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Natalija Bošnjakovic; Ivana Ðurdevic Babic – Technology, Knowledge and Learning, 2025
To improve and facilitate the acquisition of learning outcomes, teachers often use innovative teaching methods such as gamification to keep students' attention and increase their motivation. In recent years, the use of educational data mining (EDM) methods to explore academic topics has increased. With the expansion of EDM, a gap in the literature…
Descriptors: Data Collection, Gamification, Teaching Methods, Attention
Representing DNA for Machine Learning Algorithms: A Primer on One-Hot, Binary, and Integer Encodings
Yash Munnalal Gupta; Satwika Nindya Kirana; Somjit Homchan – Biochemistry and Molecular Biology Education, 2025
This short paper presents an educational approach to teaching three popular methods for encoding DNA sequences: one-hot encoding, binary encoding, and integer encoding. Aimed at bioinformatics and computational biology students, our learning intervention focuses on developing practical skills in implementing these essential techniques for…
Descriptors: Science Instruction, Teaching Methods, Genetics, Molecular Biology
Prerna Srigyan; Kim Fortun – Science & Education, 2025
Research in cultural anthropology and the interdisciplinary field of science and technology studies (STS) has demonstrated that environmental disasters are not only techno-scientifically and socio-politically complex but also epistemically complex -- involving perspectival diversity; multiple, often conflicting forms of evidence; data gaps and…
Descriptors: Case Studies, Environmental Education, Natural Disasters, Justice
Wei Liu; Yingxue Wang – International Journal of Web-Based Learning and Teaching Technologies, 2025
Age is one of the important factors affecting individual differences in second language acquisition. The development of cognitive ability also has certain influence on second language acquisition, depending on whether this influence is positive or negative. This paper discusses the educational significance of the age factor in English teaching…
Descriptors: Secondary School Students, Secondary School Teachers, English (Second Language), Second Language Learning
Ting Cai; Qingyuan Tang; Yu Xiong; Lu Zhang – International Educational Data Mining Society, 2025
Teacher classroom teaching behavior indicators serve as a crucial foundation for guiding instructional evaluation. Existing indicator system suffers from limitations such as strong subjectivity and weak contextual generalization capabilities. Generalized category discovery (GCD) enables automatic data clustering to identify known categories and…
Descriptors: Teacher Behavior, Teaching Methods, Models, Accuracy
Matt Giani; Madison E. Andrews; Tasneem Sultana; Fortunato Medrano – Annenberg Institute for School Reform at Brown University, 2025
This study examines College and Career Readiness (CCR) policy implementation through the lens of "decoupling." We investigate how high schools have jointly implemented Career and Technical Education (CTE) and Industry-Based Certifications (IBCs), and whether there is evidence of "curricular-credential decoupling" via…
Descriptors: Educational Policy, Credentials, High Schools, Data
Shani Sniedze; Marc Kralj – Australian Council for Educational Research, 2025
The ACER Progressive Achievement approach includes PAT assessments that measure what students know, understand, and can do across the domains of Reading, Spelling, Vocabulary, Grammar and Punctuation, Maths, Science, Inquiry and Problem Solving in STEM Contexts, and Critical Reasoning. The results of PAT assessments are available immediately to…
Descriptors: Longitudinal Studies, Case Studies, Data Use, Achievement Tests
Alexandra I. Race; Shulong Yan; Caroline Spurgin; Sol Henson; Evan F. Portier; Heidi L. Ballard – International Journal of Science Education, Part B: Communication and Public Engagement, 2025
While citizen science and other participatory approaches to science are increasingly used in schools to promote student science learning, rarely are these students supported to collect, analyze, and share their data with meaningful outside audiences. In this study, we used a Design-Based Research approach to iteratively develop and examine an…
Descriptors: Elementary School Students, Elementary School Science, Science Instruction, Teaching Methods
B. B. Ravinandan; M. S. Sapna – Journalism and Mass Communication Educator, 2025
Seventy-five out of 82 Indian universities offering data journalism were studied using Lewis's typology, with slight modifications for the Indian setting. Most syllabi remain theory-heavy, with little practical instruction and no engagement with deeper issues like epistemological shifts. Around 60% of the programs were introduced post-COVID,…
Descriptors: Foreign Countries, Journalism Education, Data Analysis, Journalism
Han-Ling Jiang; Lin-Hua Lu; Tsunwai Wesley Yuen; Yu-Lun Liu; Conrad Coelho – Journal of Marketing Education, 2025
Data-driven marketing analytics courses are integral to modern business management degrees in universities, yet many graduates focus solely on single, separated data analysis techniques during their learning process, hindering effective integration and practical performance. This study proposes that employing the Fishbowl method, which divides…
Descriptors: Marketing, Business Education, Data Analysis, Active Learning
Lee A. Coppock – Journal of Economic Education, 2025
The COVID-19 pandemic uniquely affected nearly all the subject matter in a typical principles of macroeconomics class. Fluctuations in the basic macroeconomic data in the COVID era were staggering and offer new teaching opportunities. In addition, because the recession was primarily driven by supply side shocks, the entire episode offers a unique…
Descriptors: Macroeconomics, COVID-19, Pandemics, Teaching Methods
Gamze Nur Inönü; Sema Çelebi; Meryem Gülhan; Selda Aras – European Early Childhood Education Research Journal, 2025
This study aimed at understanding and investigating the lived experiences of early childhood teachers' observation practices as a professional tool. Interpretative phenomenological approach was utilized to investigate participants' experiences deeply from their lived experiences. The current study's participants consisted of five early childhood…
Descriptors: Early Childhood Teachers, Teacher Attitudes, Observation, Teaching Methods
Joseph S. Krajcik; Charlene M. Czerniak – Routledge, Taylor & Francis Group, 2025
This essential science methods resource integrates principles of learning and motivation with practical teaching ideas for the elementary and middle school science classroom. It employs project-based learning (PBL) to enable educators to engage their students in meaningful, real-world questioning about the world. It provides concrete strategies…
Descriptors: Science Instruction, Middle School Students, High School Students, Secondary School Science
Francisca M. Ubilla; Núria Gorgorió – Journal of Mathematics Teacher Education, 2025
The concept of statistical sense provides an understanding of the goals of statistics education and helps to clarify the design of activities that promote the development of statistical literacy, reasoning and thinking. The new approaches to statistics in schools mean special attention must be paid to teacher training. This training should enable…
Descriptors: Data Use, Teaching Methods, Statistics Education, Preservice Teachers
Yaqian Zheng; Deliang Wang; Junjie Zhang; Yanyan Li; Yaping Xu; Yaqi Zhao; Yafeng Zheng – Education and Information Technologies, 2025
Generating personalized learning pathways for e-learners is a critical issue in the field of e-learning as it plays a pivotal role in guiding learners towards the successful achievement of their learning objectives. The existing literature has proposed various methods from different perspectives to address this issue, including learner-based,…
Descriptors: Individualized Instruction, Electronic Learning, Academic Achievement, Student Educational Objectives

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