachers effective ways to involve students in physical activity specifically through teaching dance, mainly through using the “Teaching Dance for Understanding” model.
The second section …
Scholars And Schisms: A History Of Antebellum Conflicts Over Slavery At Central Kentucky Liberal Arts Colleges, Wyatt M. Driskell
Scholars And Schisms: A History Of Antebellum Conflicts Over Slavery At Central Kentucky Liberal Arts Colleges, Wyatt M. Driskell
Theses and Dissertations--Educational Policy Studies and Evaluation
This dissertation explores how debates about slavery impacted constituents at four early liberal arts colleges (Berea, Centre, Georgetown, and Transylvania) in antebellum central Kentucky. In addition to focusing on how these colleges participated in, responded to, and helped shape regional debates over slavery, this study also explores how college leaders’ consideration of slavery was intertwined with religion, politics, and the financial pressures inherent in operating a 19th-century institution of higher education. From archival research, I argue that these constituents were not passive participants in this process. In addition to considering slavery from religious, moral, or political perspectives, leaders advanced positions …
Implementation Of Project-Based Instruction In Statistics Higher Education Courses, Jennifer A. Daddysman
Implementation Of Project-Based Instruction In Statistics Higher Education Courses, Jennifer A. Daddysman
Theses and Dissertations--Education Sciences
Project-based instruction is an instructional methodology based in constructivism that aligns with recommendations from the American Statistical Association for teaching statistics, including incorporating real-world data and examples, collaboration, and scaffolding (GAISE College Report ASA Revision Committee, 2016; GAISE Steering Committee, 2024; Krajcik & Blumenfeld, 2005; Tishkovskaya & Lancaster, 2012). This study examined current use of project-based instruction in United States higher education courses in statistics and the supports for and challenges to implementing this type of instruction.
This study used qualitative research methodology in the integrative pedagogy and diffusion of innovation frameworks. Voluntary response surveys were distributed via two sections …
Quantifying The Transfer Effectiveness Of An Artificial Intelligence-Based Simulator Pre-Training Program For Student Pilots, Ryan Guthridge
Quantifying The Transfer Effectiveness Of An Artificial Intelligence-Based Simulator Pre-Training Program For Student Pilots, Ryan Guthridge
Journal of Aviation/Aerospace Education & Research
Since the airline pilot shortage was initially studied in 2016, the pilot hiring model has been significantly impacted, with airlines hiring qualified pilots at unprecedented rates. The COVID-19 pandemic has slowed this hiring rate, however it is expected that airline hiring will soon increase to a rate higher than initially expected (Bureau of Transportation Statistics, 2022). With this dynamic, certified flight instructors are often the most qualified recruits for airlines, due to the number of hours and experience they have gained in the flight training organization. In turn, certified flight instructors are in short supply for flight training organizations worldwide. …
The Effects Of The Implementation Of State-Sponsored Free Community College Programs On Enrollment And Net Price, Kristafer Lee Adkins
The Effects Of The Implementation Of State-Sponsored Free Community College Programs On Enrollment And Net Price, Kristafer Lee Adkins
Graduate Theses, Dissertations, and Problem Reports (ETD)
State-sponsored, free community college programs have been implemented with the goal of increasing access to higher education, especially for financially disadvantaged students. This study seeks to determine the impact of the implementation of the Tennessee Promise and the Oregon Promise on enrollment and net price by student family income level using a difference-in-differences methodology comparing in-state, public, two-year institutional outcomes with: in-state, public four-year institutions; national, public, two-year institutions; and, public, two-year institutions in states that border Tennessee/Oregon. Enrollment was, on average, found to have increased between 44 and 167 students at Tennessee public, two-year institutions for all students with …
Factors Associated With Healthcare Students’ Cognitive Levels Measured By The Classroom Test Of Scientific Reasoning., Alberto J. De Armendi, Amir L. Butt, Kathryn M.L Konrad, Mohanad Shukry, Edmund A. Marek Ii
Factors Associated With Healthcare Students’ Cognitive Levels Measured By The Classroom Test Of Scientific Reasoning., Alberto J. De Armendi, Amir L. Butt, Kathryn M.L Konrad, Mohanad Shukry, Edmund A. Marek Ii
Graduate Medical Education Research Journal
Introduction: Healthcare student acceptance into graduate and professional school is based on Grade Point Average (GPA), Graduate Record Examination (GRE) scores, interviews, and letters of recommendation, but not on cognition levels. However, educators need to understand students’ cognitive levels to facilitate constructivist learning theory and inquiry-based learning. The aim of this study is to understand the influence of cognition in healthcare students through the administration of the Classroom Test of Scientific Reasoning (CTSR).
Methods: Medical and baccalaureate nursing students were enrolled to answer demographic questions and complete the CTSR. The CTSR rubric score were used to define four operational cognitive …
Effective Strategies In Improving Internal Medicine In-Training Exam Performance - A Systematic Review, Derek Clar, Ryan Juneau, Valentina Mcneal, Dhara Patel, Prutha Patel, Amro Ilaiwy
Effective Strategies In Improving Internal Medicine In-Training Exam Performance - A Systematic Review, Derek Clar, Ryan Juneau, Valentina Mcneal, Dhara Patel, Prutha Patel, Amro Ilaiwy
Graduate Medical Education Research Journal
Background: The IM-ITE is administered annually to provide residents and program leadership with a measure of the residents' knowledge compared with that of their peers nationwide. Several approaches have been used to improve IM-ITE scores as a means of achieving higher first-time board examination pass rates. While these interventions helped improve outcomes in target programs, it remains unclear whether one approach was superior to another and how different program demographics may have played a role in the outcome of the intervention. Objective: To identify the most effective methods used to improve IM-ITE scores in the literature. Methods: We searched MEDLINE …
Ai-Assisted Academia: Unveiling Doctoral Students' Perspectives On Dissertation In Practice Innovation, Jennifer J. Lesh, Jévaughn J. Lancaster
Ai-Assisted Academia: Unveiling Doctoral Students' Perspectives On Dissertation In Practice Innovation, Jennifer J. Lesh, Jévaughn J. Lancaster
Faculty and Staff Publications & Presentations
This action research study explores 73 doctoral students' perceptions of using Generative Artificial Intelligence (GAI) throughout their research journey in one educational doctorate (Ed.D) program. The first phase employed surveys, while the second incorporated semi-structured focus group interviews based on the survey data from a diverse sample of students across educational disciplines currently enrolled in the university's educational leadership doctoral program. In the study's first phase, the survey quantified educators' familiarity with, attitudes towards, perceived challenges, ethical considerations, and benefits of using GAI in doctoral research. The exploration of GAI in this practitioner-inspired doctoral program has uncovered essential insights into …
Escaping The Pedagogical Cabin In The Woods, Tony Kemerly, Davis Ritenour
Escaping The Pedagogical Cabin In The Woods, Tony Kemerly, Davis Ritenour
Dialogue: The Interdisciplinary Journal of Popular Culture and Pedagogy
The American educational system, because of its seemingly innocuous yet ubiquitous nature, has become, to borrow a term from Roland Barthes, naturalized. By being naturalized, it has become a system that has somehow slipped beneath the radar of the American populace and operates on an autopilot of sorts that allows it to employ practices that don’t necessarily have the best interests of its constituents at heart. Murray Rothbard (1979) argued that compulsory schooling is not guided by altruism, but rather a desire to coerce the population into a mold that is desired by those possessing power in society. This need …
Building Transferable Skills In An Interdisciplinary Science And Science Fiction Capstone Course, John D. Carrell, Robert G. Weiner, Alexandria Prather
Building Transferable Skills In An Interdisciplinary Science And Science Fiction Capstone Course, John D. Carrell, Robert G. Weiner, Alexandria Prather
Dialogue: The Interdisciplinary Journal of Popular Culture and Pedagogy
College graduates are entering an ever-competitive workforce. Interdisciplinary course experiences are critical for developing analytical abilities and learning and these courses can provide valuable skills that will aid students beyond the classroom. These transferable skills include communication, teamwork, analytical and critical thinking, and creativity. To provide a unique learning experience and, through it, the development of transferable skills, the Honors College at Texas Tech University created an upper-level Capstone course titled “Superheroes, Super Villains, AI, Time Travel, and Film in Science and Popular Culture.” The class is an interdisciplinary look at science and science fiction taught by an engineering faculty …
Commencement [Program], December 21, 2024, University Of Northern Iowa
Commencement [Program], December 21, 2024, University Of Northern Iowa
UNI Commencement Programs
The program of the commencement ceremonies, including a list of institutional leadership, a list of the departments by college, awards given at the ceremonies, and a list of undergraduate and graduate degree candidates. This commencement program is not an official graduate list.
Contents:
Board of Regents --- 2
Institutional Leadership --- 2
Ceremony Symbols & Traditions --- 3
Academic Honorary Organizations --- 4
University Ambassador Organizations --- 5
University Honors Program --- 6
Graduation with Honors --- 6
Legacy Graduates --- 6
Military Science --- 7
Merchant Scholarship --- 7
Outstanding Student Leader --- 7
Commencement Student Speakers --- 7 …
Supporting Entry-Level Speech-Language Pathologists Who Serve Children Who Are Deaf Or Hard-Of-Hearing In Early Intervention, Kristina Blaiser, Hannah Daw, Blair Richlin, Jenn Gallup
Supporting Entry-Level Speech-Language Pathologists Who Serve Children Who Are Deaf Or Hard-Of-Hearing In Early Intervention, Kristina Blaiser, Hannah Daw, Blair Richlin, Jenn Gallup
Journal of Early Hearing Detection and Intervention
The aim of this study was to increase understanding of what is considered key information for entry-level speech-language pathologists (SLPs) serving children who are DHH. Specifically, this study explored skills and strategies that could be integrated into SLP graduate curriculum to increase entry-level provider confidence and knowledge. An online survey was distributed to providers of the DHH within the United States and included a) key skills and strategies recommended for entry-level providers serving children who are DHH b) barriers experienced by entry-level providers and c) demographics. The skills and strategies that emerged as most important according to participants (n …
I Want To Love How I Do Learn: A Phenomenological Study Of Adult Learners With General Learning Disabilities And Their Goals For Postsecondary Education, Diana Muller Katovitch
I Want To Love How I Do Learn: A Phenomenological Study Of Adult Learners With General Learning Disabilities And Their Goals For Postsecondary Education, Diana Muller Katovitch
Dissertations - ALL
A subset of individuals with learning disabilities is currently prevented from accessing postsecondary education; these individuals experience general learning disabilities, or GLD (Greenspan, 2017, p. 117). GLD is not a formal disability category in K-12 special education; individual students might not be eligible for academic supports and accommodations in K-12 or in postsecondary education based on this description. Individuals with GLD encounter significant barriers both accessing and finding success in postsecondary education. Qualitative research involving adults with GLD is lacking in available literature, as is theoretical analysis of their experiences. My research is a phenomenological study based on the experiences …
College Instructors’ Experiences Of Online English As Second Language (Esl) Teaching And Learning Environments, Jianan Zhou
College Instructors’ Experiences Of Online English As Second Language (Esl) Teaching And Learning Environments, Jianan Zhou
Electronic Theses and Dissertations
This study investigates college ESL instructors' experiences in teaching online ESL courses. It explores the differences in teaching focus and online modes for teaching speaking, listening, reading, and writing courses. It also investigates how ESL instructors' perceived level of technology competence varies across different online teaching modes and examines how teaching and learner engagement strategies differ depending on the instructional modality. Key findings include the observation that both BICS and CALP were prevalent in online reading courses. Although no significant difference in technology competence between asynchronous and synchronous modes was found, it was shown that instructors used more synchronous modes …
Student Success And Retention In Online Post-Secondary Education: A Phenomenological Study, Alison Weslake
Student Success And Retention In Online Post-Secondary Education: A Phenomenological Study, Alison Weslake
Doctoral Dissertations and Projects
The purpose of this phenomenological study was to understand the experiences that participants from Northeastern College have in post-secondary online learning environments and recognize the overall factors that lead to student success and retention. The theory that guided this study was Bruner’s constructivist theory as it indicates the influence of experience on cognitive development and encourages the consideration of all factors that may impact the overall learning process. A hermeneutical phenomenological study was conducted with participants from Northeastern College in Ontario, Canada in order to accurately reflect personal experiences with the phenomenon of online post-secondary education. The central research question …
Reputation Management: Branding A Higher Education Graduate Program To Increase Visibility, Vanderbilt Artaxerxes Brabson Iv
Reputation Management: Branding A Higher Education Graduate Program To Increase Visibility, Vanderbilt Artaxerxes Brabson Iv
Student Theses and Dissertations
This capstone project offers a comprehensive training tool for non-communication professionals working in higher education programs. Its main goals are to give users (1) a summary of valuable research on higher education reputation management, branding, and strategic communication, and (2) an online toolkit for non-communication professionals to boost the visibility and impact of their educational initiatives. By providing practical, actionable resources, these tools help higher education professionals effectively handle the challenges of strategic communication management. The toolkit is especially useful because it delivers evidence-based strategies and methods that can be directly applied to improve communication efforts in higher education. It …
The Four Domains Model Of Artificial Intelligence In Surgical Education: Adapting Applications To Trainee Level, Anant R. Tewari, Jasraj Raghuwanshi, Lawal A. Labaran, Xudong Li
The Four Domains Model Of Artificial Intelligence In Surgical Education: Adapting Applications To Trainee Level, Anant R. Tewari, Jasraj Raghuwanshi, Lawal A. Labaran, Xudong Li
Journal of Innovation in Health Sciences Education
Since the inception of modern medicine, surgical trainees have benefitted from coaching and feedback from senior surgeons. In the high-demand operating room environment, granular feedback is often limited by time constraints. Artificial intelligence (AI) represents a novel frontier in surgical education in that it may be able to provide reliable, objective, and comprehensive feedback in an automated manner. While prior studies have given broad overviews of AI in surgical training, there has been no study to our knowledge that has codified the myriad applications and offered guidance for which applications best suit trainees at various levels of surgical education. We …
Leveraging Gamification And Social Media To Teach Heart Failure Clinical Practice Guidelines In Entry-Level Physical Therapist Education, Kaelee Brockway
Leveraging Gamification And Social Media To Teach Heart Failure Clinical Practice Guidelines In Entry-Level Physical Therapist Education, Kaelee Brockway
Journal of Innovation in Health Sciences Education
Introduction: Clinical practice guideline adherence remains a challenge in health care, with reported rates as low as 26%. Research shows multiple barriers to adherence, including limited access and guideline complexity. Integrating guidelines into education is crucial, demanding innovative methods to enhance translation into practice.
Methods: This multiple methods study explored application of the substitution, augmentation, modification, and redefinition model to integrate social media and gamification activities to engage students in learning action statements of a clinical practice guideline for the management of heart failure. Performance on exam items relevant to the guideline content were used to determine if this …
Faculty Experiences Using Synchronous Videoconference Technology To Assess Student Psychomotor Performance, Heather Disney, Debra Crawfordbpiecka Tyrrell, David Perry
Faculty Experiences Using Synchronous Videoconference Technology To Assess Student Psychomotor Performance, Heather Disney, Debra Crawfordbpiecka Tyrrell, David Perry
Journal of Innovation in Health Sciences Education
Introduction: Psychomotor skills are an essential aspect of physical therapy (PT) education. Recent studies supported using videoconference technology (VCT) for psychomotor instruction, but research on the use of VCT for psychomotor assessments is limited. Determining the usefulness of VCT for psychomotor exams is vital to establishing best pedagogical practices. The purpose of this basic qualitative study was to explore the faculty experience using synchronous VCT to assess PT students’ psychomotor skills.
Methods: The conceptual framework for this study was the unified theory of acceptance and use of technology (UTAUT). The research question guided the investigation into how PT educators …
Should We Clear The Cobwebs In Our Minds Or Dismantle Racial Structures? Reflections On The Lack Of Critical Thinking Of Higher Education Staff In The Uk, Chrissie Da Costa
Should We Clear The Cobwebs In Our Minds Or Dismantle Racial Structures? Reflections On The Lack Of Critical Thinking Of Higher Education Staff In The Uk, Chrissie Da Costa
Journal of Critical Race and Ethnic Studies
Higher education in the UK constantly emphasises critical thinking for students. However, analysis of comments made about *Black students and staff indicate that some academic staff fail to critically analyse their thoughts, words, and deeds. This paper sets out to analyse these utterances of HE staff and to investigate whether they actively reproduce and are intended to reproduce racist practices in HE, which could affect the experience, performance, and confidence of some of these students and staff who identify as Black and Global Majorities. Applying critical race theory and socio-ideological analysis of language (Bakhtin 1981 and Voloshinov 1973) to analyse …
Implementing Evidence-Based Curricula And Professional Development To Improve Student Reading, Madeline Lukan
Implementing Evidence-Based Curricula And Professional Development To Improve Student Reading, Madeline Lukan
Graduate Teacher Education
This paper examined research on equitable reading curricula and reading professional development to improve students in grades kindergarten through twelfth grade reading scores and levels taken from NAEP. The research analyzed were qualitative, quantitative, and mixed-methods. These research studies shared school interventions, reading data points, curricula being analyzed, phonemic awareness importance, and The Science of Reading implementation. The curricula, professional development, and evidence-based instruction work together to increase student phonemic awareness and reading abilities for all students on an equitable level. The three themes within the paper are phonemic awareness, professional development, curriculum and standards. The research suggested the importance …