Emergent Practices of Learning Analytics in K-12 Classrooms

Emergent Practices of Learning Analytics in K-12 Classrooms PDF Author: Kavakl? Uluta?, Nurdan
Publisher: IGI Global
ISBN:
Category : Education
Languages : en
Pages : 290

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Book Description
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.

Emergent Practices of Learning Analytics in K-12 Classrooms

Emergent Practices of Learning Analytics in K-12 Classrooms PDF Author: Kavakl? Uluta?, Nurdan
Publisher: IGI Global
ISBN:
Category : Education
Languages : en
Pages : 290

Get Book

Book Description
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.

EMERGENT PRACTICES OF LEARNING ANALYTICS IN K-12 CLASSROOMS.

EMERGENT PRACTICES OF LEARNING ANALYTICS IN K-12 CLASSROOMS. PDF Author: NURDAN KAVAKLI. ULUTAS
Publisher:
ISBN: 9789798369308
Category :
Languages : en
Pages : 0

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Book Description


Learning Analytics

Learning Analytics PDF Author: Johann Ari Larusson
Publisher: Springer
ISBN: 1461433053
Category : Education
Languages : en
Pages : 195

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Book Description
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.

Learning Analytics in the Classroom

Learning Analytics in the Classroom PDF Author: Jason M. Lodge
Publisher: Routledge
ISBN: 1351113011
Category : Education
Languages : en
Pages : 320

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Book Description
From Data and Analytics to the Classroom presents a coherent framework for useful translation of learning analytics research for educational practice with world-leading researchers in the use of data and analytics in education applying this framework to a number of different educational domains. The aim is to provide concrete ways to apply data and analytics to everyday educational practice. Thi book serves not only as a practical tool, but also as an instructional guide for educators. Through discussion and illustration it provides educators and researchers alike with the proper tools and frameworks to effectively make sense of and use data and analytics in their everyday practice.

Modern Early Childhood Teacher Education: Theories and Practice

Modern Early Childhood Teacher Education: Theories and Practice PDF Author: Badea, Mihaela
Publisher: IGI Global
ISBN:
Category : Education
Languages : en
Pages : 348

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Book Description
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.

Emerging Trends in Learning Analytics

Emerging Trends in Learning Analytics PDF Author:
Publisher: BRILL
ISBN: 9004399275
Category : Education
Languages : en
Pages : 297

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Book Description
This book documents recent attempts to conduct systematic, prodigious and multidisciplinary research in learning analytics and present their findings and identify areas for further research and development. The book also unveils the distinguished and exemplary works by educators and researchers in the field highlighting the current trends, privacy and ethical issues, creative and unique approaches, innovative methods, frameworks, and theoretical and practical aspects of learning analytics.

Using STEM-Focused Teacher Preparation Programs to Reimagine Elementary Education

Using STEM-Focused Teacher Preparation Programs to Reimagine Elementary Education PDF Author: Cayton, Emily
Publisher: IGI Global
ISBN: 166845940X
Category : Education
Languages : en
Pages : 381

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Book Description
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.

Cultivating Literate Citizenry Through Interdisciplinary Instruction

Cultivating Literate Citizenry Through Interdisciplinary Instruction PDF Author: Scott, Chyllis E.
Publisher: IGI Global
ISBN:
Category : Language Arts & Disciplines
Languages : en
Pages : 340

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Book Description
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.

Learning Analytics Goes to School

Learning Analytics Goes to School PDF Author: Andrew Krumm
Publisher: Routledge
ISBN: 1317307860
Category : Education
Languages : en
Pages : 275

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Book Description
Learning Analytics Goes to School presents a framework for engaging in education research and improving education practice through the use of newly available data sources and analytical approaches. The application of data-intensive research techniques to understanding and improving learning environments has been growing at a rapid pace. In this book, three leading researchers convey lessons from their own experiences—and the current state of the art in educational data mining and learning analytics more generally—by providing an explicit set of tools and processes for engaging in collaborative data-intensive improvement.

Data Mining and Learning Analytics

Data Mining and Learning Analytics PDF Author: Samira ElAtia
Publisher: John Wiley & Sons
ISBN: 1118998219
Category : Computers
Languages : en
Pages : 320

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Book Description
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.