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Adoption of Data Analytics in Higher Education Learning and Teaching

Adoption of Data Analytics in Higher Education Learning and Teaching PDF Author: Dirk Ifenthaler
Publisher: Springer Nature
ISBN: 3030473929
Category : Education
Languages : en
Pages : 434

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Book Description
The book aims to advance global knowledge and practice in applying data science to transform higher education learning and teaching to improve personalization, access and effectiveness of education for all. Currently, higher education institutions and involved stakeholders can derive multiple benefits from educational data mining and learning analytics by using different data analytics strategies to produce summative, real-time, and predictive or prescriptive insights and recommendations. Educational data mining refers to the process of extracting useful information out of a large collection of complex educational datasets while learning analytics emphasizes insights and responses to real-time learning processes based on educational information from digital learning environments, administrative systems, and social platforms. This volume provides insight into the emerging paradigms, frameworks, methods and processes of managing change to better facilitate organizational transformation toward implementation of educational data mining and learning analytics. It features current research exploring the (a) theoretical foundation and empirical evidence of the adoption of learning analytics, (b) technological infrastructure and staff capabilities required, as well as (c) case studies that describe current practices and experiences in the use of data analytics in higher education.

Adoption of Data Analytics in Higher Education Learning and Teaching

Adoption of Data Analytics in Higher Education Learning and Teaching PDF Author: Dirk Ifenthaler
Publisher: Springer Nature
ISBN: 3030473929
Category : Education
Languages : en
Pages : 434

View

Book Description
The book aims to advance global knowledge and practice in applying data science to transform higher education learning and teaching to improve personalization, access and effectiveness of education for all. Currently, higher education institutions and involved stakeholders can derive multiple benefits from educational data mining and learning analytics by using different data analytics strategies to produce summative, real-time, and predictive or prescriptive insights and recommendations. Educational data mining refers to the process of extracting useful information out of a large collection of complex educational datasets while learning analytics emphasizes insights and responses to real-time learning processes based on educational information from digital learning environments, administrative systems, and social platforms. This volume provides insight into the emerging paradigms, frameworks, methods and processes of managing change to better facilitate organizational transformation toward implementation of educational data mining and learning analytics. It features current research exploring the (a) theoretical foundation and empirical evidence of the adoption of learning analytics, (b) technological infrastructure and staff capabilities required, as well as (c) case studies that describe current practices and experiences in the use of data analytics in higher education.

Student Retention and Success in Higher Education

Student Retention and Success in Higher Education PDF Author: Mahsood Shah
Publisher: Springer Nature
ISBN: 3030800458
Category : Education
Languages : en
Pages : 351

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Book Description
This book draws together international research to assess the quality of successful efforts to retain students. The editors and contributors unite diverse global research from countries who have led student retention and success projects at national, institutional, faculty or program level with positive outcomes. The book is underpinned by the philosophy that a more diverse student population requires higher education institutions to fundamentally change, in order to facilitate the success of all students. All of humanity, its economies and societies, are being pummelled by waves of pandemic-induced crises in tandem with globalisation and demographic shifts. Ultimately, this book acts as a clarion to higher education institutions to better support and retain their students, in order to create a more stable learning environment.

OECD Digital Education Outlook 2021 Pushing the Frontiers with Artificial Intelligence, Blockchain and Robots

OECD Digital Education Outlook 2021 Pushing the Frontiers with Artificial Intelligence, Blockchain and Robots PDF Author: OECD
Publisher: OECD Publishing
ISBN: 9264904646
Category :
Languages : en
Pages : 252

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Book Description
How might digital technology and notably smart technologies based on artificial intelligence (AI), learning analytics, robotics, and others transform education? This book explores such question. It focuses on how smart technologies currently change education in the classroom and the management of educational organisations and systems.

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Publisher: Springer Nature
ISBN: 3031085183
Category :
Languages : en
Pages : 625

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Book Description


Visualizations and Dashboards for Learning Analytics

Visualizations and Dashboards for Learning Analytics PDF Author: Muhittin Sahin
Publisher: Springer Nature
ISBN: 3030812227
Category : Education
Languages : en
Pages : 611

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Book Description
This edited volume fills the gaps in existing literature on visualization and dashboard design for learning analytics. To do so, it presents critical tips to stakeholders and acts as guide to efficient implementation. The book covers the following topics: visualization and dashboard design for learning analytics, visualization and dashboard preferences of stakeholders, learners’ patterns on the dashboard, usability of visualization techniques and the dashboard, dashboard and intervention design, learning and instructional design for learning analytics, privacy and security issues about the dashboard, and future directions of visualization and dashboard design. This book will be of interest to researchers with interest in learning analytics and data analytics, teachers and students in higher education institutions and instructional designers, as it includes contributions from a wide variety of educational and psychological researchers, engineers, instructional designers, learning scientists, and computer scientists interested in learning analytics.

A Research Agenda for Global Higher Education

A Research Agenda for Global Higher Education PDF Author: Huisman, Jeroen
Publisher: Edward Elgar Publishing
ISBN: 1800376065
Category : Education
Languages : en
Pages : 256

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Book Description
This innovative Research Agenda critically reflects on the state of the art and offers inspiration for future higher education research across a variety of geographical, disciplinary and theoretical perspectives. It explores the impact of Covid-19, and the need to re-engage with the Global South and reconsider conventional paradigms and assumptions. Leading international contributors address a set of salient issues, ranging from research on macro-level themes to meso and micro-level phenomena.

Analysing Student Feedback in Higher Education

Analysing Student Feedback in Higher Education PDF Author: Elena Zaitseva
Publisher: Routledge
ISBN: 1000526992
Category : Education
Languages : en
Pages : 238

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Book Description
Analysing Student Feedback in Higher Education provides an in-depth analysis of ‘mining’ student feedback that goes beyond numerical measures of student satisfaction or engagement. By including authentic student voices for understanding the student experience, this book will inform strategies for quality improvement in higher education globally. With contributions, representing an international community of academics, educational developers, institutional data analysts and student-researchers, this book reflects on the role of computer-aided text analysis in gaining insight of student views. The chapters explore the applications of text-mining in different forms, these include varied institutional contexts, using a range of instruments and pursuing different institutional aims and objectives. Contributors provide insights enabled by computer-aided analysis in distilling the student voice and turning large volumes of data into useful information and knowledge to inform actions. Practical tips and core principles are explored to assist academic institutions when embarking on analysing qualitative student feedback. Written for a wide audience, Analysing Student Feedback in Higher Education provides those making informed decisions about how to approach analyses of large volumes of student narratives, with the benefit of learning from the experiences of those who already started treading this path. It enables academic developers, institutional researchers, academics, and administrators to see how bringing text mining to their institutions can help them in better understanding and using the student voice to improve practice.

Online Learning Analytics

Online Learning Analytics PDF Author: Jay Liebowitz
Publisher: CRC Press
ISBN: 1000538931
Category : Education
Languages : en
Pages : 270

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Book Description
"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.

Re-Imagining Educational Futures in Developing Countries

Re-Imagining Educational Futures in Developing Countries PDF Author: Emmanuel Mogaji
Publisher: Springer Nature
ISBN: 3030882349
Category : COVID-19 Pandemic, 2020-
Languages : en
Pages : 317

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Book Description
This book explores the challenges and precarity of higher education post-pandemic, explicitly focusing on higher education in emerging countries. Looking beyond the pandemic, the editors and contributors provide a holistic view of the residual legacies of global health crises like COVID-19 in developing countries. The book calls for the need to reimagine, reevaluate and reposition the higher education system: exploring the challenges experienced by students, staff, administrators and other stakeholders. Bringing forth insights from researchers, practitioners and senior leadership, the book shares theoretical and practical insights on dealing with the aftermath of a pandemic and what can be learned for the future. It will be of interest and value to researchers, practitioners and leaders who wish to understand a develop new approaches for their teaching and management post-pandemic. Emmanuel Mogaji is a senior lecturer in advertising and marketing communications at the University of Greenwich, UK. He is the author of Brand Management: An Introduction Through Storytelling and Introduction to Advertising: Understanding and Managing the Advertising Process. Varsha Jain is a professor of integrated marketing communications and the doctoral programme and research co-chairperson at the MICA, India. Her research specialties lie in advertising, branding, digital marketing, luxury branding and digital natives. Felix Maringe is a full professor of higher education, former head of the school at the Wits School of Education, and assistant dean for internationalisation and partnerships at the University of the Witwatersrand, South Africa. He researches and publishes in the areas of globalisation, internationalisation and the decolonisation of higher education. Robert Ebo Hinson is a marketing communications practitioner turned scholar and professor. In 2019, he was listed as one of the top 100 speakers in Ghana.

Fostering Communication and Learning With Underutilized Technologies in Higher Education

Fostering Communication and Learning With Underutilized Technologies in Higher Education PDF Author: Ali, Mohammed Banu
Publisher: IGI Global
ISBN: 1799848477
Category : Education
Languages : en
Pages : 270

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Book Description
Higher education is undergoing radical changes with the arrival of emerging technology that can facilitate better teaching and learning experiences. However, with a lack of technical awareness, technophobia, and security and trust issues, there are several barriers to the uptake of emerging technologies. As a result, many of these new technologies have been overlooked or underutilized. In the information systems and higher education domains, there exists a need to explore underutilized technologies in higher education that can foster communication and learning. Fostering Communication and Learning With Underutilized Technologies in Higher Education is a critical reference source that provides contemporary theories in the area of technology-driven communication and learning in higher education. The book offers new knowledge about educational technologies and explores such themes as artificial intelligence, digital learning platforms, gamification tools, and interactive exhibits. The target audience includes researchers, academicians, practitioners, and students who are working or have a keen interest in information systems, learning technologies, and technology-led teaching and learning. Moreover, the book provides an understanding and support to higher education practitioners, faculty, educational board members, technology vendors and firms, and the Ministry of Education.