Emergent Practices of Learning Analytics in K-12 Classrooms

Emergent Practices of Learning Analytics in K-12 Classrooms
Author: Kavakl? Uluta?, Nurdan
Publisher: IGI Global
Total Pages: 290
Release: 2023-12-29
Genre: Education
ISBN:
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In the world of education, technology has revolutionized teaching and learning practices globally. However, the widespread adoption of technology, especially in response to Covid-19, has led to a deluge of data from students' digital footprints. The challenge lies in effectively using this data through learning analytics (LA) to optimize K-12 classroom practices. Emergent Practices of Learning Analytics in K-12 Classrooms, edited by Dr. Nurdan Kavakl? Uluta? and Dr. Devrim Höl offers a comprehensive solution to these challenges. This book gathers academic scholars to explore practical perspectives on applying learning analytics in K-12 classrooms, combining qualitative and quantitative methodologies. Addressing topics such as predictive analytics, ethical considerations, and future directions, it empowers educators to make data-driven decisions, creating engaging learning experiences for improved student outcomes. By embracing the insights and recommendations presented in this book, academic scholars can confidently navigate the realm of learning analytics and shape the future of K-12 education.

Learning Analytics

Learning Analytics
Author: Johann Ari Larusson
Publisher: Springer
Total Pages: 203
Release: 2014-07-04
Genre: Education
ISBN: 1461433053
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In education today, technology alone doesn't always lead to immediate success for students or institutions. In order to gauge the efficacy of educational technology, we need ways to measure the efficacy of educational practices in their own right. Through a better understanding of how learning takes place, we may work toward establishing best practices for students, educators, and institutions. These goals can be accomplished with learning analytics. Learning Analytics: From Research to Practice updates this emerging field with the latest in theories, findings, strategies, and tools from across education and technological disciplines. Guiding readers through preparation, design, and examples of implementation, this pioneering reference clarifies LA methods as not mere data collection but sophisticated, systems-based analysis with practical applicability inside the classroom and in the larger world. Case studies illustrate applications of LA throughout academic settings (e.g., intervention, advisement, technology design), and their resulting impact on pedagogy and learning. The goal is to bring greater efficiency and deeper engagement to individual students, learning communities, and educators, as chapters show diverse uses of learning analytics to: Enhance student and faculty performance. Improve student understanding of course material. Assess and attend to the needs of struggling learners. Improve accuracy in grading. Allow instructors to assess and develop their own strengths. Encourage more efficient use of resources at the institutional level. Researchers and practitioners in educational technology, IT, and the learning sciences will hail the information in Learning Analytics: From Research to Practice as a springboard to new levels of student, instructor, and institutional success.

Modern Early Childhood Teacher Education: Theories and Practice

Modern Early Childhood Teacher Education: Theories and Practice
Author: Badea, Mihaela
Publisher: IGI Global
Total Pages: 348
Release: 2024-01-22
Genre: Education
ISBN:
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Early childhood education is the decisive period of a student’s life experience where the foundations for lifelong learning are laid. A dynamic interplay of individual and collective experiences unfolds within its organized environment, fostering holistic growth, development, and the safeguarding of young minds. The significance of these formative years cannot be overstated; they are a cornerstone of education, shaping more than half of an individual’s future learning trajectory. In a world driven by international imperatives and national priorities, the establishment of robust early education policies has emerged as a pressing need within the broader Early Childhood Development program. Modern Early Childhood Teacher Education: Theories and Practice delves into the multifaceted tapestry of early school education, dissecting its historical underpinnings while navigating the complexities of contemporary educational paradigms. The book unfurls a comprehensive exploration of diverse global early schooling systems, dissecting their historical trajectories and contemporary challenges. It assumes the role of a scholarly guide, not only for practicing early education teachers but also for aspiring educators preparing to embark on their journey into the realm of pre-school and primary education. Additionally, it stands as a forum for the global exchange of pedagogical insights, fostering a community of academics, researchers, and practitioners committed to advancing the field of early education. The pages of this book resonate with the echoes of critical topics such as contemporary challenges in early schooling systems, innovative teaching resources tailored for young learners, the intricate nuances of digital education in the formative years, and the pivotal role of early education as a catalyst for broader educational and cultural policies.

Data Mining and Learning Analytics

Data Mining and Learning Analytics
Author: Samira ElAtia
Publisher: John Wiley & Sons
Total Pages: 320
Release: 2016-09-26
Genre: Computers
ISBN: 1118998235
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Addresses the impacts of data mining on education and reviews applications in educational research teaching, and learning This book discusses the insights, challenges, issues, expectations, and practical implementation of data mining (DM) within educational mandates. Initial series of chapters offer a general overview of DM, Learning Analytics (LA), and data collection models in the context of educational research, while also defining and discussing data mining’s four guiding principles— prediction, clustering, rule association, and outlier detection. The next series of chapters showcase the pedagogical applications of Educational Data Mining (EDM) and feature case studies drawn from Business, Humanities, Health Sciences, Linguistics, and Physical Sciences education that serve to highlight the successes and some of the limitations of data mining research applications in educational settings. The remaining chapters focus exclusively on EDM’s emerging role in helping to advance educational research—from identifying at-risk students and closing socioeconomic gaps in achievement to aiding in teacher evaluation and facilitating peer conferencing. This book features contributions from international experts in a variety of fields. Includes case studies where data mining techniques have been effectively applied to advance teaching and learning Addresses applications of data mining in educational research, including: social networking and education; policy and legislation in the classroom; and identification of at-risk students Explores Massive Open Online Courses (MOOCs) to study the effectiveness of online networks in promoting learning and understanding the communication patterns among users and students Features supplementary resources including a primer on foundational aspects of educational mining and learning analytics Data Mining and Learning Analytics: Applications in Educational Research is written for both scientists in EDM and educators interested in using and integrating DM and LA to improve education and advance educational research.

Online Learning Analytics

Online Learning Analytics
Author: Jay Liebowitz
Publisher: CRC Press
Total Pages: 270
Release: 2021-12-14
Genre: Education
ISBN: 1000538931
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"In our increasingly digitally enabled education world, analytics used ethically, strategically, and with care holds the potential to help more and more diverse students be more successful on higher education journeys than ever before. Jay Liebowitz and a cadre of the fields best ‘good trouble’ makers in this space help shine a light on the possibilities, potential challenges, and the power of learning together in this work." —Mark David Milliron, Ph.D., Senior Vice President and Executive Dean of the Teachers College, Western Governors University Due to the COVID-19 pandemic and its aftereffects, we have begun to enter the "new normal" of education. Instead of online learning being an "added feature" of K–12 schools and universities worldwide, it will be incorporated as an essential feature in education. There are many questions and concerns from parents, students, teachers, professors, administrators, staff, accrediting bodies, and others regarding the quality of virtual learning and its impact on student learning outcomes. Online Learning Analytics is conceived on trying to answer the questions of those who may be skeptical about online learning. Through better understanding and applying learning analytics, we can assess how successful learning and student/faculty engagement, as examples, can contribute towards producing the educational outcomes needed to advance student learning for future generations. Learning analytics has proven to be successful in many areas, such as the impact of using learning analytics in asynchronous online discussions in higher education. To prepare for a future where online learning plays a major role, this book examines: Data insights for improving curriculum design, teaching practice, and learning Scaling up learning analytics in an evidence-informed way The role of trust in online learning. Online learning faces very real philosophical and operational challenges. This book addresses areas of concern about the future of education and learning. It also energizes the field of learning analytics by presenting research on a range of topics that is broad and recognizes the humanness and depth of educating and learning.

Using STEM-Focused Teacher Preparation Programs to Reimagine Elementary Education

Using STEM-Focused Teacher Preparation Programs to Reimagine Elementary Education
Author: Cayton, Emily
Publisher: IGI Global
Total Pages: 381
Release: 2024-02-07
Genre: Education
ISBN: 166845940X
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There has been an increasing issue in STEM education as many students lack interest and knowledge in STEM disciplines and fields. Given the high demand for STEM workers, and the projected growth of STEM fields, it is important to expose students to STEM education beginning as early as elementary school. Some K-6 programs are not preparing teacher candidates adequately for STEM content or skills, especially in engineering. Integrating these disciplines and practices throughout elementary education programs could result in more exposure for K-6 students. Using STEM-Focused Teacher Preparation Programs to Reimagine Elementary Education presents anecdotal stories of how elementary education programs have altered their content offerings, field experiences, and curricula to expand their teacher candidates’ knowledge and exposure to STEM disciplines and fields. Covering key topics such as diversity, teacher education, and technology integration, this premier reference source is ideal for industry professionals, policymakers, administrators of K-12 education, pre-service teachers, teacher educators, researchers, scholars, academicians, practitioners, instructors, and students.

New Approaches in Mobile Learning for Early Childhood Education

New Approaches in Mobile Learning for Early Childhood Education
Author: Papadakis, Stamatios
Publisher: IGI Global
Total Pages: 351
Release: 2024-07-22
Genre: Education
ISBN:
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As personal computing devices transition from traditional computers to contemporary mobile platforms, a global revolution in technology-based learning is underway. In the context of contemporary education, a critical challenge involves aligning traditional pedagogical methods with the developmental needs of today's learners. The intersection of Information and Communication Technologies (ICT) and education is pivotal, with mobile devices emerging as transformative catalysts. New Approaches in Mobile Learning for Early Childhood Education explores the advantages inherent in mobile learning, highlighting various forms of ICT as technically appropriate tools that cater to the developmental needs of children. The book underscores the distinctive benefits of mobile learning, such as heightened user motivation, intuitive usability, and high accessibility and reliability. It positions ICT as an indispensable asset, overshadowing conventional teaching approaches, and emphasizes the principal benefit of these advancements: the facilitation of accelerated and more effective learning in education. Within the pages of this book, empirical studies unravel the transformative potential of mobile learning applications and their corresponding pedagogical strategies. Tailored for educators, researchers, and policymakers, the book delves into diverse subject domains and age groups, navigating through topics such as mobile learning intricacies, educational applications for children, and innovative science and mathematics education strategies.

Cultivating Literate Citizenry Through Interdisciplinary Instruction

Cultivating Literate Citizenry Through Interdisciplinary Instruction
Author: Scott, Chyllis E.
Publisher: IGI Global
Total Pages: 340
Release: 2024-04-05
Genre: Language Arts & Disciplines
ISBN:
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The role of literacy instruction extends far beyond traditional English language arts classrooms. Cultivating Literate Citizenry Through Interdisciplinary Instruction delves into the necessary concepts within the realm of literacy across and within various academic disciplines. From the foundational core courses of English language arts, mathematics, science, and social studies to enriching extracurricular pursuits like agriculture, theater arts, visual arts, and kinesiology, this book encapsulates the essence of fostering literacy competencies in all domains. This comprehensive resource caters to a diverse audience, spanning preservice and in-service teachers, teacher educators, district and school leaders, and educational researchers. It is a versatile tool, ideal for integrating literacy methods courses focusing on content-area and disciplinary literacy instruction across all age groups. Practicing teachers will find it an invaluable resource for their ongoing professional development, while educational leaders will gain profound insights to inform their instructional support strategies.