Big Data In Education
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Big Data In Education Pedagogy And Research
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Author : Theodosia Prodromou
language : en
Publisher: Springer Nature
Release Date : 2021-10-04
Big Data In Education Pedagogy And Research written by Theodosia Prodromou and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-10-04 with Education categories.
This book discusses how Big Data could be implemented in educational settings and research, using empirical data and suggesting both best practices and areas in which to invest future research and development. It also explores: 1) the use of learning analytics to improve learning and teaching; 2) the opportunities and challenges of learning analytics in education. As Big Data becomes a common part of the fabric of our world, education and research are challenged to use this data to improve educational and research systems, and also are tasked with teaching coming generations to deal with Big Data both effectively and ethically. The Big Data era is changing the data landscape for statistical analysis, the ways in which data is captured and presented, and the necessary level of statistical literacy to analyse and interpret data for future decision making. The advent of Big Data accentuates the need to enable citizens to develop statistical skills, thinking and reasoning needed for representing, integrating and exploring complex information. This book offers guidance to researchers who are seeking suitable topics to explore. It presents research into the skills needed by data practitioners (data analysts, data managers, statisticians, and data consumers, academics), and provides insights into the statistical skills, thinking and reasoning needed by educators and researchers in the future to work with Big Data. This book serves as a concise reference for policymakers, who must make critical decisions regarding funding and applications.
Big Data In Education
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Author : Ben Williamson
language : en
Publisher: SAGE
Release Date : 2017-07-24
Big Data In Education written by Ben Williamson and has been published by SAGE this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-07-24 with Education categories.
This cutting-edge overview explores big data and the related topic of computer code, examining the implications for education and schooling for today and the near future.
Learning With Big Data
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Author : Viktor Mayer-Schönberger
language : en
Publisher: HarperCollins
Release Date : 2014-03-04
Learning With Big Data written by Viktor Mayer-Schönberger and has been published by HarperCollins this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-03-04 with Education categories.
Homework assignments that learn from students. Courses tailored to fit individual pupils. Textbooks that talk back. This is tomorrow’s education landscape, thanks to the power of big data. These advances go beyond online courses. As the New York Times-bestselling authors of Big Data explain, the truly fascinating changes are actually occurring in how we measure students’ progress and how we can use that data to improve education for everyone, in real time, both on- and offline. Learning with Big Data offers an eye-opening, insight-packed tour through these new trends, for educators, administrators, and readers interested in the latest developments in business and technology.
Big Data And Learning Analytics In Higher Education
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Author : Ben Kei Daniel
language : en
Publisher: Springer
Release Date : 2018-04-21
Big Data And Learning Analytics In Higher Education written by Ben Kei Daniel and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-04-21 with Education categories.
This book focuses on the uses of big data in the context of higher education. The book describes a wide range of administrative and operational data gathering processes aimed at assessing institutional performance and progress in order to predict future performance, and identifies potential issues related to academic programming, research, teaching and learning. Big data refers to data which is fundamentally too big and complex and moves too fast for the processing capacity of conventional database systems. The value of big data is the ability to identify useful data and turn it into useable information by identifying patterns and deviations from patterns.
Advancing The Power Of Learning Analytics And Big Data In Education
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Author : Azevedo, Ana
language : en
Publisher: IGI Global
Release Date : 2021-03-19
Advancing The Power Of Learning Analytics And Big Data In Education written by Azevedo, Ana and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-03-19 with Education categories.
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.
Big Data In Education Pedagogy And Research
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Author : Theodosia Prodromou
language : en
Publisher:
Release Date : 2021
Big Data In Education Pedagogy And Research written by Theodosia Prodromou and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021 with categories.
This book discusses how Big Data could be implemented in educational settings and research, using empirical data and suggesting both best practices and areas in which to invest future research and development. It also explores: 1) the use of learning analytics to improve learning and teaching; 2) the opportunities and challenges of learning analytics in education. As Big Data becomes a common part of the fabric of our world, education and research are challenged to use this data to improve educational and research systems, and also are tasked with teaching coming generations to deal with Big Data both effectively and ethically. The Big Data era is changing the data landscape for statistical analysis, the ways in which data is captured and presented, and the necessary level of statistical literacy to analyse and interpret data for future decision making. The advent of Big Data accentuates the need to enable citizens to develop statistical skills, thinking and reasoning needed for representing, integrating and exploring complex information. This book offers guidance to researchers who are seeking suitable topics to explore. It presents research into the skills needed by data practitioners (data analysts, data managers, statisticians, and data consumers, academics), and provides insights into the statistical skills, thinking and reasoning needed by educators and researchers in the future to work with Big Data. This book serves as a concise reference for policymakers, who must make critical decisions regarding funding and applications. .
Big Data In Education
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Author : Ben Williamson (Educator)
language : en
Publisher:
Release Date : 2017
Big Data In Education written by Ben Williamson (Educator) and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017 with Big data categories.
Big data has the power to transform education and educational research. Governments, researchers and commercial companies are only beginning to understand the potential that big data offers in informing policy ideas, contributing to the development of new educational tools and innovative ways of conducting research. This cutting-edge overview explores the current state-of-play, looking at big data and the related topic of computer code to examine the implications for education and schooling for today and the near future. Key topics include: • The role of learning analytics and educational data science in schools • A critical appreciation of code, algorithms and infrastructures • The rise of 'cognitive classrooms', and the practical application of computational algorithms to learning environments • Important digital research methods issues for researchers This is essential reading for anyone studying or working in today's education environment!
Big Data On Campus
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Author : Karen L. Webber
language : en
Publisher: Johns Hopkins University Press
Release Date : 2020-11-03
Big Data On Campus written by Karen L. Webber and has been published by Johns Hopkins University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-11-03 with Education categories.
Webber, Henry Y. Zheng, Ying Zhou
Data Analytics Applications In Education
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Author : Jan Vanthienen
language : en
Publisher: CRC Press
Release Date : 2017-09-29
Data Analytics Applications In Education written by Jan Vanthienen and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-09-29 with Business & Economics categories.
The abundance of data and the rise of new quantitative and statistical techniques have created a promising area: data analytics. This combination of a culture of data-driven decision making and techniques to include domain knowledge allows organizations to exploit big data analytics in their evaluation and decision processes. Also, in education and learning, big data analytics is being used to enhance the learning process, to evaluate efficiency, to improve feedback, and to enrich the learning experience. As every step a student takes in the online world can be traced, analyzed, and used, there are plenty of opportunities to improve the learning process of students. First, data analytics techniques can be used to enhance the student’ s learning process by providing real-time feedback, or by enriching the learning experience. Second, data analytics can be used to support the instructor or teacher. Using data analytics, the instructor can better trace, and take targeted actions to improve, the learning process of the student. Third, there are possibilities in using data analytics to measure the performance of instructors. Finally, for policy makers, it is often unclear how schools use their available resources to "produce" outcomes. By combining structured and unstructured data from various sources, data analytics might provide a solution for governments that aim to monitor the performance of schools more closely. Data analytics in education should not be the domain of a single discipline. Economists should discuss the possibilities, issues, and normative questions with a multidisciplinary team of pedagogists, philosophers, computer scientists, and sociologists. By bringing together various disciplines, a more comprehensive answer can be formulated to the challenges ahead. This book starts this discussion by highlighting some economic perspectives on the use of data analytics in education. The book begins a rich, multidisciplinary discussion that may make data analytics in education seem as natural as a teacher in front of a classroom.
Big Data In Education
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Author : Emelyn Cereno Wagan
language : en
Publisher: Society Publishing
Release Date : 2017-11
Big Data In Education written by Emelyn Cereno Wagan and has been published by Society Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-11 with Big data categories.
Big data is a term that is used to refer to the massive amount of data that is being generated today. With more and more people getting connected through the internet, the rate of generation of data has increased rapidly. Different types of industries are continuously shifting towards the analysis of big data to generate insights that can help them make better decisions. Nowadays, big data technology is seen as an important tool in the field of education. There has been a considerable shift from the traditional teaching programs to the use of efficient online educational tools to expand the reach of education. Big data technology can be used to assess the date generated through the use of these educational tools to make better policies.Education has always been a top-rated agenda in any policy making and data has become a key asset for many economies today. Big Data (BD) has been considered as a matter of a priority in scientific research, industrial implications, and public sectors than the education sector. Big data helps us take a step forward in the field of education to reach out to all the impossibilities that lies within it. By using big data analytics wisely, we can provide a more personalized learning experience to the young generation.Though the internet already had a major impact on the way students collect information and the way they carry out research, recently, attention is now turning to the potential of big data through which it can help to radically transform the structure of the educational landscape. It could, for an instance, provide educators with the paramount information about the customized needs of individual students and how to customize learning by enabling educators to keep a track on students' progress more accurately so that courses can be designed to meet the specific needs of the learners.This book is proposed to be a reference material, which will throw light on the vast field of big data and its application in the field of education.The first chapter gives an overview about the tools and techniques related to big data and its application in the field of education. The next chapter talks about the various data mining methods that can be used in the field of education. The fourth chapter discusses the evolution of big data technology over the years. Chapter 5 highlights the various applications of big data in the field of education. Subsequently, we discuss the challenges and applications of big data in education. Chapter 8 discusses the future prospects of big data technology in the education sector. It also focusses on the digital education sector. The last chapter of the book discusses several case studies related to the implementation of big data and the associated challenges.This book addresses the issues which are faced by the researchers in the field of big data in education such as increasing the effectiveness of educators, wisely harnessing the fruitful insights from the learning experiences, making sure to deliver the quality education to all which is tailor made according to the needs of an individual learner and making students well equipped with the relevant skills as required for their future careers needs. Overall, this book will help to provide guidance on the complete structure of the big data problems and its solution in the education sector.