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Andrés Sandoval-Hernández; David Joseph Rutkowski – Educational Assessment, Evaluation and Accountability, 2025
This paper explores the potential of abductive reasoning to enhance the analysis of international large-scale assessments which have traditionally relied on deductive and inductive reasoning. While these conventional methods have provided valuable insights into global student achievement, they often fail to capture the complexity of educational…
Descriptors: International Assessment, Logical Thinking, Data Analysis, Educational Assessment
Axel Langner; Lea Sophie Hain; Nicole Graulich – Journal of Chemical Education, 2025
Often, eye-tracking researchers define areas of interest (AOIs) to analyze eye-tracking data. Although AOIs can be defined with systematic methods, researchers in organic chemistry education eye-tracking research often define them manually, as the semantic composition of the stimulus must be considered. Still, defining appropriate AOIs during data…
Descriptors: Organic Chemistry, Science Education, Eye Movements, Educational Research
Amine Boulahmel; Fahima Djelil; Gregory Smits – Technology, Knowledge and Learning, 2025
Self-regulated learning (SRL) theory comprises cognitive, metacognitive, and affective aspects that enable learners to autonomously manage their learning processes. This article presents a systematic literature review on the measurement of SRL in digital platforms, that compiles the 53 most relevant empirical studies published between 2015 and…
Descriptors: Independent Study, Educational Research, Classification, Educational Indicators
Mthokozisi Masumbika Ncube; Patrick Ngulube – Discover Education, 2025
Despite the increasing interest in data analytics applications within postgraduate education research, there remains a significant gap in research dedicated to exploring mixed methods research for such investigations. This study undertook to bridge this gap by exploring the application and use of mixed methods research to examine data analytics…
Descriptors: Data Analysis, Graduate Students, Educational Research, Mixed Methods Research
Guiyun Feng; Honghui Chen – Education and Information Technologies, 2025
Data mining has been successfully and widely utilized in educational information systems, and an important research field has been formed, which is educational data mining. Process mining inherits the characteristics of data mining which can not only use historical data in the system to analyze learning behavior and predict academic performance,…
Descriptors: Educational Research, Artificial Intelligence, Data Use, Algorithms
Damaris D. E. Carlisle – Sage Research Methods Cases, 2025
This case study explores the use of large language models (LLMs) as analytical partners for data exploration and interpretation. Grounded in original research, it navigates the intricacies of using LLMs for uncovering themes from datasets. The study tackles various methodological and practical challenges encountered during the research process…
Descriptors: Artificial Intelligence, Natural Language Processing, Data Analysis, Data Interpretation
Elizabeth S. Peterson; Joseph A. Taylor – Educational Research and Reviews, 2025
The methodological controversy surrounding ordinal outcome data has posed a distinct challenge to the conceptualization, design, and conduct of research in the social and behavioral sciences for more than 75 years. Accordingly, this study sought to supply a comprehensive and multidisciplinary perspective of the debate and in so doing lay the…
Descriptors: Research Problems, Educational Research, Social Science Research, Research Methodology
Mthokozisi Masumbika Ncube; Patrick Ngulube – Discover Education, 2025
The potential of data analytics in higher education is well acknowledged. Yet, there is a notable gap in the literature regarding the practical application of theoretical frameworks for its implementation and evaluation. While research has investigated data analytics for personalised learning, student success prediction, and programme assessment,…
Descriptors: Data Analysis, Learning Analytics, Higher Education, Postsecondary Education as a Field of Study
Yixuan Wang – Sage Research Methods Cases, 2025
Many qualitative researchers have incorporated poetry in qualitative research to analyze data and present findings. Found poetry, poetic transcription, and data poems are well-known poetic methods in qualitative data analysis that scholars have adopted to analyze data and artistically represent findings. The research project that this case is…
Descriptors: Educational Research, Research Methodology, Qualitative Research, Poetry
Emma Smith; Stephen Gorard; Rebecca Morris; Thomas Perry; Jess Pilgrim-Brown – British Educational Research Journal, 2025
There have been debates about the quality and usefulness of education research for a long time, with opinion often dividing along methodological lines. Those on different sides of an apparent methodological schism often bemoan the lack of recognition and resources afforded to their chosen approach. Whatever one's position on the existence, or…
Descriptors: Foreign Countries, Educational Research, Research Methodology, Educational History
Kaitlyn Coburn; Kris Troy; Carly A. Busch; Naomi Barber-Choi; Kevin M. Bonney; Brock Couch; Marcos E. García-Ojeda; Rachel Hutto; Lauryn Famble; Matt Flagg; Tracy Gladding; Anna Kowalkowski; Carlos Landaverde; Stanley M. Lo; Kimberly MacLeod; Blessed Mbogo; Taya Misheva; Andy Trinh; Rebecca Vides; Erik Wieboldt; Cara Gormally; Jeffrey Maloy – CBE - Life Sciences Education, 2025
Trans* and genderqueer student retention and liberation is integral for equity in undergraduate education. While STEM leadership calls for data-supported systemic change, the erasure and othering of trans* and genderqueer identities in STEM research perpetuates cisnormative narratives. We sought to characterize how sex and gender data are…
Descriptors: LGBTQ People, Transgender People, Disproportionate Representation, Educational Research
Jay Fie Paler Luzano – International Journal of Technology in Education, 2025
This study investigated the role of ChatGPT-assisted data analysis in mathematics education research within the post-modern scholarly milieu using a scoping review approach. This examined how ChatGPT contributes to ethical, reliable, rigorous, and context-sensitive data analysis in mathematics education research. The findings reveal five (5)…
Descriptors: Artificial Intelligence, Mathematics Education, Educational Research, Data Analysis
Mahendra Prasad Pandey – Discover Education, 2025
Comparative education is advancing with a growing emphasis on innovative research methodologies; however, integrating these approaches to address complex global education challenges remains difficult. While traditional qualitative methods are valuable, they often fail to capture the multifaceted nature of today's educational landscape. This review…
Descriptors: Innovation, Research Methodology, Educational Research, Educational Trends
Rafael Mitchell – Sage Research Methods Cases, 2025
This case study introduces critical interpretive synthesis (CIS) as a systematic approach for reviewing and synthesizing a diverse body of research evidence to develop fresh insights on an issue of concern. Unlike aggregative forms of systematic review, which are more familiar in the field of education, CIS does not require commensurability…
Descriptors: Educational Research, Synthesis, Foreign Countries, Research Methodology
Mahadi Hasan Miraz; Sanmugam Annamalah; Rohana Sham – Educational Process: International Journal, 2025
Background/purpose: It revisits Partial Least Squares Structural Equation Modeling (PLS-SEM) as a robust tool for analyzing non-normal data and small samples, offering predictive modeling advantages. This study also compares the merits, practical applications, and added value of both tools in tackling complicated research issues, notably in…
Descriptors: Evaluation Methods, Educational Research, Structural Equation Models, Data Analysis
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