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Advancing the Power of Learning Analytics and Big Data in Education

Author : Azevedo, Ana

Publisher : IGI Global

Page : 296 pages

File Size : 23,75 MB

Release : 2021-03-19

Category : Education

ISBN : 1799871045

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Book Description

The term learning analytics is used in the context of the use of analytics in e-learning environments. Learning analytics is used to improve quality. It uses data about students and their activities to provide better understanding and to improve student learning. The use of learning management systems, where the activity of the students can be easily accessed, potentiated the use of learning analytics to understand their route during the learning process, help students be aware of their progress, and detect situations where students can give up the course before its completion, which is a growing problem in e-learning environments. Advancing the Power of Learning Analytics and Big Data in Education provides insights concerning the use of learning analytics, the role and impact of analytics on education, and how learning analytics are designed, employed, and assessed. The chapters will discuss factors affecting learning analytics such as human factors, geographical factors, technological factors, and ethical and legal factors. This book is ideal for teachers, administrators, teacher educators, practitioners, stakeholders, researchers, academicians, and students interested in the use of big data and learning analytics for improved student success and educational environments.



Handbook of Research on Emerging Pedagogies for the Future of Education: Trauma-Informed, Care, and Pandemic Pedagogy

Author : Bozkurt, Aras

Publisher : IGI Global

Page : 511 pages

File Size : 22,81 MB

Release : 2021-06-04

Category : Education

ISBN : 1799872777

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Book Description

The COVID-19 pandemic caused educational institutions to close for the safety of students and staff and to aid in prevention measures around the world to slow the spread of the outbreak. Closures of schools and the interruption of education affected billions of enrolled students of all ages, leading to nearly the entire student population to be impacted by these measures. Consequently, this changed the educational landscape. Emergency remote education (ERE) was put into practice to ensure the continuity of education and caused the need to reinterpret pedagogical approaches. The crisis revealed flaws within our education systems and exemplified how unprepared schools were for the educational crisis both in K-12 and higher education contexts. These shortcomings require further research on education and emerging pedagogies for the future. The Handbook of Research on Emerging Pedagogies for the Future of Education: Trauma-Informed, Care, and Pandemic Pedagogy evaluates the interruption of education, reports best-practices, identifies the strengths and weaknesses of educational systems, and provides a base for emerging pedagogies. The book provides an overview of education in the new normal by distilling lessons learned and extracting the knowledge and experience gained through the COVID-19 global crisis to better envision the emerging pedagogies for the future of education. The chapters cover various subjects that include mathematics, English, science, and medical education, and span all schooling levels from preschool to higher education. The target audience of this book will be composed of professionals, researchers, instructional designers, decision-makers, institutions, and most importantly, main-actors from the educational landscape interested in interpreting the emerging pedagogies and future of education due to the pandemic.



Handbook of Research on the Global Empowerment of Educators and Student Learning Through Action Research

Author : Slapac, Alina

Publisher : IGI Global

Page : 469 pages

File Size : 23,63 MB

Release : 2021-05-07

Category : Education

ISBN : 1799869245

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Book Description

The year 2020 brought an unprecedented worldwide health crisis through the COVID-19 pandemic that has been affecting all sectors, including education. There were questions surrounding the effectiveness of online trainings for teachers, online teaching practices, the motivation and engagement of students, and the quality of learning and education in these times. Action research emerged to address these concerns, being a systematic process of inquiry using reflection within a cyclical model of planning, acting, implementing, evaluating, and continuous reflection. This method of research is employed with the expertise and passion from educators to better enhance online practices and education while using authentic learning and experiences. Using collaboration, social advocacy, and action research, there is the opportunity to advance teaching for students, families, and communities without a physical context involved. The Handbook of Research on the Global Empowerment of Educators and Student Learning Through Action Research explores successful teaching and learning skills through the method of action research and intersects it with online learning in order to uncover best teaching practices in online platforms. This book showcases educational professionals’ action research for solutions in advancing teaching and learning, the practical benefits of action research, recommendations for improving online teaching and learning, and a focus on professional growth as well as social justice advocacy. It highlights important topics including student learning, teacher collaboration, authentic learning, advocacy, and action research in both K-12 and higher education settings. This book is ideal for inservice and preservice teachers, administrators, teacher educators, practitioners, researchers, academicians, and students interested in how action research is improving and advancing knowledge on the best teaching practices for online education.



Re-Envisioning and Restructuring Blended Learning for Underprivileged Communities

Author : Bosch, Chantelle

Publisher : IGI Global

Page : 330 pages

File Size : 21,97 MB

Release : 2021-05-14

Category : Education

ISBN : 1799869423

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Book Description

Challenges in the educational arena are not new phenomena. However, with the recent outbreak of the COVID-19 pandemic, researchers and educators have been made even more aware of the need for a paradigm shift in education. Blended learning, as opposed to fully online learning or traditional face-to-face teaching, has been well-researched and has been found to have the potential to provide better educational solutions in challenging contexts. These contexts range from pandemic situations where social distancing is the order of the day to financial and time constraints regarding full-time study, as well as limited physical capacity at institutions. Blended learning solutions are often designed for resourceful institutions and cannot be easily implemented in developing countries and in communities where resources are limited. Typical issues like connectivity, accessibility, lack of suitable devices, and affordability need to be taken into consideration and in cognizance of blended learning interventions. These challenges are often neglected in blended learning research but are critical discussions to be had. Re-Envisioning and Restructuring Blended Learning for Underprivileged Communities shares how institutions in the developing world and less privileged communities have re-imagined and restructured blended education to enhance teaching and learning for underprivileged communities. This book aims to address blended learning solutions across institutional, program, course, and activity levels. The chapters will cover a variety of learning environments, from rural settings to less developed countries and more, and explore the programs and courses designed to improve student success and accessibility in diverse student populations. This book is ideally intended for teachers, administrators, teacher educators, practitioners, stakeholders, researchers, academicians, and students who are interested in blended learning opportunities in less-privileged settings and to underserved and marginalized populations.



Challenges and Opportunities for the Global Implementation of E-Learning Frameworks

Author : Khan, Badrul H.

Publisher : IGI Global

Page : 328 pages

File Size : 48,34 MB

Release : 2021-02-19

Category : Education

ISBN : 1799876098

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Book Description

As schools continue to explore the transition from traditional education to teaching and learning online, new instructional design frameworks are needed that can support with the development of e-learning content. The e-learning frameworks examined within this book have eight dimensions: (1) institutional, (2) pedagogical, (3) technological, (4) interface design, (5) evaluation, (6) management, (7) resource support, and (8) ethical. Each of these dimensions contains a group of concerns or issues that need to be examined to assess and develop an institutions e-capability in order to introduce the best e-learning practices. Challenges and Opportunities for the Global Implementation of E-Learning Frameworks presents global perspectives on the latest best practices and success stories of institutions that were able to effectively implement e-learning frameworks. An e-learning framework is used as a guide to examine e-learning practices in countries around the globe to reflect on opportunities and challenges for implementing quality learning. In this book, therefore, tips for success factors and issues relevant to failures will be presented along with an analysis of similarities and differences between several countries and educational lessons. While highlighting topics such as course design and development, ICT use in the classroom, and e-learning for different subjects, this book is ideal for university leaders, practitioners in e-learning, continuing education institutions, government agencies, course developers, in-service and preservice teachers, administrators, practitioners, stakeholders, researchers, academicians, and students seeking knowledge on how e-learning frameworks are being implemented across the globe.



Handbook of Research on Analyzing IT Opportunities for Inclusive Digital Learning

Author : Ordóñez de Pablos, Patricia

Publisher : IGI Global

Page : 403 pages

File Size : 10,56 MB

Release : 2021-06-18

Category : Education

ISBN : 179987186X

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Book Description

The outbreak of the pandemic around the world came with national measures to deal with the health emergency that caused and will continue to cause important disruption in education for students, teachers, and policymakers. Digital technologies can provide innovative solutions that can prevent the negative effects of lockdowns of countries and regions on education. It is important to analyze digital solutions and experiences for distance learning and to better understand the available resources and best practices to deal effectively with the challenges of digital learning for both learners and academic staff. It is important that countries promote digital excellence and explore the opportunities that information technologies can provide to education institutions, especially in the post-pandemic scenario, and the major transformations it will bring to citizens, societies, and economies. The Handbook of Research on Analyzing IT Opportunities for Inclusive Digital Learning explores the new demands of labor markets in the digital economy, how educational institutions can respond to these new opportunities and threats, the development of new teaching and learning methods, and finally, the development of digital skills and competences. It also discusses the challenges and opportunities caused by the pandemic in the area of education and how information technologies can transform education and develop a new workforce with the required digital skills and competences and knowledge to fit the post-pandemic labor market. This book highlights topics including knowledge management systems, learning technologies, personalized learning, and more within the context of diverse student populations. It is a valuable reference tool for academics, researchers, lecturers, decision makers, policymakers, and practitioners interested in new theories, research findings, and case studies for understanding inclusive digital learning and the opportunities for digital technologies in education.



Internet of Things and Fog Computing-Enabled Solutions for Real-Life Challenges

Author : Anil Saroliya

Publisher : CRC Press

Page : 205 pages

File Size : 30,27 MB

Release : 2022-12-29

Category : Technology & Engineering

ISBN : 1000805395

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Book Description

In today’s world, the use of technology is growing rapidly, and people need effective solutions for their real-life problems. This book discusses smart applications of associated technologies to develop cohesive and comprehensive solutions for the betterment of humankind. It comprehensively covers the effective use of the Internet of Things (IoT), wireless sensor network, wearable sensors, body area network, cloud computing, and distributed computing methodologies. The book comprehensively covers IoT and fog computing sensor supported technologies or protocols including web of things, near-field communication, 6LoWPAN, LoRAWAN, XMPP, DDS, LwM2M, Mesh Protocol, and radio-frequency identification. The book- Discusses smart applications to develop cohesive and comprehensive solutions for real-life problems. Covers analytical descriptions with appropriate simulation and prototype models. Examines the role of IoT and fog computing technologies during global emergency situations. Discusses key technologies including cloud computing, 5G communication, big data, artificial intelligence, control systems, and wearable sensors. The text is primarily written for graduate students, and academic researchers working in diverse fields of electrical engineering, biomedical engineering, electronics and communication engineering, computer engineering, and information technology.



Simulation and Game-Based Learning in Emergency and Disaster Management

Author : Drumhiller, Nicole K.

Publisher : IGI Global

Page : 290 pages

File Size : 47,46 MB

Release : 2021-04-02

Category : Technology & Engineering

ISBN : 1799840883

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Book Description

Simulation and game-based learning are essential applications in a learning environment as they provide learners an opportunity to apply the course material in real-life scenarios. Introducing real-life learning allows the learner to make critical decisions at different points within the simulation providing constructive education that leads to a cognitive understanding of the material. The use of simulations provides the learner with the ability to cognitively store and recall learning in real-life experiences. Therefore, it is crucial to not only provide course material but to have students apply what they have learned in simulations that replicate real-life scenarios. These learned skills are essential for students to be marketable and thrive in a career field where decision making, problem solving, and critical thinking are job requirements. Simulation and Game-Based Learning in Emergency and Disaster Management is a cutting-edge research book that examines the best practices and holistic development when it comes to simulation learning within emergency and disaster management as well as global security. Drawing upon the neuroscience of learning, classroom instruction can be enhanced to incorporate active-experiential learning activities that positively impact a learner with long-term information retention. Each simulation project is carried out in different environments, with different goals in mind, and developed under various constraints. For these reasons, this book will provide insight into the simulation planning and development process, provide examples of online simulations and game-based learning activities, and provide insight on simulation development and implementation that can be used across disciplines in educational and training settings. As such, it is ideal for academicians, instructional designers, curriculum designers, education professionals, researchers, and students.



Handbook of Research on Applying Universal Design for Learning Across Disciplines: Concepts, Case Studies, and Practical Implementation

Author : Fovet, Frederic

Publisher : IGI Global

Page : 547 pages

File Size : 46,90 MB

Release : 2021-01-22

Category : Education

ISBN : 1799871088

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Book Description

Universal design for learning (UDL) has been hailed for over a decade as a revolutionary lens that allows campuses to shift their efforts to create inclusive environments. In recent years, UDL has gone beyond the field of disability and been explored with regards to international and indigenous students. There is now a sizable body of literature that details the benefits of implementing UDL in higher education, as well as a number of emerging studies examining the strategic challenges of developing UDL across institutions. There is, however, still a relative paucity of research discussing the transformation of instruction or assessment in concrete terms. Therefore, there is a necessity for research and information on UDL that has already been implemented in classrooms and the practical examples of what this process of transformation looks like. The Handbook of Research on Applying Universal Design for Learning Across Disciplines: Concepts, Case Studies, and Practical Implementation offers practical examples of UDL having successfully been embedded in courses within various disciplines and classroom formats, as well as across the undergraduate and graduate sectors. The chapters provide case studies and concrete examples of what the UDL reflection on practice might look like in specific faculties and departments. While highlighting UDL in areas such as educational technology, student engagement, assignment design, and inclusive education, this book is ideally intended for inservice and preservice teachers, administrators, teacher educators, higher education professors and leaders, practitioners, researchers, academicians, and students interested in the integration of UDL into strategic academic plans.



Data Mining and Learning Analytics

Author : Samira ElAtia

Publisher : John Wiley & Sons

Page : 351 pages

File Size : 25,7 MB

Release : 2016-09-20

Category : Computers

ISBN : 1118998219

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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.