Manage Your Own Learning Analytics

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Manage Your Own Learning Analytics

Elspeth McKay
Manage Your Own Learning Analytics Book PDF

Author : Elspeth McKay
Publisher : Springer Nature
Page : 237 pages
File Size : 50,7 Mb
Release : 2021-12-04
Category : Technology & Engineering
ISBN : 9783030863166

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Manage Your Own Learning Analytics by Elspeth McKay Pdf

This book sheds light on the practice of learning analytics, illuminating how others approach their data analysis. At the beginning of the book, a ‘prescriptive learning analytics planning model’ gives straightforward instructions for people to follow. This book is organized into ten chapters, falling into four topical sections: Managing Learning Analytics (overview, instructional systems design (ISD), instructional design, and planning data analysis); Cognitive Performance Measurement Practices (classical test theory (CTT), Rasch measurement theory (RMT), Item response theory(IRT), Rasch Modeling Tools (research design, setting methodology); and Case Studies (corporate training settings, healthcare industry, and educational courseware design). This book is an important reference for: educational research community and instructional systems designers; corporate training developers; postgraduate course developers; and doctoral students.

Learning Analytics Cookbook

Roope Jaakonmäki,Jan vom Brocke,Stefan Dietze,Hendrik Drachsler,Albrecht Fortenbacher,René Helbig,Michael Kickmeier-Rust,Ivana Marenzi,Angel Suarez,Haeseon Yun
Learning Analytics Cookbook Book PDF

Author : Roope Jaakonmäki,Jan vom Brocke,Stefan Dietze,Hendrik Drachsler,Albrecht Fortenbacher,René Helbig,Michael Kickmeier-Rust,Ivana Marenzi,Angel Suarez,Haeseon Yun
Publisher : Springer Nature
Page : 99 pages
File Size : 46,5 Mb
Release : 2020-06-19
Category : Business & Economics
ISBN : 9783030433772

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Learning Analytics Cookbook by Roope Jaakonmäki,Jan vom Brocke,Stefan Dietze,Hendrik Drachsler,Albrecht Fortenbacher,René Helbig,Michael Kickmeier-Rust,Ivana Marenzi,Angel Suarez,Haeseon Yun Pdf

This book offers an introduction and hands-on examples that demonstrate how Learning Analytics (LA) can be used to enhance digital learning, teaching and training at various levels. While the majority of existing literature on the subject focuses on its application at large corporations, this book develops and showcases approaches that bring LA closer to smaller organizations, and to educational institutions that lack sufficient resources to implement a full-fledged LA infrastructure. In closing, the book introduces a set of software tools for data analytics and visualization, and explains how they can be employed in several LA scenarios.

A Beginner’s Guide to Learning Analytics

Srinivasa K G,Muralidhar Kurni
A Beginner s Guide to Learning Analytics Book PDF

Author : Srinivasa K G,Muralidhar Kurni
Publisher : Springer Nature
Page : 326 pages
File Size : 43,8 Mb
Release : 2021-04-19
Category : Education
ISBN : 9783030702588

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A Beginner’s Guide to Learning Analytics by Srinivasa K G,Muralidhar Kurni Pdf

This book A Beginner’s Guide to Learning Analytics is designed to meet modern educational trends’ needs. It is addressed to readers who have no prior knowledge of learning analytics and functions as an introductory text to learning analytics for those who want to do more with evaluation/assessment in their organizations. The book is useful to all who need to evaluate their learning and teaching strategies. It aims to bring greater efficiency and deeper engagement to individual students, learning communities, and educators. Covered here are the key concepts linked to learning analytics for researchers and practitioners interested in learning analytics. This book helps those who want to apply analytics to learning and development programs and helps educational institutions to identify learners who require support and provide a more personalized learning experience. Like chapters show diverse uses of learning analytics to enhance student and faculty performance. It presents a coherent framework for the effective translation of learning analytics research for educational practice to its practical application in different educational domains. This book provides educators and researchers with the tools and frameworks to effectively make sense of and use data and analytics in their everyday practice. This book will be a valuable addition to researchers’ bookshelves.

AI in Learning: Designing the Future

Hannele Niemi,Roy D. Pea,Yu Lu
AI in Learning Designing the Future Book PDF

Author : Hannele Niemi,Roy D. Pea,Yu Lu
Publisher : Springer Nature
Page : 354 pages
File Size : 52,9 Mb
Release : 2022-11-26
Category : Psychology
ISBN : 9783031096877

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AI in Learning: Designing the Future by Hannele Niemi,Roy D. Pea,Yu Lu Pdf

AI (Artificial Intelligence) is predicted to radically change teaching and learning in both schools and industry causing radical disruption of work. AI can support well-being initiatives and lifelong learning but educational institutions and companies need to take the changing technology into account. Moving towards AI supported by digital tools requires a dramatic shift in the concept of learning, expertise and the businesses built off of it. Based on the latest research on AI and how it is changing learning and education, this book will focus on the enormous opportunities to expand educational settings with AI for learning in and beyond the traditional classroom. This open access book also introduces ethical challenges related to learning and education, while connecting human learning and machine learning. This book will be of use to a variety of readers, including researchers, AI users, companies and policy makers.

Radical Solutions and Learning Analytics

Daniel Burgos
Radical Solutions and Learning Analytics Book PDF

Author : Daniel Burgos
Publisher : Springer Nature
Page : 233 pages
File Size : 44,8 Mb
Release : 2020-05-08
Category : Education
ISBN : 9789811545269

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Radical Solutions and Learning Analytics by Daniel Burgos Pdf

Learning Analytics become the key for Personalised Learning and Teaching thanks to the storage, categorisation and smart retrieval of Big Data. Thousands of user data can be tracked online via Learning Management Systems, instant messaging channels, social networks and other ways of communication. Always with the explicit authorisation from the end user, being a student, a teacher, a manager or a persona in a different role, an instructional designer can design a way to produce a practical dashboard that helps him improve that very user’s performance, interaction, motivation or just grading. This book provides a thorough approach on how education, as such, from teaching to learning through management, is improved by a smart analysis of available data, making visible and useful behaviours, predictions and patterns that are hinder to the regular eye without the process of massive data.

Artificial Intelligence in Education

Maria Mercedes Rodrigo,Noburu Matsuda,Alexandra I. Cristea,Vania Dimitrova
Artificial Intelligence in Education Book PDF

Author : Maria Mercedes Rodrigo,Noburu Matsuda,Alexandra I. Cristea,Vania Dimitrova
Publisher : Springer Nature
Page : 814 pages
File Size : 53,5 Mb
Release : 2022-07-26
Category : Computers
ISBN : 9783031116445

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Artificial Intelligence in Education by Maria Mercedes Rodrigo,Noburu Matsuda,Alexandra I. Cristea,Vania Dimitrova Pdf

This two-volume set LNAI 13355 and 13356 constitutes the refereed proceedings of the 23rd International Conference on Artificial Intelligence in Education, AIED 2022, held in Durham, UK, in July 2022. The 40 full papers and 40 short papers presented together with 2 keynotes, 6 industry papers, 12 DC papers, 6 Workshop papers, 10 Practitioner papers, 97 Posters and Late-Breaking Results were carefully reviewed and selected from 243 submissions. The conference presents topics such as intelligent systems and the cognitive sciences for the improvement and advancement of education, the science and engineering of intelligent interactive learning systems. The theme for the AIED 2022 conference was „AI in Education: Bridging the gap between academia, business, and non-pro t in preparing future-proof generations towards ubiquitous AI."

Learning Analytics Explained

Niall Sclater
Learning Analytics Explained Book PDF

Author : Niall Sclater
Publisher : Routledge
Page : 278 pages
File Size : 48,9 Mb
Release : 2017-02-17
Category : Education
ISBN : 9781317394556

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Learning Analytics Explained by Niall Sclater Pdf

Learning Analytics Explained draws extensively from case studies and interviews with experts in order to discuss emerging applications of the new field of learning analytics. Educational institutions increasingly collect data on students and their learning experiences, a practice that helps enhance courses, identify learners who require support, and provide a more personalized learning experience. There is, however, a corresponding need for guidance on how to carry out institutional projects, intervene effectively with students, and assess legal and ethical issues. This book provides that guidance while also covering the evolving technical architectures, standards, and products within the field.

International Conference on Advanced Intelligent Systems for Sustainable Development

Janusz Kacprzyk,Mostafa Ezziyyani,Valentina Emilia Balas
International Conference on Advanced Intelligent Systems for Sustainable Development Book PDF

Author : Janusz Kacprzyk,Mostafa Ezziyyani,Valentina Emilia Balas
Publisher : Springer Nature
Page : 995 pages
File Size : 42,5 Mb
Release : 2023-06-09
Category : Technology & Engineering
ISBN : 9783031263842

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International Conference on Advanced Intelligent Systems for Sustainable Development by Janusz Kacprzyk,Mostafa Ezziyyani,Valentina Emilia Balas Pdf

This book describes the potential contributions of emerging technologies in different fields as well as the opportunities and challenges related to the integration of these technologies in the socio-economic sector. In this book, many latest technologies are addressed, particularly in the fields of computer science and engineering. The expected scientific papers covered state-of-the-art technologies, theoretical concepts, standards, product implementation, ongoing research projects, and innovative applications of Sustainable Development. This new technology highlights, the guiding principle of innovation for harnessing frontier technologies and taking full profit from the current technological revolution to reduce gaps that hold back truly inclusive and sustainable development. The fundamental and specific topics are Big Data Analytics, Wireless sensors, IoT, Geospatial technology, Engineering and Mechanization, Modeling Tools, Risk analytics, and preventive systems.

Advanced Research and Real-World Applications of Industry 5.0

Bakkar, Mahmoud Numan,McKay, Elspeth
Advanced Research and Real World Applications of Industry 5 0 Book PDF

Author : Bakkar, Mahmoud Numan,McKay, Elspeth
Publisher : IGI Global
Page : 281 pages
File Size : 48,6 Mb
Release : 2023-06-01
Category : Business & Economics
ISBN : 9781799888079

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Advanced Research and Real-World Applications of Industry 5.0 by Bakkar, Mahmoud Numan,McKay, Elspeth Pdf

Industry 5.0 is a growing field that has many potential future directions and opportunities for businesses and companies. To ensure society is prepared for this evolving technological world, further study is required on the potential challenges and pitfalls. Advanced Research and Real-World Applications of Industry 5.0 presents an overview of Industry 5.0 and related advanced research and real-world applications. The book also discusses several real-time issues, problems, and applications with corresponding solutions and suggestions. Covering critical topics such as optimization models, cybersecurity threats, and sustainability, this reference work is ideal for business owners, computer scientists, industry professionals, managers, researchers, scholars, academicians, practitioners, instructors, and students.

Learning Analytics

Johann Ari Larusson,Brandon White
Learning Analytics Book PDF

Author : Johann Ari Larusson,Brandon White
Publisher : Springer
Page : 203 pages
File Size : 46,6 Mb
Release : 2014-07-04
Category : Education
ISBN : 9781461433057

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Learning Analytics by Johann Ari Larusson,Brandon White Pdf

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.

Handbook of Research on Education and Technology in a Changing Society

Wang, Victor C. X.
Handbook of Research on Education and Technology in a Changing Society Book PDF

Author : Wang, Victor C. X.
Publisher : IGI Global
Page : 1217 pages
File Size : 42,7 Mb
Release : 2014-05-31
Category : Education
ISBN : 9781466660472

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Handbook of Research on Education and Technology in a Changing Society by Wang, Victor C. X. Pdf

Technology has become an integral part of our everyday lives. This trend in ubiquitous technology has also found its way into the learning process at every level of education. The Handbook of Research on Education and Technology in a Changing Society offers an in-depth description of concepts related to different areas, issues, and trends within education and technological integration in modern society. This handbook includes definitions and terms, as well as explanations of concepts and processes regarding the integration of technology into education. Addressing all pertinent issues and concerns in education and technology in our changing society with a wide breadth of discussion, this handbook is an essential collection for educators, academicians, students, researchers, and librarians.

Advancing the Power of Learning Analytics and Big Data in Education

Azevedo, Ana,Azevedo, José Manuel,Onohuome Uhomoibhi, James,Ossiannilsson, Ebba
Advancing the Power of Learning Analytics and Big Data in Education Book PDF

Author : Azevedo, Ana,Azevedo, José Manuel,Onohuome Uhomoibhi, James,Ossiannilsson, Ebba
Publisher : IGI Global
Page : 296 pages
File Size : 51,8 Mb
Release : 2021-03-19
Category : Education
ISBN : 9781799871040

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Advancing the Power of Learning Analytics and Big Data in Education by Azevedo, Ana,Azevedo, José Manuel,Onohuome Uhomoibhi, James,Ossiannilsson, Ebba Pdf

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.

Utilizing Learning Analytics to Support Study Success

Dirk Ifenthaler,Dana-Kristin Mah,Jane Yin-Kim Yau
Utilizing Learning Analytics to Support Study Success Book PDF

Author : Dirk Ifenthaler,Dana-Kristin Mah,Jane Yin-Kim Yau
Publisher : Springer
Page : 341 pages
File Size : 44,9 Mb
Release : 2019-01-17
Category : Education
ISBN : 9783319647920

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Utilizing Learning Analytics to Support Study Success by Dirk Ifenthaler,Dana-Kristin Mah,Jane Yin-Kim Yau Pdf

Students often enter higher education academically unprepared and with unrealistic perceptions and expectations of university life, which are critical factors that influence students’ decisions to leave their institutions prior to degree completion. Advances in educational technology and the current availability of vast amounts of educational data make it possible to represent how students interact with higher education resources, as well as provide insights into students’ learning behavior and processes. This volume offers new research in such learning analytics and demonstrates how they support students at institutions of higher education by offering personalized and adaptive support of their learning journey. It focuses on four major areas of discussion: · Theoretical perspectives linking learning analytics and study success. · Technological innovations for supporting student learning. · Issues and challenges for implementing learning analytics at higher education institutions. · Case studies showcasing successfully implemented learning analytics strategies at higher education institutions. Utilizing Learning Analytics to Support Study Success ably exemplifies how educational data and innovative digital technologies contribute to successful learning and teaching scenarios and provides critical insight to researchers, graduate students, teachers, and administrators in the general areas of education, educational psychology, academic and organizational development, and instructional technology.

Learning Analytics: Fundaments, Applications, and Trends

Alejandro Peña-Ayala
Learning Analytics Fundaments Applications and Trends Book PDF

Author : Alejandro Peña-Ayala
Publisher : Springer
Page : 303 pages
File Size : 53,7 Mb
Release : 2017-02-17
Category : Technology & Engineering
ISBN : 9783319529776

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Learning Analytics: Fundaments, Applications, and Trends by Alejandro Peña-Ayala Pdf

This book provides a conceptual and empirical perspective on learning analytics, its goal being to disseminate the core concepts, research, and outcomes of this emergent field. Divided into nine chapters, it offers reviews oriented on selected topics, recent advances, and innovative applications. It presents the broad learning analytics landscape and in-depth studies on higher education, adaptive assessment, teaching and learning. In addition, it discusses valuable approaches to coping with personalization and huge data, as well as conceptual topics and specialized applications that have shaped the current state of the art. By identifying fundamentals, highlighting applications, and pointing out current trends, the book offers an essential overview of learning analytics to enhance learning achievement in diverse educational settings. As such, it represents a valuable resource for researchers, practitioners, and students interested in updating their knowledge and finding inspirations for their future work.

Online Learning Analytics

Jay Liebowitz
Online Learning Analytics Book PDF

Author : Jay Liebowitz
Publisher : CRC Press
Page : 248 pages
File Size : 47,7 Mb
Release : 2021-12-13
Category : Education
ISBN : 9781000539004

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Online Learning Analytics by Jay Liebowitz Pdf

"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.