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Full-Text Articles in Educational Assessment, Evaluation, and Research

Am I As Effective At Identifying Emotions As Artificial Intelligence? A Comparative Study Of Emotional Recognition, Traci R. Grove, Alexandra T. Lucas, Maryann Martin, Cathleen M. Deckers, Lulu Sherif Mahmood, Nicole Danaher-Garcia, Mark W. Scerbo, Suzan Kardong-Edgren, Janice C. Palaganas Jan 2025

Am I As Effective At Identifying Emotions As Artificial Intelligence? A Comparative Study Of Emotional Recognition, Traci R. Grove, Alexandra T. Lucas, Maryann Martin, Cathleen M. Deckers, Lulu Sherif Mahmood, Nicole Danaher-Garcia, Mark W. Scerbo, Suzan Kardong-Edgren, Janice C. Palaganas

Psychology Faculty Publications

Background

Learning conversations, or dialogues aimed at deepening understanding and reflection, are deeply influenced by emotions. Effective communication is influenced by emotional intelligence - the ability to recognize, understand, and manage both one’s own and others’ emotions. While advances in artificial intelligence (AI) offer new tools for emotion recognition, these technologies still struggle with accurately interpreting subtle and culturally diverse emotional expressions, sparking debate about their reliability and effectiveness. This article provides a comparative analysis of human versus AI recognition of emotions during an end-of-course reflective learning conversation.

Methods

Emotions during a structured post-conference debriefing were analyzed and coded by …


2025 Merc Annual Report, David B. Naff, Jesse Senechal, Paula L. Ogston-Nobile Jan 2025

2025 Merc Annual Report, David B. Naff, Jesse Senechal, Paula L. Ogston-Nobile

MERC Publications

This is the annual report of the Metropolitan Educational Research Consortium (MERC) at Virginia Commonwealth University for the 2024-2025 academic year. It includes vignettes depicting MERC activities in the past year that align with each of its five principles: research, relevance, rigor, multiple perspectives, and impact. It concludes with a discussion of MERC's commitment moving forward.


Virginia Literacy Act Expansion: Implications For Middle Schools, Candace Bechtold, Joan A. Rhodes, Valerie J. Robnolt, David B. Naff, Kendall Hunt, Jan Collins Jan 2025

Virginia Literacy Act Expansion: Implications For Middle Schools, Candace Bechtold, Joan A. Rhodes, Valerie J. Robnolt, David B. Naff, Kendall Hunt, Jan Collins

MERC Publications

This MERC research and policy review focuses on expansion of the Virginia Literacy Act (VLA) to include support for middle school students across the Commonwealth. It explores three questions:

1. What were trends in middle school literacy prior to the VLA expansion?
2. What state policies exist for middle school literacy achievement?
3. What does research say about literacy intervention at the middle school level?

It concludes with a series of key takeaways and recommendations for middle school literacy policy and practice.


Student Perceptions Of Campus Facilities And Their Impact On Educational Experience, Steven W. Greenwood Jan 2025

Student Perceptions Of Campus Facilities And Their Impact On Educational Experience, Steven W. Greenwood

University of the Pacific Theses and Dissertations

This dissertation investigates the perceptions of undergraduate students regarding campus facilities at a picturesque academic institution located in Northern California and explores how these perceptions impact their educational experiences and outcomes. Despite the significant role of physical and technological infrastructure in shaping educational environments, student voices are often underrepresented in the capital renewal process. This study aims to fill this gap by employing a qualitative research approach grounded in empowerment theory and using participatory methods, such as photovoice and semistructured interviews. It underscores the importance of student involvement in facility planning and renewal processes and introduces the research objectives, theoretical …


Persistent Reading Deficiencies In Early Education, William Steven Reed Jan 2025

Persistent Reading Deficiencies In Early Education, William Steven Reed

Electronic Theses and Dissertations

This qualitative case study investigated early reading teachers’ perceptions of the instructional practices they use to identify early elementary student reading proficiency, including unique challenges they face when addressing the development of early reading skills. The researcher investigated eight first and second grade teacher classrooms during the 2023–2024 school year through collective interviews, observations, and related school data. The researcher performed a qualitative analysis of the collected data to reveal varying themes that support recommendations to reduce persistent reading problems among early elementary students. Using purposeful sampling to select licensed, experienced participants, the insights of eight early elementary reading teachers …


A Mentoring Program's Impact On International Teachers In A Rural School District, Shannon M. Hullett Jan 2025

A Mentoring Program's Impact On International Teachers In A Rural School District, Shannon M. Hullett

Doctor of Education Dissertations

This dissertation is a program evaluation of a mentoring program’s impact on international teachers in a rural school district. The study aimed to investigate international teachers' first-year mentoring experiences to determine if the program has an impact on helping international teachers transition to the community and school. Acculturation theory (Berry, 1980; Bunnell, 2020; Stasel, 2021) and culture shock (Oberg, 1960; McCluskey, 2020) were identified as theoretical frameworks for the program evaluation. Quantitative data were collected from surveys and mentor log rubric analysis, and qualitative data were collected from interview transcripts. According to data analysis, the program had a significant impact …


Candidates' Perceptions Of A University's Consultancy Requirements With For-Profit/Nonprofit Partnering Organizations, Candace S. Parson Jan 2025

Candidates' Perceptions Of A University's Consultancy Requirements With For-Profit/Nonprofit Partnering Organizations, Candace S. Parson

Doctor of Education Dissertations

This dissertation in practice is an action research study that investigated the perceptions of students within the Doctor of Education in Organizational Leadership (DEOL) program under the University College of Education experiences in consultancy organizational partnerships in terms of key benefits, key factors, and barriers/limitations that existed in the partnership. This study provided feedback to the University College of Education that was used to understand candidates’ experiences, it identified continuous improvement and developmental opportunities that will be used to evaluate consultancy organizational partnerships. A qualitative research design was used to collect data from 10 DEOL students via one-on-one interviews. The …


Afrofuturism–It's A Different World: Exploring Tools For Culturally Relevant Black Student Leadership Development, Richard D. Brown Jan 2025

Afrofuturism–It's A Different World: Exploring Tools For Culturally Relevant Black Student Leadership Development, Richard D. Brown

Doctor of Education Dissertations

This dissertation explored culturally relevant strategies for Black student leadership development within university multicultural centers, focusing specifically on student leaders affiliated with Black identity-based organizations. Conducted in partnership with a large public land-grant university in the United States Midwest, this study recognizes that traditional student leadership development programs often fail to address the varied cultural realities of Black students. A mixed methods sequential explanatory design approach was used, combining survey data with qualitative interviews and analyzed using a phenomenological lens. Guided by the McKinsey 7S Framework, this study identified strengths and gaps in organizational strategy, structure, systems, style, staff, skills, …


Sharing Your Science: Special 2025 Edition, Wilson Gonzalez-Espada Jan 2025

Sharing Your Science: Special 2025 Edition, Wilson Gonzalez-Espada

Faculty Research at Morehead State University

The Sharing your Science stories were completed as part of a 2025 Science Communication Summer Internship (COMM 647), a collaboration between the Kentucky Academy of Science and the Departments of Engineering Sciences and Communication, Media, Art & Design, Morehead State University, KY. This work was made available as an Open Educational Resource thanks to the Faculty Center for Teaching & Learning, the Camden-Carroll Library, and the Office of Research & Sponsored Programs, Morehead State University.


Influence Of Faculty-Derived Concept Maps On Student Study Strategies, Kaitlin P. Hardy, Amanda K. Burbage, Julie A. Kerry Jan 2025

Influence Of Faculty-Derived Concept Maps On Student Study Strategies, Kaitlin P. Hardy, Amanda K. Burbage, Julie A. Kerry

EVMS School of Health Professions Faculty Publications

Background

Concept mapping is a well-established tool for students to actively organize information into a visual and spatial framework. However, some students are resistant to adopting concept mapping as a study strategy due to the time and effort involved in generating the maps. In this study, we explored student perceptions of faculty-derived concept maps (FD-maps) developed to accompany content within a Foundational Science module in a medical school curriculum. We subsequently investigated whether student use of FD-maps helped overcome resistance to adoption of concept mapping.

Methods

Student evaluation data was analyzed using a mixed methods approach to explore student perceptions …


A Program Evaluation Of Restorative Storytelling As Professional Development For Waldorf Teachers, David Earl Sewell Mccann Jan 2025

A Program Evaluation Of Restorative Storytelling As Professional Development For Waldorf Teachers, David Earl Sewell Mccann

Antioch University Dissertations & Theses

Storytelling, when using the National Storytelling Network’s definition, “the interactive art of using words and actions to reveal the elements and images of a story while encouraging the listener’s imagination,” can be found in most classrooms around the world. If we agree with Walter Fisher and see stories as content with “coherence” and “fidelity” (Fisher, 1987), then much of the communication in classrooms could be considered a form of storytelling. A real question then becomes apparent: why aren’t teachers given extensive training and tools to strengthen their storytelling skills? Restorative Storytelling, a practice I developed out of my years as …


A Teacher’S Guide To Building And Maintaining High-Trust Relationships In An Ungraded Classroom, Elisabeth Maria-Asti Wennerth Jan 2025

A Teacher’S Guide To Building And Maintaining High-Trust Relationships In An Ungraded Classroom, Elisabeth Maria-Asti Wennerth

Antioch University Dissertations & Theses

This dissertation addresses a persistent problem in secondary education: the misalignment between traditional grading systems and equitable, humanizing learning. While alternative assessment movements (e.g., ungrading) are gaining momentum, many implementations falter not for lack of techniques or strategies but for lack of trust between teachers and students, among peers, and across school–family partnerships. Guided by the central research question, How can a teacher’s resource guidebook be designed to support high school educators in adopting ungrading practices that build and maintain high-trust relationships?, this design-for-practice study synthesizes literature and theory to produce a modular practitioner guide. The conceptual framework integrates relational …


Environmental And Climate Change Dictionary: Part Ii, Fozia Parveen Jan 2025

Environmental And Climate Change Dictionary: Part Ii, Fozia Parveen

Books

When we published our first environment and climate change dictionary in 2023 at IED (https://ecommons.aku.edu/books/117/), I was surprised by the response we received. Many people reached out to us to tell us how they hear these terms in their workplaces and how our dictionary helps them understand the words better. I wanted to make sure that we continue to add words to the dictionary in order to increase the understanding of others but also our own understanding of many terms we hear on a day-to-day basis. This year with the participants of “Introduction to Climate Change” course at FAS we …


First-Gen Latinx/Afro-Latinx And Complex: Keeping Resilient Responses On Shuffle, Tibisay I. Hernandez Jan 2025

First-Gen Latinx/Afro-Latinx And Complex: Keeping Resilient Responses On Shuffle, Tibisay I. Hernandez

Electronic Theses & Dissertations (2024 - present)

This qualitative study examined the racialized experiences of first-generation Latinx and Afro-Latinx students in higher education. Fourteen participants engaged in pláticas, semi-structured interviews, and focus groups to reflect on how their identities, race, and institutional dynamics shaped their collegiate journeys. The study examined how these students navigated both personal and institutional settings, revealing the emergence of tensions around belonging, authenticity, and cultural responsibility in everyday interactions. Using Latino Critical Race Theory (LatCrit) alongside Multidimensional Identity Negotiation Theory (MINT) and Co-Cultural Communication Theory (CCCT), this study developed an emergent framework—the Resilient Response Model—to better understand how students respond to complex identity …


From A Child's Perspective: A Qualitative Study Of Elementary School Student Engagement, Deanna J. Springstead-Gonzalez Jan 2025

From A Child's Perspective: A Qualitative Study Of Elementary School Student Engagement, Deanna J. Springstead-Gonzalez

Electronic Theses & Dissertations (2024 - present)

Abstract

Background and Purpose. This study sought to investigate child engagement from the children's perspective, aiming to understand better what they perceive as factors that facilitate or constrain their academic engagement in classrooms. By centering children's voices, this research challenges traditional views of students as passive recipients of education, instead recognizing them as active participants with valuable insights into their learning experiences. This work builds on the frameworks proposed by Shirley and Hargreaves (2021) and Lawson and Lawson (2013) that utilize socio-ecological theory to better understand those factors impacting children’s learning experiences.

Method. The study was conducted at an elementary …


2025 Asia-Pacific Symposium For Music Education Research: Conference Proceedings, Jason Goopy, Jason Boron, Emily Wilson, Han Meng, Cynthia Howard, Philippa Chapman Jan 2025

2025 Asia-Pacific Symposium For Music Education Research: Conference Proceedings, Jason Goopy, Jason Boron, Emily Wilson, Han Meng, Cynthia Howard, Philippa Chapman

Research outputs 2022 to 2026

The 2025 Asia-Pacific Symposium for Music Education Research (APSMER) was held from 9 – 11 July at Edith Cowan University in partnership with the School of Education and the Western Australian Academy of Performing Arts (WAAPA). APSMER is the official regional conference of the International Society for Music Education (ISME), and in 2025, it was proudly supported by the Australian Society for Music Education (ASME). The symposium was last held in Australia in Launceston, Tasmania, in 1999. APSMER 2025 welcomed over 300 international delegates to Perth, Western Australia, for scholarly and cultural exchange. The theme, “Being and becoming musical in …


Risky Topics In Health Education: Enacted Content When Students With Migration Backgrounds Meet Swedish Health Education, Mikael Quennerstedt, Annica Caldeborg, Dean Barker, Valeria Varea Jan 2025

Risky Topics In Health Education: Enacted Content When Students With Migration Backgrounds Meet Swedish Health Education, Mikael Quennerstedt, Annica Caldeborg, Dean Barker, Valeria Varea

Research outputs 2022 to 2026

School health educational content often entails different subject areas and a variety of topics that students are supposed to learn, and when taught in diverse classrooms, potentially positions students as at-risk. Using vignettes in interviews with migrant students in Sweden, the study focuses on views of the content of health education in relation to different ways that health as risk is enacted. Four aspects of risk were identified: (i) risk as content in health education and risky, including topics such as nutrition, stress, smoking, and pollution; (ii) risk as content in health education but not so risky, including topics such …


The Affective Milieu Of School Market Competition: Using Affect And Governmentality To Study Market Competition, Brad Gobby, Amanda Keddie, Jill Blackmore, Katrina Macdonald Jan 2025

The Affective Milieu Of School Market Competition: Using Affect And Governmentality To Study Market Competition, Brad Gobby, Amanda Keddie, Jill Blackmore, Katrina Macdonald

Research outputs 2022 to 2026

This paper integrates insights from affect theory into Foucault’s governmentality framework to analyse school markets. Using a Deleuzian approach to affect, we theorise school markets as an affective milieu that composes the field of competition. Drawing on interviews with staff at two rival high schools, we highlight how an affective milieu that included threat, anxiety, insecurity, resentment and confidence shaped market dynamics. Our analysis shows that affective milieus reflect and reinforce power asymmetries in local school markets and are a condition for generating competitive practices to enhance schools’ capacities to affect and be affected. Our central point is to move …


The Key Role Of Feedback In Institutional Readiness For Programmatic Assessment, Michelle Pedlow, David Boud Jan 2025

The Key Role Of Feedback In Institutional Readiness For Programmatic Assessment, Michelle Pedlow, David Boud

Research outputs 2022 to 2026

Programmatic assessment for learning represents a shift from fragmented, summative assessment practices to integrated, developmental systems where feedback is central to learning. This paper argues that feedback is foundational to programmatic assessment (PAx) implementation. Using feedback as an analytical lens, it examines institutional readiness for the deep structural and cultural shifts that PAx requires, drawing on a qualitative case study of course coordinators across three disciplines at an Australian university. Five interrelated barriers were identified: fragmented feedback, summative assessment reliance, workload constraints, absence of coordinated feedback pathways, and unconstrained educator autonomy. These reflect structural and cultural misalignments with PAx principles. …


Music Education Research And Policy Summit: Feedback Report, Alexis Anja Kallio, Julie Ballantyne, Glenn Barry, Nicole Canham, Emily Dollman, Brad Fuller, Jason Goopy, Rohan Hardy, James Humberstone, Tanya Jones, Ricky Kradolfer, Candace Kruger, Simon Petty, Rebecca Yarnold Jan 2025

Music Education Research And Policy Summit: Feedback Report, Alexis Anja Kallio, Julie Ballantyne, Glenn Barry, Nicole Canham, Emily Dollman, Brad Fuller, Jason Goopy, Rohan Hardy, James Humberstone, Tanya Jones, Ricky Kradolfer, Candace Kruger, Simon Petty, Rebecca Yarnold

Research outputs 2022 to 2026

The Music Education Research and Policy Summit was held from 17–19 July 2023. It was hosted by the Creative Arts Research Institute, Griffith University, on the banks of the Maiwar in Meanjin (Brisbane). The Summit was organised in response to the publication of Australia’s first National Cultural Policy in over 13 years—Revive: A Place for Every Story, A Story for Every Place—to engage in collaborative futures thinking that can identify the values, challenges, and opportunities that will shape school music education in Australia’s future.

The Music Education Research and Policy Summit offered a unique opportunity for music education scholars from …


Experimenting With Diffractive Analysis Practices While Walking-With River: Audiowalking And Micromapping, Vanessa Wintoneak Jan 2025

Experimenting With Diffractive Analysis Practices While Walking-With River: Audiowalking And Micromapping, Vanessa Wintoneak

Research outputs 2022 to 2026

This paper shares how a river-walking project in early childhood education created and experimented with two practices diffractively as an effort to do research differently. The year-long study, situated in Western Australia, explored river-child relations while walking with Derbarl Yerrigan/Swan River and was interested in decentring the human and attuning to more-than-human relations through situated practices. Using a feminist environmental framework this project took a non-representational approach to analysing data through two intra-related diffractive concepts: re-turning and re-membering. These concepts grounded the two practices, audiowalking and micromapping, and helped to shape the various forms of experimentation for a diffractive approach …


Belonging And The Lived Experiences Of Underrepresented Occupational Therapy Students, Daniel Cezar Da Cruz, Angela Murphy, Zara Mahmood Jan 2025

Belonging And The Lived Experiences Of Underrepresented Occupational Therapy Students, Daniel Cezar Da Cruz, Angela Murphy, Zara Mahmood

Journal of Occupational Therapy Education

Belonging has been explored in research in higher education with a focus on student engagement or performance and the impact of psychological aspects on individuals' learning. Few studies focused on underrepresented occupational therapy students’ belonging. Our research aimed to explore the lived experience of occupational therapy students regarding belonging at university. This phenomenological study was conducted with six occupational therapy students from the United Kingdom who volunteered to participate in semi-structured interviews. Data analysis was carried out through Reflexive Thematic Analysis (RTA). Three themes were constructed: Theme 1: Representation and belonging - “I was the only non-white person in the …


Demographic Factors As Predictors Of Academic Performance In First- And Second-Year Occupational Therapy Students, Eileen Du Plooy, Daleen Casteleijn, Denise Franzsen, Gopika Ramkilawon Jan 2025

Demographic Factors As Predictors Of Academic Performance In First- And Second-Year Occupational Therapy Students, Eileen Du Plooy, Daleen Casteleijn, Denise Franzsen, Gopika Ramkilawon

Journal of Occupational Therapy Education

Significant disparities in academic performance that may be associated with specific demographics can be utilized for supporting diverse student cohorts. Strategies can be developed for students to enhance equity and inclusivity in undergraduate occupational therapy education to ensure student success. This study aimed to determine the predictive demographic factors influencing academic performance among first- and second-year undergraduate occupational therapy students at a university in South Africa. A quantitative, cross-sectional design was utilized, and the sample included 129 first- and second-year students. Data were collected retrospectively from university records and student dashboards. Key demographic and academic variables were analyzed, including personal …


Measuring Career Aspirations In Science, Technology, Engineering, Mathematics And Education, Michael Fitzgerald, Saeed Salimpour, David Mckinnon, Rachel Freed, Dan Reichart Jan 2025

Measuring Career Aspirations In Science, Technology, Engineering, Mathematics And Education, Michael Fitzgerald, Saeed Salimpour, David Mckinnon, Rachel Freed, Dan Reichart

Research outputs 2022 to 2026

There has been a sustained interest in student perceptions about STEM fields and their choice of careers over the past few decades. Research has shown that there is a decline in students pursuing STEM careers, and this has raised global concern. Despite these issues, no unistructural, broad, parsimonious and unambiguous quantitative instrument exists to probe student career aspirations. This paper highlights the background, extension and validation of an instrument, derived from a previous science-focussed high-quality instrument that allows student career aspirations to be quantitatively characterised. Participants were 1221 undergraduate students, 1003 of whom were judged to have provided good data, …


Transforming Transitions Ii: A Summary Report, Lennie Barblett, Fiona Boylan, Amelia Ruscoe Jan 2025

Transforming Transitions Ii: A Summary Report, Lennie Barblett, Fiona Boylan, Amelia Ruscoe

Research outputs 2022 to 2026

An abridged version of the report.

Building on the success of the Transforming Transitions project conducted with ten Western Australian Independent Schools (Barblett et al., 2023), this study extended the inquiry into school engagement and the transition process. The project was reimagined to deepen collaboration with schools, focusing on two key areas: first, fostering meaningful engagement with young learners and their families during the transition to school by drawing on their funds of knowledge; and second, centering the perspectives of children as active participants in their transition, acknowledging their experiences and the role of family-school engagement in shaping their sense …


Transforming Transitions Ii: Building Children's Engagement In Learning At School, Lennie Barblett, Fiona Boylan, Amelia Ruscoe Jan 2025

Transforming Transitions Ii: Building Children's Engagement In Learning At School, Lennie Barblett, Fiona Boylan, Amelia Ruscoe

Research outputs 2022 to 2026

Building on the success of the Transforming Transitions project conducted with ten Western Australian Independent Schools (Barblett et al., 2023), this study extended the inquiry into school engagement and the transition process. The project was reimagined to deepen collaboration with schools, focusing on two key areas: first, fostering meaningful engagement with young learners and their families during the transition to school by drawing on their funds of knowledge; and second, centering the perspectives of children as active participants in their transition, acknowledging their experiences and the role of family-school engagement in shaping their sense of belonging.


Why Do Schools Continue To Use Between-Class Ability Grouping?, Olivia Johnston, Nerida Spina, Suzanne Macqueen, Rebecca Spooner-Lane Jan 2025

Why Do Schools Continue To Use Between-Class Ability Grouping?, Olivia Johnston, Nerida Spina, Suzanne Macqueen, Rebecca Spooner-Lane

Research outputs 2022 to 2026

Allocating students into separate classes within a school depending on their “ability” is common in many countries. This paper presents a theoretical discussion of the practice, considering why it persists despite a long history of research emphasizing consequential problems. Our discussion identifies and critiques four possible reasons that between-class ability grouping is being used in schools again today, despite research advising against the practice. These reasons are: 1) educators’ perspectives that it facilitates differentiation and assists in managing the intensification of teaching; 2) advantages for students in “high ability” and “low ability” classes; 3) cultural acceptability; and 4) historical entrenchment, …


A Hopeful Or Hopeless Future? Perspectives On The Challenges And Opportunities In Catholic Education, Christine Robinson, Linda Cranley Jan 2025

A Hopeful Or Hopeless Future? Perspectives On The Challenges And Opportunities In Catholic Education, Christine Robinson, Linda Cranley

Research outputs 2022 to 2026

The research presented in this paper offers a significant contribution to existing discourse that explores the challenges and opportunities within Catholic education. In an increasingly secularised world, Catholic education continues its mission to form and inform young people in the faith. The Church acknowledges that the Catholic school enacts the mission of the Church in society and does so despite a detraditionalised cultural context. The Global Researchers Advancing Catholic Education, known as G.R.A.C.E, was formed to act as a global network of Catholic educators to respond to the ‘signs of the times’ in an innovative and integrated way. This paper …


Ability Grouping In Primary Physical Education In England: Moving Beyond Binary Discourses And Practices, Shaun D. Wilkinson, Dawn Penney Jan 2025

Ability Grouping In Primary Physical Education In England: Moving Beyond Binary Discourses And Practices, Shaun D. Wilkinson, Dawn Penney

Research outputs 2022 to 2026

This study recognised that there is currently limited understanding of the extent and nature of ability grouping practices in subject areas other than mathematics and English in primary schools. Using survey methods, this research sought to generate data of sufficient scale to extend understanding of the use of ability grouping practices in primary physical education (PE) in England. Administration of a web-based survey to all (n = 917) state-funded mainstream and special schools catering for students in Key Stage 1 (aged 5–7) and/or Key Stage 2 (aged 7–11) in the North East of England produced a response rate of 27.7% …


Rigidity Of Class Ability Grouping Practices In Australia, Olivia Johnston, Christa Norris, Wei Zhang Jan 2025

Rigidity Of Class Ability Grouping Practices In Australia, Olivia Johnston, Christa Norris, Wei Zhang

Research outputs 2022 to 2026

Inequity in education is pronounced when data is used to form rigid class ability groups. Rigid grouping means that students with backgrounds that disadvantage them in education can be locked into low ‘ability’ class groups. In contrast, informed and flexible use of data can support adaptable and heterogeneous ability grouping, which better accommodates the diverse needs and potentials of students. This approach ensures that students are not permanently categorised but can move between groups as their abilities and needs evolve. Research drawing on international data sources like the Programme for International Student Assessment (PISA) oversimplifies the range of ability grouping …