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Language and Literacy Education Commons

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Teacher Education and Professional Development

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Articles 31 - 60 of 1022

Full-Text Articles in Language and Literacy Education

Benefits Of Contemporary Literature On Literacy And Cognitive Development In Elementary School Students, Autumn R. Hemenway May 2026

Benefits Of Contemporary Literature On Literacy And Cognitive Development In Elementary School Students, Autumn R. Hemenway

Capstone Projects and Master's Theses

The purpose of this capstone research project is to examine the benefits of contemporary literature on the literacy and cognitive development of elementary school students. Contemporary literature includes modern texts that reflect diverse experiences, identities, and real-life issues that students can relate to. This study reviews academic articles and interviews with elementary school teachers and school librarians to explore how these resources influence vocabulary development, reading comprehension, student engagement, and critical thinking. The findings indicated that contemporary literature supports literacy growth by increasing student motivation and connection to reading, while also promoting cognitive development through interpretation, perspective taking, and deeper …


Pembangunan Instrumen Literasi Pentaksiran Bilik Darjah Guru Bahasa Arab Di Sekolah Menengah, Norazida Ibrahim Apr 2026

Pembangunan Instrumen Literasi Pentaksiran Bilik Darjah Guru Bahasa Arab Di Sekolah Menengah, Norazida Ibrahim

Student Works (2020-2029)

Current educational transformations demand a paradigm shift from exam-oriented assessment to a more holistic Classroom-Based Assessment (CBA). However, the effectiveness of this implementation is limited by the absence of specific and validated instruments to measure CBA literacy within the context of Arabic language education in Malaysia. This gap results in the actual competency levels of teachers in this field being difficult to determine objectively, subsequently complicating the planning of precise professional development. Therefore, this study aims to develop and validate the Arabic Language Teacher’s Classroom Assessment Literacy (ALaTCAL) instrument based on Wilson’s (2005) Four-Building Blocks Model. The instrument encompasses the …


Teachers Writing Together To Restore Hope And Resist Burnout, Beth M. Lehman Apr 2026

Teachers Writing Together To Restore Hope And Resist Burnout, Beth M. Lehman

Virginia English Journal

This article invites teachers to consider how the practice of writing, especially in facilitated writing groups designed for teachers, can be an effective activity for processing stress and restoring hope. Attention on teacher writing often focuses on how writing helps teachers to improve their teaching. Here the attention is on the value of writing for teachers themselves. Practices of Amherst Writers and Artists (AWA) strengths-based writing groups are described with a focus on Teachers Flourishing through Writing, an online workshop series that the author helped to create. Through analyzing workshop methods and self-reflecting on workshop experiences, the author asserts that …


Apprenticing Towards Deeper Learning In The Ela Classroom: Using Young Adult Literature To Support Students’ Mastery, Identity, And Creativity, Julianna Kershen, Kacy M. Price, Nynke Wimp, Evie Jackson, Kaitlin Rogers Apr 2026

Apprenticing Towards Deeper Learning In The Ela Classroom: Using Young Adult Literature To Support Students’ Mastery, Identity, And Creativity, Julianna Kershen, Kacy M. Price, Nynke Wimp, Evie Jackson, Kaitlin Rogers

Virginia English Journal

This practitioner focused article highlights the perspectives of pre-service teachers and undergraduate researchers investigating the kinds of learning interactions and instructional decisions that result in deeper learning outcomes for high school students. Deeper learning outcomes are often described as 21st century skills, including mastery learning, support of holistic and scholarly student identities, and the ability to engage collaboratively with critical and creative problem-solving skills. The authors suggest a series of young adult literature texts that can serve as springboards into project-based learning opportunities that provide authentic and real world-connected activities, iterative cycles of learning, peer-peer collaboration, and in-depth disciplinary …


Uplifting The Legacy Of Black Teachers: Loving And Liberatory Pedagogies In A Science Of Reading Context, Natasha A. Thornton, Amanda L. Armstrong, Brooke Blacknall, Jordan Freeman, Elaine Nevers-Williams, Mukkaramah Smith Apr 2026

Uplifting The Legacy Of Black Teachers: Loving And Liberatory Pedagogies In A Science Of Reading Context, Natasha A. Thornton, Amanda L. Armstrong, Brooke Blacknall, Jordan Freeman, Elaine Nevers-Williams, Mukkaramah Smith

Occasional Paper Series

This article explores Black liberatory pedagogy (BLP) as a critical approach to navigating current Science of Reading (SoR) mandates, which are often restrictive and fail to honor the literacies and linguistic practices of Black children. Through the narratives of six educators—classroom teachers, teacher candidates, and teacher educators—the article examines how they have experienced and responded to the implementation of SoR standards and curriculum shifts. These stories also illuminate what becomes possible when teachers are in spaces that allow for autonomy, imagination, and culturally responsive pedagogy. The educators’ experiences, expertise, and cultural wisdom are centered, demonstrating how they enact BLP through …


The Future Of Dual Immersion In California: Analyzing California’S Global 2030 Goals, Jonathan Tejeda, Kamila Campos, Robert Emmans Apr 2026

The Future Of Dual Immersion In California: Analyzing California’S Global 2030 Goals, Jonathan Tejeda, Kamila Campos, Robert Emmans

School of Public Policy Capstones

California's Global 2030 initiative set an ambitious target: half of all K-12 students to achieve bilingual proficiency by 2030. This qualitative study examines whether Dual Language programs (DLPs) in California's major metropolitan areas are positioned to meet that goal. Drawing on ten semi-structured expert interviews with researchers, administrators, teachers, and nonprofit advocates, the study identifies four central challenges: inadequate student preparedness, chronic underfunding, insufficient teacher training, and a failure to connect students to their cultural heritage. The findings reveal that California lacks the infrastructure, data systems, and financial commitment necessary to achieve the 2030 goals. The authors recommend establishing a …


The Design Of Chatbot Learning Media For Arabic Vocabulary Learning For 7th Grade Students At Mtsn, Rizki Alifia Putri, Alif Cahya Setiyadi Apr 2026

The Design Of Chatbot Learning Media For Arabic Vocabulary Learning For 7th Grade Students At Mtsn, Rizki Alifia Putri, Alif Cahya Setiyadi

Jurnal Pendidikan: Teori, Penelitian, dan Pengembangan

Arabic language learning at the Madrasah Tsanawiyah (MTsN) level often faces challenges such as limited curriculum time allocation and the dominance of conventional teacher-centered methods. This research aims to produce a design for chatbot-based learning media using the Smojo.Ai platform, focusing on vocabulary (mufradat) mastery for 7th-grade students. The approach used is Research and Development (R&D) with the ADDIE model (Analysis, Design, Development, Implementation, Evaluation); however, this report is limited to the Design and Development (expert validation) stages. Data were collected through in-depth interviews, documentation studies, and validation questionnaires. The results indicate that the characteristics of the "Mufrodaty" chatbot integrate …


Teaching Iep Development To Preservice Teachers Using Real-World Scenarios And Kentucky Resources, Laura S. Clarke, Dusty Columbia Embury Apr 2026

Teaching Iep Development To Preservice Teachers Using Real-World Scenarios And Kentucky Resources, Laura S. Clarke, Dusty Columbia Embury

Kentucky Teacher Education Journal: The Journal of the Teacher Education Division of the Kentucky Council for Exceptional Children

When considering all of the content and pedagogy required for preservice teachers to master before they begin teaching students with disabilities, candidates at public, regional university report that one of the most complex components is understanding Individualized Education Programs (IEPs) and how to write them. In this article, we will provide a program description of the structure, components, and outcomes of a model preservice personnel preparation program designed to address the pedagogical needs of university teacher education candidates in this rural state university. We will describe the plan and initial results from a small pilot study in which faculty in …


Critical Incident Analysis: A Methodological Approach For Teaching Trauma Informed Practices, Penny B. Howell, Mary S. Thomas, Shantel D. Crosby, Khirsten Scott Apr 2026

Critical Incident Analysis: A Methodological Approach For Teaching Trauma Informed Practices, Penny B. Howell, Mary S. Thomas, Shantel D. Crosby, Khirsten Scott

Kentucky Teacher Education Journal: The Journal of the Teacher Education Division of the Kentucky Council for Exceptional Children

Drawing on sociocultural theory, a transdisciplinary, multi-racial team of teacher educators, a social work educator, and a scholar of English and rhetoric, designed a study focused on developing teacher candidates’ understanding of trauma-informed practices during their teacher preparation program. Qualitative data from teacher candidates’ reflections on Critical Incident Descriptions (CID) completed during student teaching reveal their developing understanding of trauma-informed practice with Timing, Maintaining Relationships, Holding High Expectations, and Engaging Students so they Remain in the Classroom as prevalent themes across all CIDs. Findings suggest that Critical Incident Analysis promotes teacher candidates’ reflection practices as they make connections …


English Diphthongs For English Learners: The Same, But Different, Kristin Lems Apr 2026

English Diphthongs For English Learners: The Same, But Different, Kristin Lems

Faculty Publications

In any language, diphthongs need to be reckoned with, but teaching diphthongs to learners of English as a new language requires greater insight and special skills. In this column, we take a look at English diphthongs, why they matter, and how they might be best handled when teaching English language learners.


Cover Page Vol. 65 Issue 1 Apr 2026

Cover Page Vol. 65 Issue 1

Reading Horizons: A Journal of Literacy and Language Arts

No abstract provided.


Book Clubs And Young Adult Literature: Preparing Preservice Special Educators In Inclusive Literacy Practices, Marie Tejero Hughes, Juana Abarca, Marta Mohammad Apr 2026

Book Clubs And Young Adult Literature: Preparing Preservice Special Educators In Inclusive Literacy Practices, Marie Tejero Hughes, Juana Abarca, Marta Mohammad

Reading Horizons: A Journal of Literacy and Language Arts

The study presented in this article explored how book clubs centered on young adult (YA) literature supported 67 preservice special educators (PSEs) in developing inclusive literacy practices. The study examined PSEs’ reflections on social, cultural, and personal themes in YA narratives and how these informed their planning for students with disabilities. Using a qualitative descriptive approach, researchers analyzed online discussion posts collected over a 6-week book club course component. Findings reveal that PSEs engaged with themes such as identity, resilience, systemic inequities, and disability representation, often connecting literature to their own positionalities and future teaching roles. PSEs also identified a …


Preservice Teachers’ Knowledge, Skills, And Perceptions Related To Data-Based Decision Making In Elementary Reading Instruction, Erin K. Washburn, Samantha A. Gesel, Miranda S. Fitzgerald, Corinne R. Kingsbery Apr 2026

Preservice Teachers’ Knowledge, Skills, And Perceptions Related To Data-Based Decision Making In Elementary Reading Instruction, Erin K. Washburn, Samantha A. Gesel, Miranda S. Fitzgerald, Corinne R. Kingsbery

Reading Horizons: A Journal of Literacy and Language Arts

Teachers’ knowledge of and ability to use reading assessments and assessment data to inform instruction has long been recognized as a core teaching competency. Data-based decision making (DBDM) is a process by which educators examine assessment data to identify student strengths and needs and apply those findings to their practice. DBDM has been linked to student achievement/engagement and positive teacher self-efficacy. However, DBDM, specifically in reading, is a complex process for teachers. Preservice teacher preparation has been deemed a space for the introduction of DBDM in reading. However, few studies have explored how targeted instruction in reading-related DBDM may impact …


Teaching Context Analysis Assignment, Tamara M. Roose Apr 2026

Teaching Context Analysis Assignment, Tamara M. Roose

Teacher Education and Technology Faculty Publications

No abstract provided.


Ready-To-Teach Reads: Standards-Aligned Novel Studies For Seventh Grade Using Contemporary Middle Grade Fiction, Elizabeth Duvall Apr 2026

Ready-To-Teach Reads: Standards-Aligned Novel Studies For Seventh Grade Using Contemporary Middle Grade Fiction, Elizabeth Duvall

Senior Theses

This project aims to provide middle school English teachers with an easy way to update their curriculum to be culturally relevant using ready-to-teach unit plans based on diverse novels. Since research shows students benefit from reading texts from diverse cultures, each novel features minority voices. Both units include lesson plans for each day, and resources like slideshows, worksheets, and discussion questions. They were created using the South Carolina College and Career Ready Standards for English Language Arts. While these units are tailored to South Carolina teachers, they can be used by any educator whose standards align with the units’ learning …


From Arrival To Opportunity: A Policy Analysis For Supporting Newly Arrived English Learners In California, Valeria Gabrielli, Stephanie Mendoza Hernandez Mar 2026

From Arrival To Opportunity: A Policy Analysis For Supporting Newly Arrived English Learners In California, Valeria Gabrielli, Stephanie Mendoza Hernandez

School of Public Policy Capstones

Newly arrived immigrant students, commonly referred to as “newcomers,” represent a notable portion of the English Learner (EL) population in California’s K–12 public schools. As of Fall 2023, the California Department of Education reported that newcomers comprised 3.27% of total student enrollment. Although enrollment is projected to decline in the near term, the potential for future increases highlights the need for sustainable, evidence-based support systems. This study examines how California K–12 public schools with large EL populations provide academic and trauma-informed support services to newcomer students, with a particular focus on early intervention in grades K–5. Using the Bardach policy …


Literacy And Equity: Exploring Teachers’ Lived Experiences Of Georgia Black Boys’ Difficulties With Reading Comprehension And Word Recognition, Roselle M. Caruth Mar 2026

Literacy And Equity: Exploring Teachers’ Lived Experiences Of Georgia Black Boys’ Difficulties With Reading Comprehension And Word Recognition, Roselle M. Caruth

Doctor of Education Program Dissertations

The National Assessment of Educational Progress (NAEP) data shows that since 1992, Black male students in Georgia’s fourth through eighth grades have consistently scored low on reading assessments (The Nation’s Report Card, 2022c). Low reading achievement contributes to a persistent underachievement gap for Black boys, leading to unfavorable academic outcomes such as difficulty in phonological processing, limited fluency and comprehension, slow development of linguistic skills, lower proficiency in basic reading, and higher rates of high school dropout (Russell & Drake Shiffler, 2019; Tatum, 2024a; Washington et al., 2019). The purpose of this qualitative phenomenological study was to explore how teachers …


Bridging The Gap: Early Childhood Reading Instruction Grounded In The Science Of Reading, Delilah A. Davis Gonzales, Ingrid Haynes Ph.D. Mar 2026

Bridging The Gap: Early Childhood Reading Instruction Grounded In The Science Of Reading, Delilah A. Davis Gonzales, Ingrid Haynes Ph.D.

Journal of Curriculum, Teaching, Learning and Leadership in Education

The Science of Reading (SoR) has become central to literacy research and practice, yet many early childhood classrooms struggle to integrate its principles in developmentally appropriate ways. Recent advances in cognitive science, culturally relevant pedagogy, and digital literacy highlight the need for instructional approaches that bridge research and practice. This manuscript examines how the five core components of reading—phonemic awareness, phonics, vocabulary, comprehension, and fluency—can be meaningfully implemented in early childhood education through structured literacy practices that remain play-based and culturally sustaining. A qualitative, illustrative approach is used, drawing from classroom-based case examples, professional observations, and current research. These examples …


Texas Secondary Spanish Teachers’ Perceptions Of Factors Influencing Instructional Self- Efficacy, Satisfaction, And Effectiveness, Tana Verlane Palafox Mar 2026

Texas Secondary Spanish Teachers’ Perceptions Of Factors Influencing Instructional Self- Efficacy, Satisfaction, And Effectiveness, Tana Verlane Palafox

Electronic Theses and Dissertations

Ongoing shortages of certified world language teachers and declining enrollment in secondary language programs have intensified concerns about teacher burnout, professional isolation, and instructional quality. Research has indicated that collaboration, targeted professional development, and supportive leadership influence teachers’ instructional self-efficacy, job satisfaction, and instructional effectiveness. However, limited research has examined how secondary Spanish teachers in Texas experience these issues. This qualitative collective case study explored how Texas secondary school Spanish teachers perceive the impact of their professional experiences on instructional self-efficacy, job satisfaction, and instructional effectiveness. Grounded in Bandura’s social cognitive theory and Vygotsky’s social constructivism, the study examined how …


Pennies In The Bank: Building Background Knowledge, Brooke Lee Webster Feb 2026

Pennies In The Bank: Building Background Knowledge, Brooke Lee Webster

Journal of English Learner Education

Abstract

Across the United States, teachers are met with stringent time requirements that may not align with the needs of the students inside the classroom. This paper explores the efforts of condensing and prioritizing in a diverse classroom. Through a reflective narrative of teaching comprehension to emerging bilingual students, this paper presents a structure that leverages morning meetings and discussion as prongs for maximizing the benefit of students within limited instructional minutes. Tasks that build competence, confidence, and connection cycle to foster the environment that students need to thrive. Additionally, this paper investigates the role of building background knowledge in …


Supporting English Language Learners: A Comprehensive Guide For Long-Term Success, Yana Shifrina-Piljovin Feb 2026

Supporting English Language Learners: A Comprehensive Guide For Long-Term Success, Yana Shifrina-Piljovin

Journal of English Learner Education

Abstract

This literature review provides a thorough examination of the various multifaceted challenges encountered by Long-Term English Language Learners (LTELLs) in educational settings. It critically analyzes the effectiveness of current support systems and instructional strategies, synthesizes relevant recent research findings, and offers targeted recommendations aimed for educators and policymakers striving to improve educational outcomes for LTELLs. The review evaluates the efficacy of existing support frameworks and teaching methodologies, synthesizes contemporary research findings, and presents actionable recommendations for educators and legislators to enhance the learning outcomes of these students.

Supporting English Language Learners LTELLs) in classroom settings requires a deep understanding …


Are Testing Accommodations Helping Or Not? A Review Of English Learner (El) Accommodations On Standardized Tests, Cole Forbes Feb 2026

Are Testing Accommodations Helping Or Not? A Review Of English Learner (El) Accommodations On Standardized Tests, Cole Forbes

Journal of English Learner Education

This paper examines and critiques English Learner (EL) testing accommodation policies. They have been ineffective at increasing test scores and accessibility. The policies have mandated that EL students participate in high-stakes assessments with accommodations, and sometimes without them. The purpose of the accommodation is to create an even playing field for all test-takers, so that no subgroup is put at a disadvantage, which would compromise their scores and lead to misclassification of students. Laws and Acts such as the Bilingual Education Act of 1968, No Child Left Behind, and the Every Student Succeeds Act have updated and mandated a more …


Differentiated Instruction For Multilingual Learners: A Thematic Analysis Of Research And Practice, Mohsine Bensaid, Jiayuan Jiang Feb 2026

Differentiated Instruction For Multilingual Learners: A Thematic Analysis Of Research And Practice, Mohsine Bensaid, Jiayuan Jiang

Journal of English Learner Education

Differentiated instruction (DI) is widely promoted as a means of supporting diverse learners, yet its enactment for multilingual learners (MLs) remains uneven and under-theorized in mainstream classrooms. This study examines how DI is conceptualized and implemented to support MLs by attending to learners’ linguistic, cultural, and academic profiles. Using reflexive thematic analysis, this qualitative synthesis examines 20 peer-reviewed empirical studies published between 2010 and 2024 in English-medium K–12 contexts in the United States, with particular attention to elementary settings when specified. Analytic interpretation was supported by practitioner-based reflection functioning as an interpretive lens rather than a separate data source. Four …


A Quasi-Experimental Study On The Effectiveness Of Achieve3000 On The Reading Comprehension Scores Of Ells With Ld, Paula P. Fields Feb 2026

A Quasi-Experimental Study On The Effectiveness Of Achieve3000 On The Reading Comprehension Scores Of Ells With Ld, Paula P. Fields

Journal of English Learner Education

The purpose of this quasi-experimental pretest-posttest study was to determine if a significant difference existed in the comprehension scores of secondary English Language Learners with learning disabilities after treatment. The problem addressed is that a significant correlation exists between English language learners and learning-disabled students’ low reading proficiency scores and student achievement, leading to decreased graduation rates. Schema theory served as the theoretical foundation of this research because when the appropriate schema is activated, it helps increase comprehension. The research question guiding this study was: Is there a significant difference between the reading comprehension scores of high school English language …


Reading Comprehension Interventions For Multilingual Learners With Disabilities: A Systematic Review, Sariya Shabnam, Jennifer E. Smith, Samiratu Bashiru Feb 2026

Reading Comprehension Interventions For Multilingual Learners With Disabilities: A Systematic Review, Sariya Shabnam, Jennifer E. Smith, Samiratu Bashiru

Journal of English Learner Education

Multilingual learners with disabilities (MLWDs) face substantial barriers to reading comprehension given the intersecting challenges of language acquisition and disability (Artzi et al., 2022; Frates et al., 2024). Students with disabilities often need explicit, strategy-based instruction with modeling, guided practice, and scaffolding (Frates et al., 2024; Wawire et al., 2024; Moura, 2024). When learners are also multilingual, interventions must be linguistically accessible and responsive to diverse cognitive profiles (Moura, 2024; Sarisahin, 2020). MLWDs comprise 15.8% of English learners in U.S. public schools (NCES, 2024), yet research on effective comprehension interventions remains limited; most studies treat multilingual learners or students with …


Investigating The Impact Of Gamification And Humor On Student Engagement In An Esl Classroom, Joshua F. Filipowski Feb 2026

Investigating The Impact Of Gamification And Humor On Student Engagement In An Esl Classroom, Joshua F. Filipowski

Wellspring: A Practitioner-Oriented Journal of Literacy and Language Education

This study explores the impact of gamification and humor on middle school students' engagement, participation, and learning outcomes. The researcher, an ESL teacher, sought to address students' boredom and disengagement by introducing games and humor into the classroom. The study involved 12 middle school English learners and employed both qualitative and quantitative methods, including journal entries, focus groups, and participation tracking. Findings indicated that students were more engaged and willing to participate during gamified activities, with slight but significant improvements in quiz scores. Students expressed a preference for jokes and games over traditional methods. The research suggests that incorporating humor …


From Automation To Imagination: Empowering Student Creativity In The Digital Age, Annie Yon Jan 2026

From Automation To Imagination: Empowering Student Creativity In The Digital Age, Annie Yon

New Jersey English Journal

In today’s digital age, literacy extends beyond traditional reading and writing to encompass collaboration, multimodal communication, and the ability to create meaning through diverse media. As AI becomes more integrated into education, we must reconsider its impact on student thinking, work ethic, and writing, while redefining meaningful writing and assessments. Rather than relying on traditional five-paragraph essays, projects like literary magazines that blend writing with multimodal components showcase how educators can prioritize creativity, expression, and personal reflection. This approach ensures that even in the age of AI, students continue to create and engage in ways that are authentically their own.


Beyond Black And White: Embracing Every Hue Through Words, Stories, And Unapologetic Truths, Darius M. Phelps Jan 2026

Beyond Black And White: Embracing Every Hue Through Words, Stories, And Unapologetic Truths, Darius M. Phelps

New Jersey English Journal

Literacy shapes how students interpret and engage with the world, yet traditional education often compartmentalizes it. This article explores racial literacy and poetry as transformative, interdisciplinary tools for critical inquiry and identity formation. Grounded in scholarship and practical strategies, it calls for reimagining literacy instruction as empowerment across disciplines and lived experiences.


Moving Beyond Reading And Writing: Incorporating Historically Responsive Literacy Into Literacy Instruction In Content Area Classrooms, Andrea Lemahieu Glaws Jan 2026

Moving Beyond Reading And Writing: Incorporating Historically Responsive Literacy Into Literacy Instruction In Content Area Classrooms, Andrea Lemahieu Glaws

New Jersey English Journal

This article describes the practices on teacher educator used to incorporate a historically responsive literacy framework into a disciplinary literacy course offered for pre-service teachers. This article begins with an overview of disciplinary literacy and Dr. Muhammad’s historically responsive literacy framework. Following, this article describes three assignments that the teacher educator used within her classroom to support pre-service teachers across multiple content areas in making connections between HRL and their content area discipline. These three assignments include: lab reflections, curriculum analysis, and mini-lesson facilitation. Connections to implications beyond teacher education are made.


A Model For Artificial Intelligence (Ai) Literacy Education: Reflections On Teaching Graduate-Level Teacher Education Courses, Hyunjin Jinna Kim Jan 2026

A Model For Artificial Intelligence (Ai) Literacy Education: Reflections On Teaching Graduate-Level Teacher Education Courses, Hyunjin Jinna Kim

International Journal of Transformative Teaching and Learning in Higher Education

This practice-oriented self-study examines the development of an artificial intelligence (AI) literacy education model grounded in my reflective teaching practices and journey in graduate-level teacher education courses. As AI tools become increasingly embedded in educational and everyday technologies, both teachers and learners often remain unaware of the algorithms, data ethics, and biases that shape AI-driven systems (Ghallab, 2019; Ng et al., 2022). Recognizing that many teachers and teacher candidates responsible for educating the next generation have a minimal understanding of AI tools’ limitations and the ethical risks involved in AI use, I drew on my own experiences and knowledge as …