Manage Your Own Learning Analytics

2021-12-04
Manage Your Own Learning Analytics

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  • Author: Elspeth McKay
  • Publisher: Springer Nature
  • ISBN: 3030863166
  • Category : Technology & Engineering
  • Languages : en
  • Pages : 237

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

2020-06-19
Learning Analytics Cookbook

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  • Author: Roope Jaakonmäki
  • Publisher: Springer Nature
  • ISBN: 3030433773
  • Category : Business & Economics
  • Languages : en
  • Pages : 99

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.

AI in Learning: Designing the Future

2022-11-26
AI in Learning: Designing the Future

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  • Author: Hannele Niemi
  • Publisher: Springer Nature
  • ISBN: 3031096878
  • Category : Psychology
  • Languages : en
  • Pages : 354

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.

Artificial Intelligence in Education

2022-07-26
Artificial Intelligence in Education

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  • Author: Maria Mercedes Rodrigo
  • Publisher: Springer Nature
  • ISBN: 3031116445
  • Category : Computers
  • Languages : en
  • Pages : 814

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."

International Conference on Advanced Intelligent Systems for Sustainable Development

2023-06-09
International Conference on Advanced Intelligent Systems for Sustainable Development

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  • Author: Janusz Kacprzyk
  • Publisher: Springer Nature
  • ISBN: 3031263847
  • Category : Technology & Engineering
  • Languages : en
  • Pages : 995

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.

A Beginner’s Guide to Learning Analytics

2021-04-19
A Beginner’s Guide to Learning Analytics

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  • Author: Srinivasa K G
  • Publisher: Springer Nature
  • ISBN: 3030702588
  • Category : Education
  • Languages : en
  • Pages : 326

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.

Advanced Research and Real-World Applications of Industry 5.0

2023-06-01
Advanced Research and Real-World Applications of Industry 5.0

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  • Author: Bakkar, Mahmoud Numan
  • Publisher: IGI Global
  • ISBN: 179988807X
  • Category : Business & Economics
  • Languages : en
  • Pages : 281

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.

Handbook of Research on Education and Technology in a Changing Society

2014-05-31
Handbook of Research on Education and Technology in a Changing Society

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  • Author: Wang, Victor C. X.
  • Publisher: IGI Global
  • ISBN: 1466660473
  • Category : Education
  • Languages : en
  • Pages : 1217

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.

Radical Solutions and Learning Analytics

2020-05-08
Radical Solutions and Learning Analytics

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  • Author: Daniel Burgos
  • Publisher: Springer Nature
  • ISBN: 981154526X
  • Category : Education
  • Languages : en
  • Pages : 233

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.

Learning Analytics Explained

2017-02-17
Learning Analytics Explained

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  • Author: Niall Sclater
  • Publisher: Routledge
  • ISBN: 1317394550
  • Category : Education
  • Languages : en
  • Pages : 278

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.